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		<title>Nowism &#8212; A Theme for the New Era?</title>
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		<pubDate>Sat, 23 May 2009 05:52:25 +0000</pubDate>
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				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=12</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/wild-speculation/nowism-a-theme-for-the-new-era' addthis:title='Nowism &#8212; A Theme for the New Era?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>DRAFT 1 &#8212; A Work in Progress Introduction Here&#8217;s an idea I&#8217;ve been thinking about: it&#8217;s a concept for a new philosophy, or perhaps just a name for a grassroots philosophy that seems to be emerging on its own. It&#8217;s called &#8220;Nowism.&#8221; The view that now is what&#8217;s most important, because now is where one&#8217;s [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/wild-speculation/nowism-a-theme-for-the-new-era' addthis:title='Nowism &#8212; A Theme for the New Era? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/wild-speculation/nowism-a-theme-for-the-new-era' addthis:title='Nowism &#8212; A Theme for the New Era?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p><strong><em>DRAFT 1 &#8212; A Work in Progress</em></strong></p>
<p><strong><span style="text-decoration: underline;">Introduction</span></strong></p>
<p>Here&#8217;s an idea I&#8217;ve been thinking about: it&#8217;s a concept for a new philosophy, or perhaps just a name for a grassroots philosophy that seems to be emerging on its own. It&#8217;s called &#8220;Nowism.&#8221; The view that now is what&#8217;s most important, because now is where one&#8217;s life actually happens.</p>
<p>Certainly we have all heard terms like Ram Das&#8217; famous, &#8220;Be here now&#8221; and we may be familiar with the writings of Eckhart Tolle and his &#8220;Power of Now&#8221; and others. In addition there was the &#8220;Me generation&#8221; and the more recent idea of &#8220;living in the now.&#8221; On the Web there is also now a growing shift towards real-time, what I call the Stream.</p>
<p>These are all examples of the emergence of this trend. But I think these are just the beginnings of this movement &#8212; a movement towards a subtle but major shift in the orientation of our civilization&#8217;s collective attention. This is a shift towards the now, in every dimension of our lives. Our personal lives, professional lives, in business, in government, in technology, and even in religion and spirituality.</p>
<p>I have a hypothesis that this philosophy &#8212; this worldview that the &#8220;now&#8221; is more important than the past or the future, may come to characterize this new century we are embarking on. If this is true, then it will have profound effects on the direction we go in as a civilization.</p>
<p>It does appear that the world is becoming increasingly now-oriented; more real-time, high-resolution, high-bandwidth. The present moment, the now, is getting increasingly flooded with fast-moving and information-rich streams of content and communication.</p>
<p>As this happens we are increasingly focusing our energy on keeping up with, managing, and making sense of, the now. The now is also effectively getting shorter &#8212; in that more happens in less time, making the basic clockrate of the now effectively faster. I&#8217;ve written about this <a href="http://www.twine.com/item/128lryv9z-46/is-the-stream-the-next-new-metaphor" target="_blank">elsewhere</a>.</p>
<p>Given that the shift to a civilization that is obsessively focused on the now is occurring, it is not unreasonable to wonder whether this will gradually penetrate into the underlying metaphors and worldviews of coming generations, and how it might manifest as differences from our present-day mindsets.</p>
<p>How might people who live more in the now differ from those who paid more attention to the past, or the future? For example, I would assert that the world in and before the 19th century was focused more on the past than the now or the future. The 20th century was characterized by a shift to focus more on the future than the past or the now. The 21st century will be characterized by a shift in focus onto the now, and away from the past and the future.</p>
<p>How might people who live more in the now think about themselves and the world in coming decades. What are the implications for consumers, marketers, strategists, policymakers, educators?</p>
<p>With this in mind, I&#8217;ve attempted to write up what I believe might be the start of a summary of what this emerging worldview of &#8220;Nowism&#8221; might be like.</p>
<p>It has implications on several levels: social, economic, political, and spiritual.</p>
<p><strong><span style="text-decoration: underline;">Nowism Defined</span></strong></p>
<p>Like Buddhism, Taoism, and other &#8220;isms,&#8221; Nowism is a view on the nature of reality, with implications for how to live one&#8217;s life and how to interpret and relate to the world and other people.</p>
<p>Simply put: Nowism is the philosophy that the span of experience called &#8220;now&#8221; is fundamental. In other words there is nothing other than now. Life happens in the now. The now is what matters most.</p>
<p>Nowism does not claim to be mutually exclusive with any other religion. It merely claims that all other religions are contained within it&#8217;s scope &#8212; they, like everything else, take place exclusively within the now, not outside it. In that respect the now, in its actual nature, is fundamentally greater than any other conceivable philosophical or religious system, including even Nowism itself.</p>
<p><strong><span style="text-decoration: underline;">Risks of Unawakened Nowism</span></strong></p>
<p>Nowism is in some ways potentially short-sighted in that there is less emphasis on planning for the future and correspondingly more emphasis on living the present as fully as possible. Instead of making decisions with their effects in the future foremost in mind, the focus is on making the optimal immediate decisions in the context of the present. However, what is optimal in the present may not be optimalover longer spans of time and space.</p>
<p>What may be optimal in the now of a particular individual may not at all be optimal in the nows of other individuals. Nowism can therefore lead to extremely selfish behavior that actually harms others, or it can lead to extremely generous behavior on a scale that far transcends the individual, if one strives to widen their own experience of the now sufficiently.</p>
<p>Very few individuals will ever do the necessary work to develop themselves to the point where their actual experience of now is dramatically wider than average. It is however possible to do this, while quite rare. Such individuals are capable of living exclusively in the now while still always acting with the long-term benefit of <em>both </em>themselves all other beings in mind.</p>
<p>The vast majority of people however will tend towards a more limited and destructive form of Nowism, in which they get lost in deeper forms of consumerism, content and media immersion, hedonism, and conceptualization. Rather than being freed by the now, they will be increasingly imprisoned by it.</p>
<p>This lower form of Nowism &#8212; what might be called unawakened Nowism &#8212; is characterized by an intense focus on immediate self-gratification, without concern or a sense of responsibility for the consequences of one&#8217;s actions on oneself or others in the future. This kind of living in the moment, while potentially extremely fun, tends to end badly for most people. Fortunately most people outgrow this tendency towards extremely unawakened Nowism after graduating college and/or entering the workforce.</p>
<p>Abandoning extremely unawakened Nowist lifestyles doesn&#8217;t necessarily result in one realizing any form of awakened Nowism. One might simply remain in a kind of dormant state, sleepwalking through life, not really living fully in the present, not fully experiencing the present in all its potential. To reach this level of higher Nowism, or advanced Nowism, one must either have a direct spontaneous experience of awakening to the deeper qualities of the now, or one must study, practice and work with teachers and friends who can help them to reach such a direct experience of the now.</p>
<p><strong><span style="text-decoration: underline;">Benefits of Awakened Nowism: Spiritual and Metaphysical Implications of Nowist Philosophy</span></strong></p>
<p>In the 21st Century, I believe Nowism may actually become an emerging movement. With it there will come a new conception of the self, and of the divine. The self will be realized to be simultaneously more empty and much vaster than was previously thought. The divine will be understood more directly and with less conceptualization. More people will have spiritual realization this way, because in this more direct approach there is less conceptual material to get caught up in. The experience of now is simply left as it is &#8212; as direct and unmediated, unfettered, and unadulterated as possible.</p>
<p>This is a new kind of spirituality perhaps. One in which there is less personification of the divine, and less use of the concept of a personified deity as an excuse or justification for various worldy actions (like wars and laws, for example).</p>
<p>Concepts about the nature of divinity have been used by humans for millenia as tools for various good and bad purposes. But in Nowism, these concepts are completely abandoned. This also means abandoning the notion that there is or is not a divine nature at the core of reality, and each one of us. Nowists do not get caught up in such unresolvable debates. However, at the same time, Nowists do strive for a direct realization of the now &#8212; one that is as unmediated and nonconceptual as possible &#8212; and that direct realization is considered to BE thedivine nature itself.</p>
<p>Nowism does not assert that nothing exists or that nothing matters. Such views are nihilism not Nowism. Nowism does not assert that what happens is caused or uncaused &#8212; such views are those of the materialists and the idealists, not Nowism. Instead Nowism asserts the principles of dependent origination, in which cause and-effect appears to take place, even though it is an illusory process and does not truly exist. On the basis of a relative-level cause-effect process, an ethical system can be founded which seeks to optimize happiness and minimize unhappiness for the greatest number of beings, by adjusting ones actions so as to create causes that lead to increasingly happy effects for oneself and others, increasingly often. Thus the view of Nowism does not lead to hedonism &#8212; in fact, anyone who makes a careful study of the now will reach the conclusion that cause and effect operates unfailingly and therefore is a key tool for optimizing happiness in the now.</p>
<p>Advanced Nowists don&#8217;t ignore cause-and-effect, in fact quite the contrary: they pay increasingly close attention to cuase-and-effect and their particular actions. The natural result is that they begin to live a life that is both happier and that leads to more happiness for all other beings &#8212; at least this is the goal and example of the best-case. The fact that cause-and-effect is in operation, even though it is notfundamentally real, is the root of Nowist ethics. It is precisely the same as the Buddhist conception of the identity of emptiness and dependent-origination.</p>
<p>Numerous principles follow from the core beliefs of Nowism. They include practical guidance for living ones life with a minimum of unnecessary suffering (of oneself as well as others), further principles concerning the nature of reality and the mind, and advanced techniques and principles for reaching greater realizations of the now.</p>
<p>As to the nature of what is taking place right now: from the Nowist perspective, it is beyond concepts, for all concepts, like everything else, appear and disappear like visions or mirages, without ever truly-existing. This corresponds precisely to the Buddhist conception of emptiness.</p>
<p>The scope of the now is unlimited, however for the uninitiated the now is usually considered to be limited to the personal present experience of the individual. Nowist adepts, on the other hand, assert that the scope of the now may be modified (narrowed or widened) through various exercises including meditation, prayer, intense physical activity, art, dance and ritual, drugs, chanting, fasting, etc.</p>
<p>Narrowing the scope of the now is akin to reducing the resolution of present experience. Widening the scope is akin to increasing the resolution. A narrower now is a smaller experience, with less information content. A wider now is a larger experience, with more information content.</p>
<p>Within the context of realizing that now is all there is, one explores carefully and discovers that now does not contain anything findable (such as a self, other, or any entity or fundamental basis for any objective or subjective phenomenon, let alone any nature that could be called &#8220;nowness&#8221; or the now itself).</p>
<p>In short the now is totally devoid of anything findable whatsoever, although sensory phenomena do continue to appear to arise within it unceasingly. Such phenomena, and the sensory apparatus, body, brain, mind and any conception of self that arises in reaction to them, are all merely illusion-like appearances with no objectively-findable ultimate, fundamental, or independent existence.</p>
<p>This state is not unlike the analogy of a dream in which oneself and all the other places and characters are all equally illusory, or of a completely immersive virtual reality experience that is so convincing one forgets it isn&#8217;t real.</p>
<p>Nowism does not assert a divine being or deity, although it also is not mutually exclusive with the existence of one or more such beings. However all such beings are considered to be no more real than any other illusory appearance, such as the appearances of sentient beings, planets, stars, fundamental particles, etc. Any phenomena &#8212; whether natural or supernatural &#8212; are equally empty of any independent true existince. They are all illusory in nature.</p>
<p>However, Nowists do assert that the nature of the now itself, while completely empty, is in fact the nature of consciousness and what we call life. It cannot be computed, simulated or modeled in an information system, program, machine, or representation of any kind. Any such attempts to represent the now are merely phenomena appearing within the now, not the now itself. The now is fundamentally transcendental in this respect.</p>
<p>The now is not limited to any particular region in space or time, let alone to any individual being&#8217;s mind. There is no way to assert there is a single now, or many nows, for no nows are actually findable.</p>
<p>The now is the gap between the past and the future, however, when searched for it cannot really be found, nor can the past or future be found. The past is gone, the future hasn&#8217;t happened yet, and the now is infinite, constantly changing, and ungraspable. The entire space-time continuum is in fact within a total all-embracing now, the cosmically extended now that is beyond the limited personalized scope of now we presently think we have. Through practice this can be gradually glimpsed and experienced to greater degrees.</p>
<p>As the now is explored to greater depths, one begins to find that it has astonishing implications. Simultaneously much of the Zen literature &#8212; especially the koans &#8212; starts to make sense at last.</p>
<p>While Nowism could be said to be a branch of Buddhism, I would actually say it might be the other way arond. Nowism is really the most fundamental, pure, philosophy &#8212; stripped of all cultural baggage and historical concepts, and retaining only what is absolutely essential.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/wild-speculation/nowism-a-theme-for-the-new-era' addthis:title='Nowism &#8212; A Theme for the New Era? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Metascience: The Convergence of Science and Religion</title>
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		<pubDate>Wed, 15 Apr 2009 23:51:33 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=16</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/metascience-the-convergence-of-science-and-religion' addthis:title='Metascience: The Convergence of Science and Religion' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>(DRAFT 7. Work-In-Progress) What is the universe and where does it come from? There are two major schools of thought on this question: Science: One is modern-day science, which takes the position that universe is strictly a physical phenomenon and that everything about can be explained by repeatable physical measurements, testable scientific theories, and the [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/metascience-the-convergence-of-science-and-religion' addthis:title='Metascience: The Convergence of Science and Religion ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/metascience-the-convergence-of-science-and-religion' addthis:title='Metascience: The Convergence of Science and Religion' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p><strong>(DRAFT 7. Work-In-Progress)</strong></p>
<p>What is the universe and where does it come from?</p>
<p>There are two major schools of thought on this question:</p>
<ol>
<li><span style="text-decoration: underline;">Science</span>: One is modern-day science, which takes the position that universe is strictly a physical phenomenon and that everything about can be explained by repeatable physical measurements, testable scientific theories, and the rules of math and logic.</li>
<li><span style="text-decoration: underline;">Religion</span>:<br />
The other school of thought is religion, which in general, takes the position that the universe comes from something non-physical that is ultimately unexplainable and beyond the reach of science.</li>
</ol>
<p>In this paper we will take an intellectual adventure into the far fringes of both science and religion, to explore the question of whether or science and religion might be unified. Such a unification is an intellectual &#8220;Holy Grail&#8221; that could truly change the world. But is it even possible? I think it is, and I&#8217;ll propose the core of such a unification here.</p>
<p><strong>The Possibility of Convergence</strong></p>
<p>While there are clearly differences between the approaches and beliefs of the sciences and religions of the world, there are also more similarities than many would like to admit. Beyond that however, at the very deepest levels, they lead to similar logical conclusions and in fact intersect on certain fundamental points, whether their proponents know it or not.</p>
<p>In particular, the question of the origin and nature of the universe is where I believe science and religion converge. Whether one holds the view of science, the view of religion, or both, it turns out that there is a logical necessity for reaching the same final conclusions about the ultimate nature of reality.</p>
<p>Whether one starts from a scientific viewpoint and applies only the methods of science and logic, or one starts from a religious perspective and applies only the methods of religion and logic, either way the conclusion is the same. As long as one regards logic as a valid method of inquiry, the final answer is the same.</p>
<p><strong>The Core Argument</strong></p>
<p>So what is the answer? In short, everything is &#8220;nonoriginated.&#8221; This has a very specific meaning: the universe (or anything else that we might posit to exist) cannot logically originate from nothingness, from itself, or from some other fundamental thing.</p>
<p>Here&#8217;s how this conclusion is reached in a nutshell (I will explain this argument in more depth later in this article, as well as its many implications):</p>
<p style="padding-left: 30px;">To claim that something originates from nothing is a contradiction.</p>
<p style="padding-left: 30px;">To claim that something originates from itself is a contradiction.</p>
<p style="padding-left: 30px;">To claim that something originates from something else leads to an infinite regress <em>unless </em>you claim there is a fundamental first-thing &#8212; but claiming there is a fundamental first-thing leads to a contradiction, so it&#8217;s not an option. An infinite regress on the other hand, is not really an origin.</p>
<p style="padding-left: 30px;">Therefore none of the three above ways of originating are logically tenable, yet there is no other possible fourth alternative.</p>
<p>This then leaves only two possible conclusions about the universe (and anything else that is posited to exist):</p>
<ol>
<li><span style="text-decoration: underline;">The first option</span> is that the universe<em> is not really happening at all</em>, because there&#8217;s no logical way for it to have originated.  But this is immediately contradictory to our experience. It is refuted by obvious, undeniable evidence &#8212; right in front of us we can see that something is happening &#8212; who knows what it is, but it would be absurd to deny that there is some kind of phenomena taking place.</li>
<li><span style="text-decoration: underline;">The second option</span> is that the universe <em>is</em> happening, although there is no origin for it (i.e. it is &#8220;nonoriginated&#8221;). It is not necessary for there to be an ultimate and final origin &#8212; no first cause, prime mover, fundamental particle, or first moment of creation. The universe must therefore be infinite in time, space, and levels of scale.</li>
</ol>
<p>Option (1) is easily refuted. We are left with option (2) &#8211; Nonorigination.</p>
<p>But it is a bit strange to imagine a universe that has no beginning, no origin. How can the universe exist if it is truly beginningless? Without a first-cause what could ever have gotten it started? Without a final fundamental particle, what could things actually be made of? In fact, it is precisely <em>because </em>the universe is nonoriginated that it CAN appear at all. This will be explained further in this article.</p>
<p>We can see how this logic applies to the origin of the universe. How about God? Well if God exists then the same logic would apply: God must also be nonoriginated. Anything that is posited to exist must be nonoriginated.</p>
<p>This point of nonorigination is where science and religion intersect. Nonorigination is the ultimate nature of reality. It is not merely a concept &#8212; it is the actual nature of all things, and it has many profound implications. It points to a level of reality that is beyond the limits of space and time &#8212; and in this respect it is proof of what might be called the Divine, yet it is also completely compatible with the physical world and its laws.</p>
<p>There are several other key dimensions of nonorigination as well. Awareness is one of them. Awareness is the unique capacity of sentient beings to make observations. It plays an important role in making the universe happen, and is actually unified with nonorigination. Where there is nonorigination there MUST be awareness and vice-versa.</p>
<p>Likewise the process of cause-and-effect turns out to be a natural corollary to the nonorigination of the universe, and it&#8217;s powered by awareness, the act of making observations. If there were no such process, the universe could not work as it does; it would effectively be random.</p>
<p>I will explore these topics in a lot more detail below.</p>
<p>The unification of science and religion is not philosophy, it is logic. But how we interpret it, and what we do with it is a matter of personal preference and personal philosophy. This paper will not attempt to draw conclusions about what scientific or religious belief is best. That is up to you. Use the logical evidence however you see fit.</p>
<p><strong>What Does the Universe Come From?</strong></p>
<p>If one even merely posits the existence of the universe or even just the presence of a fundamental particle &#8212; then that immediately leads to further questions such as: Then where does that come from, what is it all really made of, and how could it all be taking place, what is space-time made of or located in, who or what designed this or how did it all happen so perfectly when it is statistically almost impossible?</p>
<p>Some people just can&#8217;t imagine that anything as vast as God could be possible, so they simply decide (without any real evidence) that God is impossible. Or they think that there could not be anything greater than or beyond the scope of the physical universe because they feel that the only things that can exist are physical things. To them, there is nothing but the physical, it is all a big machine, this is all there is &#8212; and for that reason they can&#8217;t believe in some kind of greater being or ultimate reality beyond space and time or the physical laws. But the grounds on which they claim God is not possible can also be used to claim the universe itself is not possible. If they believe in the possibility of the physical universe they also must accept the possibility of God by the same logic.</p>
<p>Here&#8217;s why: If the argument against the possibility of God is that it just isn&#8217;t possible for there to be something infinite, then that means either space and time are finite or they can&#8217;t exist either &#8212; the universe would not be possible because space and time are presently thought to be infinite.</p>
<p>Similarly, if the argument against the possibility of God is that there just couldn&#8217;t be anything beyond the physical universe, then even the physical universe could not exist &#8212; for if there were no possibility of anything greater than or beyond the universe then where is the physical universe taking place? What does it come from? What is it &#8220;in?&#8221; If it ever ends, what remains? This second argument is a bit of a difficult point so it bears further explanation.</p>
<p>Whenever you posit something, it logically has to either come from nothing, or from itself, or from something else. And at the time it exists it either has to depend on nothing, depend on itself, or depend on something else.</p>
<p>Stating that the universe comes from nothing or depends on nothing is problematic &#8212; it is in fact equivalent to saying that the universe comes from or depends on something beyond the universe: some primordial &#8220;nothingness.&#8221;</p>
<p>Stating that the universe comes from or depends on itself is circular and also a contradiction of sorts &#8212; in order for the universe to create itself or depend on itself it must already exist, and so this is impossible and not an option.</p>
<p>Yet stating that the universe comes from something else or depends on something else admits that there must be something beyond it to come from or depend on.</p>
<p>In other words, no matter what position one takes on the universe, it leaves open the possibility &#8211; indeed even the logical requirement &#8211; that there must be something before it, greater than it, deeper than it, beyond it, after it, etc.</p>
<p><strong>Refuting Ideas that the Universe Comes from Nothingness</strong></p>
<p>There are however some people who are not convinced by the above arguments. They hold tenaciously to the belief that the universe comes from some kind of primordial &#8220;nothingness&#8221; which they conceptualize as existing somehow on its own, either before or during the existence of the universe.</p>
<p>This belief in some kind of concrete &#8220;nothingness&#8221; has many problems. First of all to posit &#8220;nothingness&#8221; is to treat it as some kind of thing in fact &#8212; so it is self-contradictory from the start. Secondly, it is impossible to even imagine actual &#8220;nothingness&#8221; so labeling it, speaking of it, or positing that it exists is simply deluded. To posit it is not actually to posit it. To imagine it is not actually to imagine it. And in fact there is no way to even conceive of nothingness actually existing, for if it were to exist it would not be nothing. Finally, even if we ignore all these logical problems and still cling to the concept of nothingness, how could anything come from nothing? Let&#8217;s examine further.</p>
<p>If nothing really is &#8220;nothing&#8221; it could not contain anything that could serve as a cause or origin for anything else, let alone an entire universe. So it could not give rise to anything. In fact it would be a contradiction to assert the co-existence of nothing and something as well &#8212; so even if nothingness could somehow give rise to the universe it would have to be destroyed or eliminated at the moment the universe came into existence &#8212; but if that were the case how could it give rise to the universe &#8212; it could never overlap with the universe at all so how could it even be said to give rise to it?</p>
<p>For example the universe could not gradually emerge from nothingness since nothingness would be completely eliminated at the very first instant of the process of emergence, and then the process would be over since there would be no more nothingness left for the rest of it to emerge from.</p>
<p>Similarly the universe could not emerge all-at-once from nothingness either, because for that to happen there would at least have to be a moment in which nothing and the universe co-existed &#8212; the moment in which the universe emerged.</p>
<p>If we don&#8217;t allow for at least that one moment of co-existence before the universe replaces nothingness, then causality is not possible to establish: there would be no way to connect the emergence of the universe as coming out of or from a pure state of nothingness that existed before it &#8212; and so there would be no point in making this claim at all.</p>
<p>To say that one thing comes from another thing means we have to be able to show how they are connected, and for that to be possible they have to both exist at the same time, or there has to at least be some chain of events we can point to that connects them. But if nothing and something are truly mutually exclusive then that is simply not possible to establish.</p>
<p>All this effort is simply to show finally and totally that nothingness is a flawed concept, and to claim that something can come from nothingness is even more flawed.</p>
<p>Furthermore belief in the concept of nothingness actually refutes belief in the power of science. To believe in nothingness is mutually exclusive with a belief in the principles of science, for nothingness is not measurable, not verifiable in any way, and is therefore impenetrable to science. Therefore any scientist who claims that nothingness exists or that the universe came from nothingness is a hypocrite. Anyone who cites &#8220;nothingness&#8221; as the origin of the universe is not in fact being scientific, they are abandoning science. To claim that all space and time &#8212; and all science &#8212; springs from nothingness is akin to claiming that the physical world (and therefore the domain of science) depends upon something beyond the physical world and beyond domain of science, in other words on a domain that is traditionally the focus of religion.</p>
<p>If we say the universe sprang forth from nothingness that is like saying that science depends on something beyond the realm of science at the fundamental level, and if we say the opposite &#8212; that the universe has always existed or there is an infinite series of universes &#8212; that is also akin to saying that science depends on something beyond what science can ever explain &#8212; for infinity, while not a contradiction at least, is equally impenetrable to science.</p>
<p>Therefore there really is no possible origin of the universe that does not lead to a contradiction. But let&#8217;s explore all the alternatives to really make this clear.</p>
<p><strong>Refuting Ideas that the Universe Comes from Itself</strong></p>
<p>We have already seen that it is a mistake to claim that the universe came from nothingness, but if the universe didn&#8217;t spring forth magically from nothingness, then perhaps it came from itself? What would this mean? It would mean that the universe already existed before the universe existed and then somehow generated itself, from itself. That is circular reasoning, and it&#8217;s also a logical contradiction because if the universe already existed then it would be meaningless to speak of it &#8220;generating&#8221; itself &#8211; it already would have existed in the first place. There&#8217;s not much more that needs to be said about this. But I&#8217;ll say it anyway, just to make it perfectly clear that this is not an option.</p>
<p>Perhaps we might interpret the act of self-generation 0r &#8220;coming from itself&#8221; in a slightly modified manner. For example, the universe today comes from the early universe, and they are quite different. So saying the universe of today comes from the universe of the past is not saying that the universe today comes from itself, literally; rather it is saying it comes from something else: the early universe. That is certainly one way to wiggle out of the fallacy of something coming from itself, but it just leads to an infinite regress: the fallacy of something originating from something else. The next section explores why this is a fallacy.</p>
<p><strong>Refuting Ideas that the Universe Comes from Something Else<br />
</strong></p>
<p>If the universe doesn&#8217;t come from nothingness, or from itself, then what does it come from? If it comes from something else, then what does that thing come from? At some point there has to be a beginning to the process. But if there is a beginning then what is before it? Whatever was before it would have to be beyond the universe and would therefore be beyond the realm of science.</p>
<p>To state that the universe comes from something else is to say that something else (whatever it is) is the more fundamental level or prior state of the universe. In other words to state that the universe comes from something else is really saying the universe comes from the universe, at a deeper level or an earlier time, or a different place, or in a different state or form, or all of the above.</p>
<p>But all such statements are either claims that the universe, taken as a whole (all states of the universe over all time and space) comes from itself, or at worst it is a circular argument that simply pushes the problem down a level: what does that other more fundamental &#8220;something&#8221; that the universe depends on come from? Again we end up in an infinite regress or a contradiction.</p>
<p>On the other hand, if we claim that the universe is beginningless and nonoriginated &#8212; then what is the eternity in which this &#8220;beginninglessness&#8221; is taking place? What created this eternity?</p>
<p>To posit that there is an eternity &#8220;beyond&#8221; the universe, or that &#8220;contains&#8221; the universe (including space and time) is already to state that there is something beyond the realm of science, something outside the universe. But if we then claim that this &#8220;eternity&#8221; is some kind of more fundamental thing, we just end up in the same infinite regress as before &#8212; it is just a subtle concept of the universe coming from something else.</p>
<p>Another possibility might be to claim that eternity and the universe are the same thing. This is to say that the universe is infinite in scope &#8212; space and time are boundless and contain all there is. This is logically either equivalent to the claim that the universe comes from nothing, or from itself. Neither of those options is tenable as we have already seen.</p>
<p>If we posit that eternity comes from nothing that is a contradiction. If it is self-originated, that is circular and also a contradiction. If we say it comes from something else, then what does that other thing come from? We end up in an infinite series of greater eternities, each containing all the lesser ones, like a Russian doll &#8212; this is an infinite regress which fails to solve the problem. Or is there a highest level of eternity and if so, what prevents there from being greater levels of eternity beyond even that &#8212; what causes the boundary between one level of eternity and another to exist and if there is a boundary, what is on the other side of it? This leads to either a contradiction or an infinite regress once again. This line of reasoning also fails to answer the question.</p>
<p>If one claims that the universe contains all space and time, then are the container and what is contained finite or infinite in scope? If it is finite there must be some kind of edge, if it is infinite it implies something so inconceivably vast it is frankly mystical in scope and is logically equivalent to saying the universe comes from itself.</p>
<p>In short, if we claim the universe comes from something else that leads to circular arguments and contradictions, or an infinite regress. If we&#8217;re willing to accept circular arguments and logical contradictions or infinite regresses as satisfactory answers then that is not very different than accepting any other self-justified claims taken on faith, such as those made by religions or even those made in fairy-tales. In fact, any such claim is really a form of religious belief disguised as science. If we are willing to think this way &#8212; and ironically it turns out that most scientists are willing to think this way &#8212; then why not also believe in God or other religious ideas as well? It would be hypocritical not to.</p>
<p><strong>Refuting Conceptions of an Originated God</strong></p>
<p>It&#8217;s important to note that the same logic that refutes notions that the universe comes from nothing, itself, or something else, can also be applied to any claims that there is a God. If there is a God, then like the universe, it also cannot originate from nothing, itself, or something else without leading to logical fallacies. To claim that God came from nothingness is again the something-from-nothing argument that we know does not make sense under logical scrutiny.</p>
<p>To claim that God comes from God is circular reasoning and contradictory. To claim that God comes from something greater than God contradicts the very notion of God and/or leads to an infinite regress which just pushes the problem down to deeper levels &#8212; where does that infinite regress of ever greater Gods come from then?</p>
<p>Both the universe and the concept of God have the same existential status in fact. Neither one of them has an origin that we can actually find or name without ending up in a logical mess of contradictions and infinite regressions. In this respect they are quite similar.</p>
<p>The conclusion is that, like the universe, God or whatever we think of as God, must also be nonoriginated. There is no other logically tenable option.</p>
<p><strong>Exploring Nonorigination</strong></p>
<p>If neither any possible universe nor any possible God can be said to come from nothing, itself, or something else, then that leaves only two logical conclusions:</p>
<ol>
<li>The first option is that these things are not possible and not happening at all since they can&#8217;t have originated &#8212; however that option is refuted by the fact that at least in the example of the universe, something is obviously and undeniably happening right now. The presence of the universe refutes the notion that it is impossible for something to exist that does not originate from nothing, itself or something else.</li>
<li>The second option is that such things could be possible, but in a &#8220;nonoriginated&#8221; manner. But what does this mean? In short, for something to be &#8220;nonoriginated&#8221; does not mean it is non-existent, it just means that it is not dependent on some initial set of causes and conditions. One way for something to exist in an nonoriginated manner is for it to be eternal, or at least beginningless.</li>
</ol>
<p>Option (1) is refuted by the basic fact that we do observe something happening right now. Option (2) is the only remaining option, and is not refuted in any obvious manner.</p>
<p>But option (2) is mind-bending. How can something beginningless exist? How could it ever have come about if there were never any initial causes or conditions to start it? It&#8217;s the primordial chicken-and-the-egg problem.</p>
<p>And this is where things get interesting. Various scientific theories claim the universe either has an origin or is effectively nonoriginated. Likewise religions either claim the universe and/or God has an origin or is nonoriginated.</p>
<p>In the first case, the claim of an origin (such as theories in which the universe started from some physical event before which there was literally nothing, or in which there was nothing and then a Deity appeared and created the universe), we can prove logically that this leads to fallacies (because the origin cannot come from nothing, itself, or something else), so this view is simply wrong, or provisional at best; it&#8217;s not a final explanation.</p>
<p>In the second case, the claim of nonorgination, in which the universe is held to be beginningless and possibly endless (for example a never-ending sequence of Big-Bangs and Big-Crunches, or a timelessly existing realm), this begs the question of where did this never-ending sequence come from? How could it have ever started? What is it, what is eternity and what created eternity?</p>
<p>In either case however, whether we use science or religion to approach the problem of the origin of the universe, we end up at the same place in the end.</p>
<p>The path we may travel to get there is different, and certainly the language with which we express the conclusions is quite different, but the final result is the same. Logically speaking, the universe and God must both be either nonoriginated or created by something nonoriginated. It is the only logically tenable conclusion.</p>
<p>In other words whether universe is thought of as purely physical, or originating from God, the only logically tenable conclusion is that it is nonoriginated. And the same goes for God. We may believe that God is greater than the universe, in other words prior to it, and in this case God and the universe are not equivalent, however, upon final analysis, even in this configuration, the only logically tenable conclusion is nonorigination.</p>
<p>For example, if the universe is a physical thing that was created by God, yet God is nonoriginated, then by inference the universe is also ultimately nonoriginated (via God&#8217;s nonorigination). Although provisionally we can state that the universe originates from God, since God is in this case nonoriginated, the universe is ultimately nonoriginated, for no final origin can be found or logically established.</p>
<p>In summary, nonorigination is the single fundamental truth of both science and religion. It is the ultimate destination of all lines of reasoning. It is where they all converge.</p>
<p><strong>Unification<br />
</strong></p>
<p>And now, based on the above lines of reasoning, the final capstone on the argument.</p>
<p>If we posit that only the physical universe exists, then we have no other choice but to say the universe itself must be nonoriginated, in other words, it must be uncaused and unconditioned &#8212; neither coming from nothing or from something else.</p>
<p>There is no escape from this logical conclusion.</p>
<p>Nonorigination is always found to be the ultimate nature of whatever is posited to exist. It doesn&#8217;t matter how many levels of reality you think there are, as soon as you posit even one, it&#8217;s &#8220;turtles all the way down,&#8221; to quote the famous expression.</p>
<p>In other words, if you posit the universe resting on the back of something (for example, a giant turtle) then that something must in turn rest on the back of something else (another giant turtle, for example), and so on, endlessly. The only way to <em>not </em>have an endless pile of turtles resting on still deeper turtles is to posit a final fundamental turtle, but that makes no sense &#8212; for that turtle would be in free-fall, meaning the entire stack of turtles would have no foundation and would topple over.</p>
<p>What nonorigination really means however is that the stack of turtles can be infinite or finite &#8211; it really doesn&#8217;t matter and is equivalent &#8212; either way the entire stack itself, whether just 1 turtle our countless turtles, is nonoriginated. This is not to say that the stack depends on something else (some special subtle thing we call nonorigination), it is to say that the stack itself <em>IS </em>nonorigination. Nonorigination is NOT something separate from that which appears to exist.</p>
<p>This is very hard to accept conceptually, but it <em>is </em>a logical conclusion. The only way to deal with it intellectually, once you derive it and are convinced there is no way around it, is to simply accept it. The universe really <em>is </em>beyond conception &#8212; it really cannot ever be conceived. It&#8217;s infinite and its nature is inconceivable. This is not a mystical belief, it is in a fact a very refined logical view &#8211; a logical conclusion. It is the conclusion that there is no logical conclusion that accurately and validly describes the nature of the universe. In other words, it is the logical conclusion that the actual nature of the universe is beyond the limits of logic.</p>
<p>Now what&#8217;s interesting, and unifying, about this conclusion is that nonorigination is a logical and scientific kind of conclusion, and yet there is something about it that is inconceivable and wondrous about it. In fact nonorigination is curiously similar to what we think of when we speak of something &#8220;Divine.&#8221; It has many similar qualities to those we usually ascribe to divinity. For example, nonorigination is uncaused, unfindable, unexplainable, inconceivable, beyond to all space and time, beyond the limits of the mind, yet it is the nature of all things,  all things could be said to come from it, or have it&#8217;s nature &#8211; it is not separate from anything, yet no thing fully encompasses it.</p>
<p>Surely anything that has these qualities is not merely a &#8220;thing&#8221; &#8212; there is something amazingly beyond our common idea of a thing to it. Nonorigination could be said to be at once scientific and Divine &#8212; it is something infinitely beyond all conceptual limits &#8212; it is the point where everything converges.</p>
<p>Nonorigination says nothing about the day-to-day &#8220;relative level of the world&#8221; and how it functions &#8212; it is a statement about the ultimate nature of everything: the originlessness and fundamental essencelessness of whatever appears. Thus when speaking of nonorigination, we can make a conceptual distinction between the relative and ultimate levels of truth. They are both true, one does not contradict the other. The ordinary appearances that we label as &#8220;things&#8221; definitely appear and function as they normally do &#8211; nothing changes &#8211; yet we know that their ultimate nature is indescribably beyond what we ordinarily assume it to be. They are nonoriginated &#8211; totally ephemeral &#8211; like dreams.</p>
<p>Relative truth is a level of truth within limits &#8212; specifically it is a statement that holds true locally but not globally. Ultimate truth on the other had applies globally. In this case, within the reference frame of the universe alone, we can say that any effect we observe is originated from various causes and conditions, yet within the larger (global) frame of the origin of the entire universe, it is nonoriginated &#8211; it has no first cause. In any case, whether one chooses to accept this modal logic or not is a matter of personal preference.</p>
<p>Nonorigination is a very subtle truth because it neither asserts or  refutes the universe and/or the Divine. In fact, what appears is free to  appear and function &#8212; yet if we analyze it we find it is  nonoriginated. That doesn&#8217;t mean there are no causes and effects in  operation, it doesn&#8217;t mean the universe is random &#8212; in fact quite the  contrary will be shown later in this article.</p>
<p><strong>Beyond Four Logical Extremes</strong></p>
<p>In Buddhism the ultimate nonoriginated, uncaused and unconditioned primordial nature of reality is said to be &#8220;unborn.&#8221; Since it has no cause it is never actually created or &#8220;born&#8221; as some thing, yet since it is also not literal nothingness, it is not entirely non-existent, for if it were nothingness it could not be something that we could even apply the labels of nonoriginated, uncaused and unconditioned to.</p>
<p>That which is nonoriginated is entirely free of all four possible logical possibilities:</p>
<ol>
<li>Existence</li>
<li>Non-existence</li>
<li>Both existence and non-existence</li>
<li>Neither existence nor non-existence</li>
</ol>
<p>It doesn&#8217;t exist because it is not originated. It doesn&#8217;t not-exist because it isn&#8217;t literally nothingness. It doesn&#8217;t both exist and not-exist because that is a logical contradiction and because we already refuted the extremes of existing and not-existing individually, therefore combining them doesn&#8217;t suddenly undo that refutation (for example, if you take two non-true statements and combine them you don&#8217;t get a true statement).</p>
<p>The fourth logical extreme is the hardest to overcome and there are a few different arguments to conquer it. First of all the assertion of something neither existing nor not-existing is also a contradiction, via double negatives: if it doesn&#8217;t exist then this is equivalent to not-existing, and if it doesn&#8217;t not-exist then this is equivalent to existing.</p>
<p>Another way to refute this extreme is by the fact that there is no other alternative to existing or not-existing: to exist is to be something, whereas to not-exist is to not be something. How could there be &#8220;something&#8221; which is neither something or not-something. If it is &#8220;something&#8221; that contradicts the prong of claim that it is neither &#8220;something&#8221; or not-something. Yet if it is &#8220;not something&#8221; then that contradicts the prong of the claim that it is neither something or &#8220;not-something.&#8221; In other words, to claim that something is neither something or not-something is contradictory from the very start.</p>
<p><strong>The Nonorigination of Nonorigination</strong></p>
<p>Once one is familiar with the concept of nonorigination it begins to feel familiar and in that lies a subtle trap: It is extremely important not to get stuck accidentally conceiving of nonorigination as a special kind of subtle thing. In fact, nonorigination, like everything else that we might posit to exist, is nonoriginated too. So it can&#8217;t be something. It also can&#8217;t be nothing. It&#8217;s actually free of of four logical extremes of being something or nothing. It&#8217;s not any of these four logical possibilities:</p>
<ul>
<li>Something</li>
<li>Nothing</li>
<li>Something and nothing</li>
<li>Neither something nor nothing</li>
</ul>
<p>There are no other logical possibilities than these four. Nonorigination cannot be said to be or not to be.</p>
<p>In fact, if we look for nonorigination we don&#8217;t find it on its own. For example, you cannot find the absence of something. The absence of that thing is literally the fact that you cannot find it. Nonorigination is the absence &#8212; in any moment of experience &#8212; of anything that can be found to exist, not-exist, exist and not-exist, neither exist nor not-exist. It is an absence of four logical ways of existing, not the presence of something else that could be labelled &#8220;nonorigination.&#8221;</p>
<p>But this absence is not merely a rhetorical or logical point &#8212; it really is the actual fundamental nature of reality. In other words, whatever the universe is &#8212; whatever appears to us &#8212; really does have this nature of nonorigination, this complete absence of existing, not-existing, both, or neither. This means the universe is far more unexplainable than can even be imagined.</p>
<p><strong>The Primordial Nature of Reality</strong></p>
<p>We have found that whatever there is, it must be nonoriginated. There is no other logical alternative. Even nonorigination is nonoriginated. So while there is no final isolated thing we can point to as nonorigination itself, the fact that whatever we<em> can </em>point to is always found to have a nature of being nonoriginated is a fundamental truth. In fact it is perhaps <em>the </em>fundamental truth. It&#8217;s the one logical conclusion that we always reach no matter what we analyze.  All roads lead to nonorigination.</p>
<p>Nonorigination is a truth that is even more true than a mathematical truth. Mathematical truths apply to this universe, this reality. But the truth of nonorigination applies to all possible universes, all possible realities. There is no reality that is beyond it. In this sense it is the most important, most fundamental, primordial truth. Because it is primordially true to this degree, it is perhaps one of the greatest, if not THE greatest, truth that anyone can ever realize.</p>
<p>If we say that the universe is nonoriginated, then it doesn&#8217;t exist the way that most scientists and even most religious thinkers imagine it to. While it&#8217;s not nothingness, it&#8217;s also not something, or any other alternative. This absence of having an existential status is in fact the way it really is, it is its primordial and ultimate nature. We can also say that this absence of existential status is the primordial nature of reality itself. There is no reality other than nonorigination in fact.</p>
<p>This means that reality itself is beyond the limits of existing and non-existing. This may defy common sense, or even feel impossible to imagine, yet it is the only logical option &#8212; it is inconceivable yet must be so. The fact that it cannot be conceived by the ordinary logical mind does not mean it is not possible. In fact, the inconceivability of nonorigination is its very nature. This barrier of inconcievability hides it from ordinary thought &#8212; keeping it effectively secret throughout the ages &#8211; yet it is not completely hidden. All the great religions and mystical traditions ultimately reveal it &#8211; indeed it is the great secret at the heart of every great spiritual tradition.</p>
<p>Many great religions all agree on this point at their highest levels of philosophy: Buddhism, Christianity, Judaism, Islam and Hinduism all agree at the purest conception of the Divine is really inconceivable and unnameable, and certainly primordial (not created or conditioned by anything else). At it&#8217;s very purest essence the universal truth of all religions, and even of science, is that there must be, and is, something uncreated and unconditioned at the root of reality.</p>
<p>Whether the universe is theorized to have sprung out of perfect randomness or nothingness, or it is an eternity, or there are infinite parallel universes, the only logically tenable way that the entire reference frame can exist is if it is nonoriginated. This nonoriginated, uncaused and unconditioned nature, is the primordial nature of reality &#8212; of the universe and/or the Divine &#8212; regardless of whether one believes in just one, or in both.</p>
<p>Likewise, if one pursues science relentlessly, never accepting a partial answer or mere concept or provisional finding for the ultimate truth &#8211; one will also eventually arrive at pure logic, and from there, it is inevitable that nonorigination will be found to be the only option.</p>
<p>So there we have it: the essence of the universe and the essence of the Divine are the same primordial nonoriginated reality. We can call that the universe, we can call it God, or we call it Buddha, Christ, Allah, Tao, or something else. It doesn&#8217;t matter what we call it really, it is nameless.</p>
<p><strong>Freedom</strong></p>
<p>If something is truly nonoriginated, in other words, uncaused and uncreated, then it is totally free. In particular it is free of all concepts and beliefs about it or anything else. It is free of all limitations. We cannot say that it has a particular name and no other name. We cannot say it can only be reached through one path and not others. We cannot say that it can only be served by obeying particular rules and not others. We cannot say that only some people have access to it while others don&#8217;t, or that anyone is closer to it than anyone else. This freedom of the ultimate nature of reality can be found equally in science and religion.</p>
<p>Who are we to say anything that would limit something that is totally uncaused and unconditioned? Something cannot be partially free. Either it is totally free or it is not free at all. There is no middle ground. If we truly believe in a conception of a &#8220;God&#8221; that is totally free, then we have to be careful not to impose further concepts onto it or onto ourselves or anyone else. The closer one is to knowing God, the less one can really say about God.</p>
<p>The same goes for science: we eventually must reach similar conclusions about the fabric of reality and the origin of the universe. We may be able to describe and predict all sorts of things about the physical universe, but the deeper or farther we look in space and time, the more it starts to appear increasingly indescribable, spontaneous and unconditioned.</p>
<p>At the smallest scales and the largest scales, and in fact at every scale in between, the origin and nature of the cosmos is and will always be a mystery. The best we can do is categorize it and glean some understandings about how it functions, but we&#8217;ll never be able to explain it. The universe, like God, is also beyond conception. It is either uncaused and unconditioned itself &#8212; which means it is free &#8212; or it depends on something that is uncaused and unconditioned. Either way, it is free from limitations.</p>
<p>Think about that for a moment. If the universe is free, or depends on something that is free, then either way, what takes place in the universe is ultimately uncaused and unconditioned, meaning the universe is effectively free in both cases.</p>
<p>What does &#8220;free&#8221; actually mean? It means literally that anything can happen. Any universe is possible. Any set of physical laws are possible. Any kind of world or event is possible. Anything at all is possible &#8212; even things which we can&#8217;t explain and which perhaps are contradictory to the physical laws (such as anomalies, miracles, etc.). This doesn&#8217;t necessary mean anything will actually happen or that everything that is possible already exists. It simply means anything is possible. There are no limits.</p>
<p><strong>Observation</strong></p>
<p>But then why do only particular things appear to happen, rather than other alternatives? Why do only some things happen rather than everything happening? Why does the universe appear to obey particular physical laws? Why don&#8217;t we observe miracles or other anomalies that contradict the physical laws (note: some people do claim they observe these phenomena, so we cannot say with certainty that they don&#8217;t happen at all&#8230;)? But in any case, why does the universe seem so rational and orderly if indeed absolutely anything is possible?</p>
<p>One school of thought on this question (the Many Worlds interpretation of quantum mechanics) answers that in fact everything does happen, but in parallel universes, all at once. So there&#8217;s no real choice being made &#8212; all possibilities from those that are consistent with the universe we know to those which are totally outlandish or seemingly impossible do happen, all at once.</p>
<p>Another school of thought claims that somehow the universe makes choices and that these choices come about whenever observations take place, and that they have something to do with probability &#8212; the universe is not precisely deterministic, but not entirely non-determinstic either. If that is the case, then the act of observing something essentially causes the universe to choose what actually happens from the set of all the things that could possibly happen.</p>
<p>But if the universe makes quantum mechanical choices at each moment of observation, then what comes first, the act of observation, or what is observed? What creates reality, what causes the choice that selects one possibility versus all the others? Is what appears literally caused by the observer, or is it there before being observed &#8212; does it cause the observer to observer it, or does the observer cause it to be observed? It&#8217;s unclear, according to quantum mechanics at least; It&#8217;s a chicken-and-the-egg kind of problem. In fact, the situation is better characterized as a kind of feedback loop, or a dance of sorts, that&#8217;s been going on forever.</p>
<p>The universe is ultimately free; anything can happen. But anything does not appear to happen, only some things happen. This is currently said to happen because of choices that are made when observations take place, at least on a subatomic level.</p>
<p>But while observation may cause or condition reality on the quantum scale, on the macroscopic level &#8212; the level of people and cars and houses and trees, and so forth &#8212; the act of observation does not seem to function in the same manner; it doesn&#8217;t cause things to happen. Or does it? The classic Zen koan, &#8220;If a tree falls in the woods and there is nobody there to hear it, does it make a sound?&#8221; addresses this question.</p>
<p>In fact, if there is no observer to hear the sound, how can we say there is a sound? When the tree falls it causes vibrations, but those vibrations only make a sound if they move the eardrum of something that can hear. If there is no observer, but only a recording device in the woods, there is a recording, but not yet a sound. The sound only can be said to exist when the recording device is actually used to play the recorded sound to an observer. Until that happens, the sound is not observed.</p>
<p><strong>Quantum Mechanics</strong></p>
<p>This strange fact is reflected in scientific experiments such as the famous &#8220;Double Slit Experiment&#8221; and many variations. In that experiment, the act of measuring the path that a photon takes causes it to appear to appear to behave like a particle, while if you don&#8217;t measure the path it appears to behave like a wave. In fact, this effect is even stranger &#8212; experiments have been done which seem to indicate that this effect can even go backwards in time. Even if you wait to measure the path the photon takes long after it has traveled through the experiment, that observation seems to effectively go backwards in time and cause the photon to retroactively behave one way or another, in the past.</p>
<p>Another famous thought-experiment which illustrates the interaction between observation and reality is the &#8220;Schroedinger&#8217;s Cat&#8221; example, in which a cat in a box is either dead or alive depending on whether a random event happens, but until you actually open the box you can&#8217;t know it&#8217;s actual status &#8212; and on a quantum level in fact, until the cat is observed you cannot really say it is either dead or alive; it exists in a kind of intermediate state. The moment of observation somehow causes the intermediate state to collapse into a particular quantum state. This is very odd stuff. And for a while it was thought to really only apply at very small scales, although more recently there is some evidence that similar logic may apply even at macroscopic scales.</p>
<p>What this all means is that there is something about observation that seems to cause the universe to make choices about what actually happens versus what could potentially happen. Another way of expressing this is that the universe &#8212; because it is totally free &#8212; has the freedom to make choices, and this happens through the act of observation.</p>
<p>This would also imply that the universe is intelligent and creative, and in fact, it would be fair to say this because the universe does produce and contain things that make observations (sentient beings like humans, for example), things that are intelligent and creative. If the universe can contain intelligent, creative beings, then certainly it must be vastly greater in scope &#8211; it must be vastly more intelligent and creative as a whole than the individual beings it contains, even if only in an emergent, collective manner. Or perhaps, as some have posited, the universe isn&#8217;t happening out there on it&#8217;s own but is in a very real sense, imagining itself through an unfolding process of creatively making observations via the beings within it. If this is the case then universe could be thought of as co-creating itself via the observations of the beings within it. Of course this leads to many logical contradictions and in the end, while fascinating to ponder, it does not tell us more than we already have discovered: The universe is nonoriginated, and so is everything within it.</p>
<p><strong>The Improbability of the Universe</strong></p>
<p>If the universe either is something totally free, or depends on something totally free, then either way, the universe is totally free.  It cannot be partially free for that is not freedom. That is to say there are no limitations on it. Anything can happen.</p>
<p>How then is it that we observe particular things and not everything happening? Why don&#8217;t each of us experience all possible parallel universes? Why is the universe the way it is, and not even slightly different? Why are things the way they are? We can look at physical things and use scientific knowledge to understand their trajectories and dynamics. That certainly helps us explain a little bit about those physical things. But it doesn&#8217;t tell us why the initial conditions were not different, or why the universe is such that the physical laws and physical constants are what they are.</p>
<p>Even a slight change in the structure or unfolding of the universe would have resulted in a vastly different outcome &#8212; the physical laws would be different, the physical constants would have different values, and this would result in different kinds of universes. Some would have very different properties than the one we live in. Some would support life, some would not. Some would have led to our planet and human beings, some would not. Some would have stars and galaxies, yet other extreme cases would burn out and collapse into giant black holes almost immediately, while other configurations would have led to the universe breaking into countless separate universes or literally exploding and then dissolving into countless separate black holes. And there are many other possibilities too. These claims may sound wild, but in fact they are predicted using our current scientific model &#8212; if we simply change the initial conditions of the early universe slightly.</p>
<p>So why did things turn out the way they did? And why does our universe seem perfectly balanced to support human life &#8212; or any life for that matter? There are so many possibilities for how the universe might have unfolded, and most of those possibilities do not result in a universe that could support human life at all. In fact the universe we live in is one of the more statistically improbable outcomes. The odds of our universe happening are infinitesimally small. So how did it happen?</p>
<p>Furthermore, at least on a quantum level it appears that until an act of observation takes place we cannot really say the universe makes a choice about what happens. So what about the early universe &#8212; before there were any human observers, or any living things at all to make observations? So what was made the first observation? Was there a &#8220;prime observer&#8221; at the first instant of the universe, and if not, how could it have come into being since on a quantum level without being observed it could not have had a particular state.</p>
<p>Or alternatively was there some other kind of outside observer that made the original observations of every ancient quantum interaction, enabling the universe to make choices, at least until living observers could evolve to make their own observations? Or, has the universe effectively made all those choices retroactively &#8212; for example, now that there are observers, has the effect of our present choices gone back in time and caused the universe to make all the necessary past choices to lead to the way things are today (that one is a mind-bender, but on a quantum level it is not unreasonable or impossible to consider &#8212; space and time are not obstacles on the quantum level. For more on this, read about the <a rel="nofollow" href="http://en.wikipedia.org/wiki/Anthropic_principle" target="_blank">Anthropic Principle</a> in physics and cosmology)</p>
<p>Perhaps only universes that can support life can therefore contain observers, and so only such universes can actually happen because without observers quantum level choices cannot be made &#8212; in other words, possible universes that don&#8217;t contain observers effectively cancel themselves out and never even happen, leaving only those universes that can and do support observers. This would at least eliminate a lot of possible universes and improve the odds of universes like ours ever happening. But there are still innumerable, literally countless, variations that are possible even within that set of observer-friendly universes. Why did it turn out that exactly one and only one of those possible universes &#8212; ours &#8212; is what happened?</p>
<p>Here&#8217;s another question that we have to consider as well: If observation is required for the universe to make choices and effectively collapse on various states out of the space of possible states it could be in, then either there was a first observer (which leads the contradiction that the first observer could not happen because it was not observed) or there has to be an infinite regression of observers, or we couldn&#8217;t have the present universe at all. Once again, we come to the logical problems we encountered earlier when discussing the universe and God. Either we end up in contradictions or regressions.</p>
<p>One possibility is that the universe is an observer of itself. We know that since the universe can contain observers (for example, humans), it is capable of making observations. So why should observations only happen on the human-scale. Perhaps there are larger systems within the universe that can make observations too? But even if we believe this it still doesn&#8217;t solve the problem &#8212; even if the universe can observe itself, what observes the universe? Alternatively, if we posit some kind of outside observer of the universe, then again, what observes that? In either case, we end up with a logical contradiction or an infinite regression.</p>
<p>Is there any way out?</p>
<p>Yes, there is one, and only one, way out of this labyrinth: It all comes down to consciousness.</p>
<p><strong>Conscious Awareness </strong></p>
<p>Just as we found that in order for the universe to exist either it must be nonoriginated, it also must be inherently observed. Without observation, nothing could happen, choices could not be made, at least according to quantum physics. Without observation, the universe would be an amorphous field of probabilities for potential events, but no actual events would ever take place. Observation is the key that transforms potential to actual.</p>
<p>But if this the case, what made the first observation that started it all? The answer is that there was no first observation. Instead, observation must be inherently unified with nonorigination. Just as we have used logic to establish there can be no first cause, there also can be no first observation. Nonorigination is the absence of an origin, including any original observation. There is no other alternative, at least if observation is necessary for the universe to exist, on a quantum mechanical level. Therefore there is no first cause, there is no first observation.</p>
<p>In other words, the universe does not require an outside observer or a first observer &#8212; yet observation does take place. The universe observes itself via its own creations &#8212; yet since the universe is nonoriginated, this self-observation is also nonoriginated. In other words, the observation of the universe by the universe is a relative-level phenomena which in fact is ultimately nonoriginated. Observation is necessary and does take place, yet it has no ultimate origin, it is free of all logical extremes.</p>
<p>So what is this mysterious capacity to observe? It seems to be pretty close to what we mean when we use the terms &#8220;consciousness&#8221; or &#8220;awareness.&#8221;</p>
<p>We humans have this special capacity to experience our minds and senses &#8212; to not only be aware of phenomena but to be aware of our own awareness &#8212; and it appears that animals and other forms of sentient life have this capacity too. We are able to observe and react to stimulus, but also to know it. We don&#8217;t just react automatically, like springs bouncing back from being compressed. We experience what we observe &#8212; we know &#8212; we <em>are</em> and we know that we are. We have a sense of our own being, we are aware that we are aware. This is observation in its most naked form.</p>
<p>Although anything can happen in theory, sentient beings &#8212; meaning beings who are aware such as ourselves &#8212; make observations. That is our function in the universe in fact &#8211;  and these observations have quantum level repercussions that actually cause the universe to choose particular actualities from the space of possibilities, which in turn feedback to affect the probabilities of our future observations. In a very real sense, observation creates reality. Through us, the universe observes itself. This means that the universe has the capacity of awareness, at least via the medium of sentient beings that are individually aware within it.</p>
<p>The universe could not appear at all, according to current quantum mechanical theory, without the act of observation, and yet the act of observation (aka awareness) is something totally mysterious and itself nonoriginated. Because awareness is nonoriginated, yet is what brings about the appearances of the universe, it plays a very special role in reality. It is like the flip side of nonorigination &#8212; it is inseparable from it, like the opposite face of a coin. Nonorigination could never appear in the form of the universe without awareness, and awareness could never be possible without nonorigination.</p>
<p>Whether you posit that the universe itself is aware independently from the sentient beings within it, or that it is only aware via the sentient beings it contains, the conclusion is the same: the universe is sentient, it is aware. Awareness &#8212; the essence of consciousness &#8212; has a very key role in the universe, and/or in whatever we think of as God. It is in fact THE key to it all. Awareness and nonorigination are not separate phenomena; they are interpenetrating yet distinct aspects of the same inconceivable primordial nature of reality.</p>
<p><strong>Cause and Effect<br />
</strong></p>
<p>From this discussion so far, we have concluded that the universe is nonoriginated. That is to say, the only logical option is that it exists in a nonoriginated manner &#8212; it does not arise from nothing, itself, or something else (OR if it arises from something else then that thing must be nonoriginated, or at least something at some point that is causally upstream from it has to be nonoriginated). For example if the universe comes from God, then either God must be nonoriginated, or that which God depends on has to be nonoriginated, and so on. The point is that the series of things and things that create them is finite, not infinite. There is no infinite regress.</p>
<p>This does not deny the operation of cause and effect within the universe, nor does it deny that there can be an infinite series of causes and effects that lead to or stem from any event <em>within </em>the universe. It only denies that there can be an infinite series of causes and effects the lead to the creation of the universe as-a-whole. In other words, on the relative level, within the universe, cause and effect can operate just as science (or even various religions) might predict. However, the universe as-a-whole is not caused, or eventually depends on something that is not caused.</p>
<p>Therefore the universe as we know it is not contradicted by claiming that it is nonoriginated. Nor is cause and effect contradicted by stating that ultimately the universe as-a-whole, or whatever is that which is nonoriginated, is totally and completely uncaused, unconditioned and therefore free. Furthermore, even though observers &#8212; individual sentient beings &#8212; within the universe are expressions of that primordial freedom (by virtue of being aware), they are still subject to the laws of cause and effect within the universe.</p>
<p>For example, a particular observer may make an observation, and in doing so they perturb the universe on a quantum level, which conditions what they end up observing. Observation is a cause. What is observed is partially an effect of the act of observation, and partially an effect of other causes and conditions that relate to it. When an observer makes an observation, together with the appropriate set of causes and conditions, a particular event is observed to take place. Similarly, that event then acts as a cause or condition for other observations and events to take place for that observer and/or other observers.</p>
<p>In this manner everything that happens within the universe is the result of a complex network of causes and conditions, in which observers play critical roles. Observers actually change the topology of the network (the patterns of linkages between various causes and conditions and observers) whenever they make observations. This ability to rewire the network by making observations is something that is unique to sentient beings &#8212; only true observers that are conscious are capable of causing this to happen.</p>
<p>In fact, without observers actively making observations we cannot truly say the network exists in any particular state &#8212; it could be in any of an infinite number of possible configurations representing any of an infinite number of possible timelines of universes. The act of observation is what triggers chains of cause and effect to &#8220;fire&#8221; (almost as if they were patterns of neurons and dendrites in the brain firing sequentially to generate various thoughts). When there is no observation taking place we might say that the universe is frozen in a kind of indeterminate state. Only when observations happen are particular chains of potential cause and effect in time and space activated, and thus particular events they bring about appear to take place.</p>
<p>The process of cause-and-effect changes the probabilities of various events, making them more or less likely to take place, that is, to be observed. And it is the act of observation itself which triggers the chain of cause and effect, which powers it, which makes it happen. This is how the universe works on a quantum level, and also perhaps how it works on other levels too (for example, the law of Karma in Buddhism is effectively this very process of cause and effect, or what is also called dependent-arising, taking place not only in the external physical world and the body, but within all sensory modalities and even within the mind).</p>
<p>But is cause-and-effect <em>required </em>for the universe to function the way it does? Is there an alternative?</p>
<p>Suppose that there were no cause-and-effect within the universe. Instead imagine what it would be like if everything happened randomly. In a totally random universe every event has an equal chance of happening, so either all events would happen at once, or none of them would. We don&#8217;t see either of these taking place however. Instead we see very non-random distributions of events taking place.</p>
<p>When you exert a force on an object it is highly likely to exert and equal and opposite reaction on you, and it is quite unlikely that it will do the opposite of that. But in a random universe both events would be equally likely, at least over all time and space and observers and possible universes. So if the all events are equally likely then we could not have the universe we experience, in which that is certainly<br />
not the case.</p>
<p>One might move the problem down a level however by suggesting that perhaps this universe is only one universe in an infinite number of parallel or possible universes, which are all equally likely to happen, and we just got lucky somehow. We happen to be observers within this one, where things fall towards the force of gravity rather than being repelled by it, and so we are able to stand here on the planet and the planet retains its atmosphere, etc.</p>
<p>It&#8217;s fine to hold that view, however, even if one does, within <em>this</em> universe at least, it appears to be as if cause and effect is in operation. Whether cause and effect sequences are <em>really </em>happening sequentially over time and are influenced by the free will of observers, or they all happen all at once from the perspective of eternity and thus free will is illusory, what we experience would be the same. Thus these two alternatives are equivalent.</p>
<p>In <em>this </em>universe &#8212; which is the only one we observe &#8212; it appears to us as if cause and effect processes are unfolding over time, and for all intents and purposes, from our perspectives, whether causality unfolds creatively and non-deterministically over time and in part due to the free will of observers like ourselves influencing what we observe, or it&#8217;s all preordained in eternity, its equivalent.</p>
<p>What this means is that for <em>this </em>universe to happen, cause and effect is necessary. There may be other possible universe in the set of all possibilities which may not appear to contain processes that resemble cause and effect, but we are not experiencing any of them right now, nor can we even prove they exist. So from our perspectives it is as if they do not exist. Notably however, we cannot prove they do not exist either.</p>
<p>Now the question is how can a universe that appears to operate by cause and effect, within it, be nonoriginated? How could a universe full of causes and effects not have a cause? How can nonorigination and cause-and-effect be compatible? Isn&#8217;t that equivalent to claiming it is an effect (the univeres) that has no cause (nonorigination), and isn&#8217;t that therefore a logical contradiction? No. To make such a claim would indeed be a logical contradiction &#8212; an effect is the result of a cause and cannot exist without a corresponding cause. The solution is to not claim that the universe is an effect, nor to claim that nonorigination is a cause.</p>
<p>It is contradictory to assert the existence of an effect apart from its cause. Therefore the universe cannot be asserted to be an effect that has no cause. It is simply nonoriginated, it is not the result of anything. For it to be the result of something would contradict nonorigination, which we have already found is the only logical way that the universe can exist at all (because it can&#8217;t come from nothing, itself, or something else, so therefore it must either not exist at all, or it must exist in a nonorignated manner, and since it does appear to exist, it must exist in a nonoriginated manner).</p>
<p>Nonorigination requires that the entire universe is not a cause nor an effect. But although the entire universe is not a cause or an effect, it can appear to contain what look like, and function within it as, causes and effects &#8212; sequences of events that are causally linked over time and space in complex interdependent networks. This is a real mind-bender and will take some time to explain. Cause-and-effect is a relative level process &#8212; it is provisionally true &#8212; but on an ultimate level the process and everything within it is nonoriginated.</p>
<p>For example, we probe further, into any particular event, and we trace back its origins within the universe, and if space and time are infinite, then we may find an infinitely broad and deep network of causes and effects both upstream (leading to it) and downstream (stemming from it) in time. Since these sequences are infinite, they are from a logical perspective infinite regressions. To claim that any effect comes from an infinite series of causes and effects, is logically fallacious &#8212; we cannot prove such a claim since we cannot test infinity to see whether or not the series is truly infinite or not, or even what all the causes and effects in the alleged series even are.</p>
<p><strong>Cause and Effect is Nonorigination</strong></p>
<p>Therefore, from a logical level, even though causes and effects may appear within an infinite universe, they too must be nonoriginated &#8212; it is the only manner in which they can be said to exist without commiting a fallacy: They must exist in a manner that is free from four logical extremes. In other words, they cannot exist, not-exist, both exist and not-exist, or neither exist or not-exist.</p>
<p>They cannot exist because of infinite regression. They cannot not-exist because that is a logical contradiction and also conflicts with what we observe. Combining existing and not-existing is a logical contradiction. Rejecting both existing and not-existing leads to logical contradiction and also conflicts with what we observe. So while on a relative level the process cause-and-effect appears to operate, on the ultimate level of analysis, it is equivalent to being unoriginated, from our perspectives at least.</p>
<p>Another way of expressing the same thing is end result is that if the space and time are infinite, then the universe as well as its contents (including all causes, effects, observations, and observers) must be ultimately nonoriginated. And since it&#8217;s not possible to have a finite sequence of causes-and-effects (because that would mean that at least one cause or effect would not have a corresponding effect or case, which is not possible (because a cause and an effect are inseperable, it is a contradiction to claim you have one without the other), a finite universe of causes and effects is impossible. Therefore finite universes are impossible, since only universes that contain causes and effects would not be random.</p>
<p>Therefore our universe must be infinite, because we do observe processes of cause and effect, and it also must be nonoriginated (or be equivalent to something that is nonoriginated &#8212; for example be being part of an infinite series of causes and effects of universes or by being created by some kind of God&#8217;s free will, not by cause and effect (where God is by definition not orignated by anything else). These are the only logical possibilities.</p>
<p>The lines of reasoning in this section, and those above it, prove that lead us to conclude that only infinite universes in which cause and effect appear to operate are possible, and that such universes (and the causes and effects they contain) must be ultimately nonoriginated, and observed, in order to be said to occur.</p>
<p>In other words, cause and effect is nonorigination. Whatever appears to be generated by causes and effects is ultimately nonoriginated.</p>
<p><strong>Nonorigination is Cause and Effect</strong></p>
<p>The same is true in the reverse direction. We cannot say that something is nonoriginated unless there is some relative-level appearance of a thing to make that statement about. The notion that nonorigination could exist on it&#8217;s own without some subject or object that is nonoriginated is a contradiction. Nonorigination is a phenomenon that requires a complementary relative-level facet, namely whatever is being asserted to be nonoriginated. To assert nonorigination apart from anything else would be like positing a penny with no sides. A penny must have a heads and tails. It can&#8217;t be a penny without them.</p>
<p>Therefore where there is cause and effect is the result of nonorigination and observation, and where there is nonorigination and observation there is some phenomena &#8212; some event appearing to take place, and since phenomena do not happen randomly, the only alternative is that some combination causes and effects are at work.</p>
<p>It is the process of observations, causes and effects that makes some possible phenomena more or less likely than others at various locations in space and time. Without such a process all possible phenomena would be equally likely at all possible locations in space and time. That would not result in our universe, or anything like our universe, at least as far as we observers can know from our positions within space and time.</p>
<p>Perhaps one might argue that maybe if we could see eternity we might find that our universe was randomly generated as-a-whole, but that is not possible either &#8212; for if all universes were equally likely then they would either all happen at once or none of them would happen at all. The fact that this universe appears refutes the possibility that none of them happen at least. As for the possibility of them all happening at once, this is a possibility, but we can&#8217;t determine this for sure unless we can see eternity ourselves. From our perspective, and as far as we can know, only this one is happening.</p>
<p>Nonorigination is therefore equivalent to cause and effect, and vice-versa. The process of cause-and-effect is not refuted by nonorigination, indeed it is required by nonorigination, and vice-versa. The proof is that this universe is appearing and functioning the way it does.</p>
<p><strong>Trinity</strong></p>
<p>At each moment of our lives, of each moment of observation no matter how brief or precise &#8212; there is something else taking place that is NOT nothingness and NOT exactly whatever appears to us either.</p>
<p>For example when we observe a tree, we see the appearance of the tree visually. That appearance is there, at least as a mere visual image, not unlike an image in a dream. It may be a real image of a real tree, or a dream image of a dream tree &#8212; but that doesn&#8217;t matter, the two cases are equivalent for in fact we really cannot tell the difference at the moment of its appearance.</p>
<p>The image of the tree before us is of some thing which we may believe exists &#8220;out there&#8221; in the &#8220;real world&#8221; beyond our body and mind, and that it is really just a depiction of the object out there in the visual spectrum, formed by our particular sense organs and their abilities and limitations, and then rendered via the circuitry of our brains onto some kind of internal viewing screen, or to some further set of cognitive processes which then do things like interpret it, label it as a &#8220;tree&#8221; etc. That&#8217;s all fine &#8212; whether or not any of that is really what is taking place or not &#8212; at the very moment of an appearance appearing that is all hypothetical from our own perspective. All we can know at the moment of an appearance is that it is there in its own unique way, and that we know it.</p>
<p>The appearance is the object side of a moment of experience. The &#8220;we know it&#8221; part of the experience is the subject side. There are these two sides to every ordinary moment of experience. This is consciousness, a dualistic interpretation of what is taking place in every moment into having two poles of subject and object that are somehow two different things. Most people spend their lives experiencing everything &#8212; themselves, the outside world, others &#8212; in this dualistic mode of cognition. Note that dualism is not inherent, it is a conceptual interpretation of raw experience. Experience itself is not dualistic &#8212; there is no actual boundary that we can find between subject and object and we cannot separate them to have one without the other. This dualistic frame of mind is a deep-seated habit and unquestioned belief that is part of our &#8220;filter&#8221; of the world. It prevents us from knowing experience the way it actually is, and instead splits it like a prism splits a single beam of light, into multiple beams of &#8220;subject&#8221; and &#8220;object&#8221; halves of each moment.</p>
<p>It&#8217;s key to notice that the dualistic frame of mind &#8212; ordinary consciousness &#8212; is a kind of artificial division of the moment into two parts. It comes about because a misunderstanding on our own part of what is actually taking place in each moment. What we call the object side of experience is any appearance in any sensory modality or the mind. The subject side of experience is the label we give to the part of the moment that seems to be witnessing it, or being it.</p>
<p>In fact there are not really two things like this, divided and separate from one another. Instead there is only one thing taking place that has both of these aspects. What is taking place is nonorigination. It has two aspects: awareness and appearance. Actually this triad can be expressed in three formulas:</p>
<p style="padding-left: 30px;">Nonorigination = awareness + appearance    (N = A + A&#8217;)</p>
<p style="padding-left: 30px;">Appearance = Nonorigination &#8211; awareness     (A = N &#8211; A&#8217;)</p>
<p style="padding-left: 30px;">Awareness = Nonorigination &#8211; appearance     (A = N &#8211; A&#8217;)</p>
<p>Each moment of experience combines all three of these together into a trinity &#8212; they are unified yet still distinct. This might in fact be The Ultimate Trinity of all trinities. Furthermore, if we focus on appearance we will find that it is nonorigination. If we focus on awareness we will find that it too is nonorigination. If we try to focus on nonorigination itself we never find it, instead we always find moments of awareness plus appearance. Yet if we then try to find the awareness or appearance on their own they dissolve back to nonorigination.</p>
<p>This Trinity is THE most important philosophical point of all. And I cannot take credit for it. Evertying I know about it or have said here is based on what I&#8217;ve learned from Buddhism and quantum mechanics. In particular there are thousands of years of highly developed Buddhist logical treatises on precisely this point.</p>
<p><strong>What is Actually Happening </strong></p>
<p>When things happen they don&#8217;t just appear out of nothingness.</p>
<p>There isn&#8217;t really any nothingness. Nothingness is impossible by virtue of the following proof: Something appears right now. Nothing and something are mutually exclusive.</p>
<p>Furthemore, even IF nothing was possible, it could never generate anything because there is no way to turn nothingness into something other than nothingness.</p>
<p>Instead of nothingness there is a kind of space of knowing or being &#8212; what might be called awareness. This space is not inherently personalized &#8212; it has no concepts or sense of I or of being an observer, etc. This awareness has the characteristic of being nonoriginated &#8212; we cannot find it or call it a concrete, truly-existing, isolated &#8220;thing.&#8221;</p>
<p>At the same time as there is any knowing or being, appearances spontaneously develop within its scope. For example, this is just like dreaming. In a dream there is the space of the mind and then within this space various appearances (and other sensory experiences, for example of sound, etc.) unfold. We then identify with a particular character or perspective in the dream and the appearance of its body &#8212; and we call that &#8220;I&#8221; or &#8220;self.&#8221; That is a habit &#8212; there is nothing inherently real about the character we see ourselves as in a dream &#8212; it is not really us, not really our body or our actual mind but rather just a dream image of a body and mind. We label it as &#8220;I&#8221; or &#8220;me&#8221; out of habit. In fact, our real body is alseep in bed and is not in the dream, and our real mind and self are having the dream they are not really in the dream. Or are they?</p>
<p>When we dream, dreams don&#8217;t appear out of nothing, they appear out of awareness.</p>
<p>The same goes for all the experiences (aka appearances in various sensory modalities) that we call a moment of &#8220;our universe.&#8221; At each moment of experience there is the space of awareness plus at least some appearance. Neither the awareness or the appearances are truly-existing or even separate, they are just two aspects of nonorigination.</p>
<p>Nonorigination &#8212; or what in Buddhism is called &#8220;emptiness&#8221; is not a final fundamental thing that can be grasped or found either &#8212; if you find it you find that it dissolves into awareness and appearances and these dissolve back into nonorigination, endlessly.</p>
<p>Time unfolds as the process of this infinite loop &#8212; the Trinity of nonorigination, awareness and appearance &#8212; iterating. We are always either looking at an appearance, our awareness, or nonorigination. In either case as soon as we make such an observation what we find is that these dissolve into their counterparts. As we keep observing we trigger the process of cause-and-effect which continues to perpetuate appearances and that is what powers the universe so to speak. The energy we put into it by making observations drives it to &#8220;run&#8221; this program so to speak, endlessly iterating new moments of experience that then trigger us to make further observations and so on.</p>
<p>On a quantum level, the process of enacting awareness, via simple acts of observation &#8212; is literally what causes the universe to make quantum decisions that jolt the quantum field of possibilities to &#8220;collapse&#8221; onto a single possibility whenever we look for it. This is analogous to being able to cause liquid water to suddenly freeze into ice by just looking at it. When we don&#8217;t look, it&#8217;s water, but when we do look it instantly freezes into a particular shape.</p>
<p>We can never really see it in its water form, it always freezes just when we look for it. But we can infer the water from the frozen shapes that appear. Even ice has has waterlike qualities &#8212; it&#8217;s clear, and it melts back into water when heated after all. If we look closely at any observation (any shape made of ice in this analogy), to find its nature, this is analogous to heating the ice we are looking at, which melts it back to liquid form.</p>
<p>Once it melts we can no longer see it (in this analogy) until we make the next observation as we continue to look for it again. Our next observation is conditioned by the previous observation &#8212; the network of probabilities for what can appear next are changed by the previous observation &#8212; and this causes it to follow from it, statistically, rather than to be completely random &#8212; this is the process of cause-and-effect in a nutshell. Therefore our acts of observation crystallize and perpetuate our experience in an ongoing, recursive process.</p>
<p>Each act of observation effectively loads the dice for the next act of observation and so changes the odds of the next possible dicerolls. If the world did not work this way it would be totally random. Since it&#8217;s not totally random &#8212; it does appear to behave in a non-random fashion, we are able to make various kinds of predictions, there is a certain amount of consistency over time, this is how the universe must and does work. Cause-and-effect makes the universe non-random and non-randomness of the universe results in cause-and-effect operating.</p>
<p><strong>Metascience: What are the Possible Beliefs We Might Hold?<br />
</strong></p>
<p>So far we have explored some very deep questions about the origin and nature of the universe and, if one believes in God, then of God too. We have found that all these questions converge on the same ultimate reality &#8212; the reality of nonorigination.</p>
<p>But while they may all converge on that point eventually, there are many different schools of thought within science and religion, and regarding how they relate to one another. So how do we choose what to believe in?</p>
<p>It is necessary to make such choices in order to simply function on a day-to-day level, to resolve difficult moral questions, and to figure out how to live or what to do in the future. Many people just accept the choice that is handed to them by their parents, or by authorities they trust. But if one has the freedom and presence of mind to question this themselves, then on what basis can an intelligent choice be made?</p>
<p>It&#8217;s difficult to make sense of the range of belief system choices available, and their biggest differences or main points. One could proceed on an extensive voyage of exploration &#8212; surveying every field of science and religion over decades (what I did by default). But the whole task might be a lot faster and more efficient if one had a map to start with.</p>
<p>I propose a field of thinking about what to believe that we might call &#8220;Metascience&#8221; in which we make maps to help people navigate possible belief systems more intelligently. In this approach we address big philosophical questions from a higher level, starting by enumerating the space of possible beliefs we could hold about them &#8212; rather than by starting with a particular choice of belief. (Note: Another word for Metascience might simply be philosophy or metaphysics. But Philosophy and more specifically, metaphysics, have gotten totally lost, irrelevant, and non-objective. It&#8217;s time for a refresh.).</p>
<p>So, regarding the choice of beliefs about the relatoinship between God and the universe &#8212; Instead of immediately diving into the rathole of arguing the specifics of any one particular belief system or position on the issues, first let&#8217;s at least try try to agree on what the set of possible beliefs and positions is, and on a way to enumerate them as elegantly and usefully as possible. Is a universally agreeable metascience possible? Can we come up with a way to enumerate all the possible belief systems about God and the universe that everyone can agree with?</p>
<p><strong>A Categorization of All Possible Beliefs About The Universe and God</strong></p>
<p>So here is my first attempt at mapping out the exhaustive metascientific enumeration of all possible philosophies regarding God and the Universe.</p>
<p>(A)  <span style="text-decoration: underline;">Hierarchical Approach: Either the universe or God is more fundamental and/or includes the other<br />
</span></p>
<ul>
<li>Theories in which the universe – or all time and space – take place within God’s mind and/or body and is subject to God&#8217;s laws and will</li>
<li>Theories in which God exists as something within the universe, subject to it&#8217;s physical laws and conditions</li>
</ul>
<p><span><span>(B) <span style="text-decoration: underline;">Dualistic</span></span></span><span style="text-decoration: underline;"> Approach: The universe and God are two separate things </span></p>
<ul>
<li>Theories in which God is the first-cause, creator or “blind watchmaker” who started the universe and then detached from it</li>
<li>Theories in which God is watching the universe from some place outside and separate from it and may or may not intervene</li>
<li>Theories in which God and the universe are separate things that co-exist within an even higher-order universe and/or pantheon</li>
<li>Theories in which either God or the universe is more potent or real than the other, and they are separate things</li>
</ul>
<p><span><span>(C)<span> </span></span></span><span style="text-decoration: underline;"><span><span><span>Non-Dualistic </span></span></span>Approach: The universe and God are one unified thing</span></p>
<ul>
<li>Theories in which the universe is a vast, intelligent, aware, sentient being of some sort (that we name “God”)</li>
<li>Theories in which God is just a synonym or label for the universe, or vice-versa.</li>
<li>The universe and God are a dichotomy; they are neither the same nor different. The universe and God are distinct but connected or merged together as one entity (e.g. God or the universe is considered to be the fundamental aspect and the other is considered to be relative aspect of the same dichotomy, the wave-particle duality, space-time, matter-energy, mind-body, one-many, etc.). Or in other words, theories in which God and the universe are two sides of the same coin so to speak &#8212; two distinct sides of the same thing</li>
<li>Theories in which either God exists and the universe doesn’t, or the universe exists and God doesn’t</li>
</ul>
<p><span><span>(D) </span></span><span style="text-decoration: underline;">Existential Approach: The universe and/or God is a provisionally existing thing<br />
</span></p>
<ul>
<li>Theories in which God or the universe has only a provisional kind of existence that when analyzed proves to reduce to a deeper level of existence, or to non-existence.</li>
<li>Theories in which God or the universe is merely a conceptual construct or label for something that actually has no valid existence of its own (e.g. “the horns of a rabbit”)</li>
<li>Theories in which God is a conceptual label for something that is impossible (e.g. “this statement is not true)</li>
<li>Theories in which God is a fictional character in a story (e.g. the character,<br />
“Aslan” in the Chronicles of Narnia), or is a mental fabrication or projection of someone&#8217;s mind</li>
<li>Theories in which the universe is fictional but taking place – a mere fantasy or dream or a mental fabrication or projection of someone&#8217;s mind &#8212; it doesn’t exist in reality, it only exists in each of our own perceptions or at least in someone&#8217;s mind.</li>
<li>Theories such as nihilism which posit that there is actually nothing at all (a contradictory, and irrational assertion)</li>
</ul>
<p><span><span>(E) </span></span><span style="text-decoration: underline;">Nonconceptual Approach: The universe and/or God is inconceivable</span></p>
<ul>
<li>Theories in which the universe and/or God is neither posited to exist, not-exist, both exist and not-exist, or neither exist nor not-exist (e.g. the Buddhist theory of &#8220;emptiness&#8221; or &#8220;freedom from four logical extreme views&#8221;)</li>
<li>Theories in which God or the concept of the universe is a conceptualization of something real but inconceivable (e.g. “infinity” or “zero”)</li>
<li>Theories in which God and/or the universe cannot be conceived of for some axiomatic reason, such as being transcendental, beyond the scope of thought or words, beyond logic, not in the material realm, higher-dimensional, beyond time and space, etc.</li>
</ul>
<p>There are no other major categories that I can think of regarding the Universe and God. I believe this may be then an exhaustive list. But feel free to add your own thoughts in the comments below.</p>
<p><strong>Are These Questions Worthwhile?</strong></p>
<p>At this point, for the skeptics among us, we should ask whether it is even meaningful and worthwhile to try to unify science and religion.</p>
<p>It is certainly clear that science has value. But what about religion?</p>
<p>Firstly, much of the world&#8217;s population believes in some form of religion and these beliefs are at the root of much of what takes place in the world &#8212; culturally, politically, economically and more. For that reason, if nothing else, we really should have as deep an understanding of all the various conceptions about God as we can. But that&#8217;s just the start. In fact there are sound scientific and philosophical reasons for exploring the topic of God as well. The theory that God originated the universe is just a valid a hypothesis as any other theory &#8212; and may even be testable at some point in the future. It&#8217;s certainly no more outlandish than some of the more exotic and hard-to-test cosmological hypotheses put forth in recent decades.</p>
<p>In addition, many people (including even many scientists) have had personal experiences that indicate that there is some greater entity beyond the body, mind or individual self, and perhaps even beyond the physical limits of space and time. While not everyone has had such experiences, and there is no way to validate the experiences of others, the fact that such experiences are so common and so similar, is another data-point that makes this topic worthy of consideration both by those who claim to have had such experiences, and by those who claim to have not had them. They may be artifacts of the particular architecture of the human body and brain, or they may be pointing to a deeper reality that exists just as objectively as the physical world.</p>
<p>Finally, from a purely scientific perspective, the origin of the universe is a mystery, and therefore the possibility of God is as much an open question as it ever was. Science has been able to learn about how the universe works to some degree, and to map parts of it, and even to form conjectures about how it has developed &#8212; but where it comes from, how it started (if it even has a beginning at all), and even where it is located ultimately are a mystery. If one posits any kind of a beginning &#8212; such as a Big Bang &#8212; then that immediately begs the question of where did the Beginning come from?</p>
<p>Religion has certainly learned a lot from science over the millennia. But perhaps, ironically, science has as much to learn from religion in coming millennia, at least when it comes to understanding and exploring the farthest possible reaches of cosmology and the mind. The strange relationship between mind and matter may be what the next great scientific revolution will focus on.</p>
<p><strong>Similarities Between Sciences and Religions</strong></p>
<p>While science and religion may disagree on certain points, at the very deepest level, they may actually be more compatible than we might think. In fact, I would go so far as to propose that a grand unification of science and religion may come about in the future as we probe ever deeper into the edges of what we know about cosmology, subatomic physics, and even our understanding of consciousness and the mind.</p>
<p>The strangeness at the boundaries of science already points to a reality that goes beyond a strict division of mind and matter. For example, the simple act of observation seems to have an influence on what is actually measured to take place, according to the field of quantum mechanics. Similarly, at the borders of cosmology, questions still abound on the origin, structure, and fate of the universe. And in particular, given the improbability of a universe such as ours, which seems to be precisely balanced to support the emergence of intelligent life, how did this universe happen?</p>
<p>In many cases scientists are very careful to state that they simply don&#8217;t know certain things yet. But at the same time, as scientific theories come into vogue, they often get out of control. For example the theory of the Big Bang. This particular theory, like most other scientific theories, has gone from being a new and contentious proposal, to a major and mainstream scientific belief, to a term that even non-scientists embraced as fact, and now today there is new evidence that perhaps the Big Bang theory is flawed and/or totally incorrect.</p>
<p>In the field of the philosophy of science, which studies how scientific paradigms are born, how they develop and compete, and how they are overturned, there are many other examples (the view of the Newtonian universe versus the view of Relativity, for example, or various explanations for the quantum world, and more recently String Theory). As scientific belief systems emerge, their proponents sometimes develop a kind of faith in the veracity of their beliefs that is not yet justified by the evidence, or that can never be justified in some cases &#8212; this scientific faith is quite similar to religious faith. It&#8217;s a strong belief in an explanation of nature for which there is some evidence but not yet final proof.</p>
<p>In fact, in science, theories can only be falsified, they can never be established as permanent and final. One never knows if and when new evidence may emerge that overturns the received view, or points to a deeper understanding.</p>
<p>It should also be noted that it is not the case that science is rational and religion is not. In fact, most if not all religions claim that that at least some of their beliefs are verifiable by individuals who follow a rational and repeatable process (for example, do certain things and you will get certain results). In addition at least some religions also apply rigorous formal logic to support their viewpoints. Those religions that provide an experimental method (do certain things and anyone will get predictable results) and that also apply rigorous logic to their reasoning, are applying a form of scientific method. It may be a weak form of scientific method, but it is not irrational.</p>
<p>So while science and religion have very different methodologies, at least with regard to their answers to the really Big Questions, such as the origin and ultimate nature of the universe, they both require a certain amount of faith, and they are both rational processes to some degree.</p>
<p><strong>Differences Between Sciences and Religions</strong></p>
<p>However there are also certain key differences between sciences and religions. In particular, many religions are built from axioms (creation myths, dieties, stories, traditions, and rules) which are established tautologically (they are considered to be true because simply they are defined to be true). For example, those religions which found their belief systems on ancient manuscripts that are said to have come directly for God, are building their belief systems from axioms. Such texts are claimed to be axiomatically true and cannot be disputed for they are God&#8217;s Word.</p>
<p>Some relgions also make the claim that the only way to test and verify the truth of their beliefs is to first take them on faith as true. In other words, the only way to verify that x is true is to first believe that x is true, and then after you believe it, the evidence will start to emerge. In other words, not having faith &#8212; asking questions or having doubts &#8212; actually prevents one from discovering the truth. It is the act of having faith that actually opens the door, so to speak.</p>
<p>Putting faith first is the opposite of the scientific method. The scientific method starts with doubt. It invites questioning &#8212; nothing is too sacred to examine, and if some theory can&#8217;t stand up to scrutiny, or can&#8217;t be shown through experiment or logic to be true, then it can&#8217;t be said to be scientific fact. In fact, to accept that something is true without having doubts, but prior to having proof, would be a grave scientific error. This is a key difference between the methodologies of sciences and religions in general.</p>
<p>However, different though it may be from the scientific method, the religious approach seems to work. Billions of people throughout human history who have followed various religions have been able to verify, for themselves at least, the authenticity of their beliefs. Whether or not the stories in a certain religious text are literally true or only metaphorical or allegorical, the fact remains that the religious process of faith, devotion, prayer and personal growth do lead, in a predictable and repeatable manner, to profound religious experiences and in some cases even to unexplainable &#8220;miracles&#8221; at times (such as the many documented cases of spontaneous healings, for example). While this is certainly not the scientific method, it appears to work pretty well nonetheless.</p>
<p>It is not my intention to prove that the scientific method of &#8220;proof before faith&#8221; is better or worse than the religious approach of &#8220;faith before proof.&#8221; In fact, I think they both have their place, and they both work, for different purposes.</p>
<p><strong>The Boundary Between Science and Religion is Fuzzier Than One Might Think</strong></p>
<p>The boundary between where science ends and religion begins is fuzzy at best. In fact, they are so intimately connected at the deepest levels that perhaps they will one day turn out to be the same thing.</p>
<p>Already we have found that on the quantum scale there is an intimate and strange connection between conscious observation and what appears to happen. This is not well understood yet, but it is observed experimentally. Yet we don&#8217;t have any real understanding of what consciousness is, or how it interacts with what is observed. The sciences have very little understanding of the mind at all. In fact, many scientists don&#8217;t even believe there is a mind; they think the brain is a machine and the mind is a kind of illusion. There is no soul, no consciousness, no being at all. Yet others disagree. The jury is still out.</p>
<p>Religions on the other hand have been studying consciousness for <em>millennia</em>, and some are downright scientific about it. For example the ancient Hindu and Buddhist tantric sciences provide extremely detailed and sophisticated technologies for using the breath, posture, visualization, sound, and concentration to bring about extremely unusual states of body and mind (which have recently have been measured in scientific laboratories in a number of studies). Religions are in some ways way ahead of science when it comes to understanding the mind.</p>
<p>The mind is one of the places where science and religion are going to collide and most likely converge. Another is the ultimate nature of the universe &#8212; the nature of space and time. The boundary between science and religion becomes fuzzier as one begins to explore the mind, the relationship between mind and matter, and simply as one views the universe at the largest or smallest scales.</p>
<p>There have been many past attempts by scientists at proving and disproving the existence of God. In fact the question of God&#8217;s existence was once considered an acceptable topic of enquiry by scientists such as for example, Sir Isaac Newton, and many others. In the past science was concerned with all questions about nature &#8212; including questions about the nature of reality and the mind, and even the possibility of a soul. But in recent times the focus of mainstream science has shifted far away from such topics &#8212; which are now seen as almost taboo. But why should they be taboo? They are just as much a subject for enquiry as ever. God has not been proved to exist or not-exist by science, and therefore the jury is still out. The question is whether there is any way to prove that God exists or not? It may in fact be possible to do this, scientifically, eventually.</p>
<p>In any case, just as is the case for the question of God, there are many scientific questions that also have not been answered yet, especially in the fields of cosmology and theoretical physics. Where does the universe come from? What created it? What came before the Big Bang (if there was a Big Bang)? What medium is space-time taking place in right now, or if there is nothing beyond space time then how did it ever happen, what does it come from, how could there be nothing beyond it? Does the universe have any edges and if so what is outside them? If there are multiple universes, what separates them from each other, or are they connected and if so how? Do all possible states of all possible universes already exist or are they truly unfolding over time? Is everything predetermined by the physical laws, or is it all open to chance, or is there some level of intelligence and creativity taking place in the universe?</p>
<p>Even if science someday were able to describe and define everything there is to know about the physical universe, there would still be something more to know that could not be proved or described or defined. Godel&#8217;s famous Incompleteness proof established this on a formal logical level &#8212; there will always be gaps in our knowledge &#8212; of any formal systems we construct. No formal system can be both consistent and complete at the same time. We will never have perfect scientific knowledge of the universe. And even if we could, it would simply beg the question of what is beyond that &#8212; no matter what we say the universe is, the question will always come up: well, then where does it come from and how or why is it happening?</p>
<p>Whether through science or religion, all paths lead to the possibility of something inconceivably beyond what we know. And this is where the boundary between science and religions gets so fuzzy that it dissolves completely.</p>
<p><strong>Making a Choice</strong></p>
<p>Assuming we can all at least agree on the meta-level choices (the set of possible choices), we can then discuss possible criteria for comparing, testing, and even ranking the various possible choices available to us.</p>
<p>At the end of the process of course there may be no final best choice that everyone accepts (in fact, I can guarantee there will not be!), nor any agreement as to what are the best or correct criteria for choosing among them. But at least we can all at least agree on what the choices are and how they compare to one another in various ways.</p>
<p>This could go a long way to promoting and improving tolerance and understanding. Better yet, this kind of process might even lead to useful meta-level or inter-belief-system dialogues that may eventually lead to important discoveries and even grand unifications in the future.</p>
<p>However, for now, regardless of what belief system we prefer, we simply have to accept that the belief system we choose, if any, is a matter of personal choice (some might call that faith, others might call it aesthetic preference, others might call it a hunch or intuition) &#8212; at least until such time as someone comes up with a way to objectively prove to everyone else that there is only one correct choice. Until that time, even if we have our own favorite belief system choice, we still have to keep some measure of open-mindedness in the face of the set of other choices available and the fact that we can&#8217;t today prove objectively (to everyone) that we made the right choice.</p>
<p>At least however, we should be clear that if we are willing to believe anything about the universe, there are strong reasons why we therefore should keep an open mind with regard to the possibility of God. It is not that huge a leap in fact. If we are willing to accept that something as vast and inconceivable as the universe exists, then why not God too? We really don&#8217;t have much solid grounds for holding any beliefs about such things &#8212; to do so is really just an act of faith either way. We should not have illusions about that. Believing in scientific explanations of the cosmos is really not that much different than believing in religious ones.</p>
<p>The good news at least is that so long as our conception of God has the properties of being uncaused and unconditioned, we are likely to have made the right choice. This also means that all the great religions, at least at their cores, are in agreement &#8212; they are all worshiping the same ultimate God, regardless of what different names they use for it. You really can&#8217;t go wrong as long as you believe in an ultimate nature that is uncaused and uncreated. However &#8212; where you certainly CAN go wrong is in imposing any further beliefs on it. And many make that mistake.</p>
<p><strong>Nonduality</strong></p>
<p>I have shown in this article that if one believes in the physical universe described by science, then in fact there is a logical requirement that the universe is ultimately nonoriginated.</p>
<p>I have also shown that the same holds for belief in God &#8212; God is also logically required to be nonoriginated.</p>
<p>Therefore the universe and God have the same ultimate nature.</p>
<p>In addition I have shown that for the universe to make choices about what happens from the set of all possibilities, observation, and therefore awareness, is required. Furthermore the nature of sentient beings, and of God, is precisely this unique capacity of awareness. Both the universe and what we think of as God are characterized by the same nature of being nonoriginated and aware.</p>
<p>In fact, at this level, the ultimate nature is not very different from the core idea of what God is. On an ultimate level there is not really much of a distinction between the ultimate nature of the universe and the ultimate nature of God &#8212; it is just one ultimate reality. The universe and God may be one thing, or they may be two things, or only one and not the other may exist, but in any and all of these cases, there is still only one ultimate nature: nonoriginated awareness.</p>
<p>There is no escape from this logic. There is no question that somewhere down the line, we must finally accept that there is something greater than the universe &#8212; whatever we think the universe is &#8212; and the characteristics of that greater thing are in fact the one common theme of the conception of God across all religions. We can name it what we want, and certainly different religions do. We also may have different perspectives on it, and add all sorts of other details. But what all the great religions have in common is an ultimate nature that is essentially transcendental.</p>
<p>In other words, science and religion are two sides of the same coin. You really can&#8217;t have one without the other. They are a dichotomy, but not a duality. They are distinct yet unified.</p>
<p>We do however have the freedom to choose our relative level beliefs about science, and our religious tradition. This freedom is an expression of the primordial freedom of the awareness &#8212; our ability to choose what to observe &#8212; and this in turn is the ultimate nature of reality. Intellectual freedom is therefore not only irrepressible, it is a reflection of the nature of the universe, it is our birthright.</p>
<p>On the ultimate level everything is unified, but on the relative level, there is no one correct science or religion, there will always be different views, and they probably won&#8217;t always agree on all points, and this is perfectly in accord with the freedom of the universe, and each individual. So while science and religion may be unified on the ultimate level, they certainly are not unified on the relative level, and in fact even within each indivividual field of science and each religion, there are differing viewpoints and schools of thought. And this is good.</p>
<p>There is a menu of different belief systems in both arenas and various items on the menu are or are not compatible with one another, or with the beliefs of others. It&#8217;s really our personal choice to make. However, what should be clear from the above argument is we have to choose both a main course and a desert: science is undeniable, and religion is unavoidable, they are two sides of the same coin.</p>
<p>Science and religion are different on the relative level (though not as different as some might think), but they definitely converge at ultimate level and this convergence is not a matter of faith, it is a matter of logic. Therefore, regardless of whether we prefer science or religion, or any particular sect within either camp, at least we should not err on the side of thinking they are mutually exclusive.</p>
<p><strong>Unifying Physics and Consciousness: The Next Scientific Revolution<br />
</strong></p>
<p>If you pursue science to the very edges, you reach nonorigination. Similarly if you become as close as possible to the diety in any religious tradition, you reach nonorigination. Moreover, nonorigination is the nature of appearances and awareness, and vice-verse. They are never separated. It&#8217;s a trinity.</p>
<p>The ultimate nature of the universe, and the ultimate nature of God (if you believe in a God) &#8211; must logically be precisely the same. This nature unifies the physical world of seemingly &#8220;external&#8221; sensory experiences and seemingly &#8220;internal&#8221; mental events, with the unfindable yet undeniable dimension of awareness, and the unfindable yet logically required nature of being nonoriginated.</p>
<p>The beauty of this is that on the ultimate level there really is no question at all about whether or not the universe exists, or whether or not God exists &#8212; the appearances of primordially aware nonorigination is the truth &#8212; and it is the most amazing miracle of all. It is irrefutable, it is logically required, and it establishes a basis for authentic and universal spirituality. One can logically derive or directly experience this logical trinity through the vehicle of focusing on and logically analyzing any phenomena (the universe, the mind, God, etc.). When this trinity is recognized as the nature of reality, and directly experienced as such, that is the deepest scientific observation or religious experience possible.</p>
<p>The universe including the body and all other physical things in space and time, the conceptual mind and its mental realm of thoughts and emotions, and all possible real or imaginary deities, all have at their ultimate root, the same primordially nonoriginated awareness.</p>
<p>Proving this once and for all in a non-religiously couched manner &#8212; using pure logical reasoning &#8212; enables science to progress beyond its present day limitations to finally begin to make sense of the strangeness of the quantum world and of the role and nature of consciousness, and the ultimate nature of space and time.</p>
<p>The next frontier in science will not be simply be a deeper understanding of the physical world &#8212; it will be a broader and more integrated understanding that includes both the physical world and the realm of consciousness &#8212; the mental realm.</p>
<p>To fully explain and understand the physical world science must find ways to include and measure the crucial role of conscious observers. Each physical event has both sides on a quantum level: the side of the observer and the side of what is observed. Science has so far been focused exclusively on understanding the side of what is observed. But what is observed cannot fully be understood or explained without an equal measure of scientific understanding of the observer and the act of observation.</p>
<p>Similarly, the only way to fully understand consciousness is to include and measure the crucial relationship between consciousness and the process of appearance (namely cause and effect). Both the physical world and consciousness are nonoriginated &#8212; they are empty of having an origin, not having an origin, having both, or having neither.</p>
<p>We don&#8217;t have the tools for measuring or exploring consciousness yet, but we&#8217;re close. Experiments that show the impact of observation on reality are indicators that consciousness is a phenomenon that can affect the observable world. This means that consciousness is indirectly detectable via measurements of the physical world around observers. It may be that consciousness &#8212; the act of observing &#8212; cannot be directly measured or observed except on its own &#8212; by and &#8220;within&#8221; each individual &#8212; but may still me indirectly measured or detected via its affects on the quantum field in the environment when it is present.</p>
<p>By analogy, this is similar to how space is measured, so it is possible to imagine doing this for consciousness. In the case of space, we cannot see it, touch it, or measure it directly. We can only infer things about it by measuring other things &#8212; like the way light travels, or the way things move. These indirect measurements lead us to an understanding of space.</p>
<p>Similarly we may be able to triangulate on consciousness by measuring the effects of various physical changes on consciousness (as reported by a conscious observer) and/or by the effects of consciousness (some observer) on physical phenomena (such as the Double Slit experiment). This is definitely an interesting possibility for further exploration, and perhaps the next scientific revolution is waiting just over the horizon in this direction.</p>
<p>Our civilization has not even scratched the surface of this new frontier &#8212; a unified science of physics and consciousness. But we will soon. We have to. It is unavoidable. Our quest for knowledge and understanding will take us there whether we like it or not. Already there are cracks in our present scientific theories, and experiments are showing us gaps and contradictions in our theories that we cannot explain. And the light is spilling through them.</p>
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		<title>Video: My Talk on the Evolution of the Global Brain at the Singularity Summit</title>
		<link>http://www.novaspivack.com/science/video-my-talk-on-the-evolution-of-the-global-brain-at-the-singularity-summit?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=video-my-talk-on-the-evolution-of-the-global-brain-at-the-singularity-summit</link>
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		<pubDate>Sat, 14 Feb 2009 07:32:41 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=30</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/video-my-talk-on-the-evolution-of-the-global-brain-at-the-singularity-summit' addthis:title='Video: My Talk on the Evolution of the Global Brain at the Singularity Summit' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>If you are interested in collective intelligence, consciousness, the global brain and the evolution of artificial intelligence and superhuman intelligence, you may want to see my talk at the 2008 Singularity Summit. The videos from the Summit have just come online. (Many thanks to Hrafn Thorisson who worked with me as my research assistant for [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/video-my-talk-on-the-evolution-of-the-global-brain-at-the-singularity-summit' addthis:title='Video: My Talk on the Evolution of the Global Brain at the Singularity Summit ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/video-my-talk-on-the-evolution-of-the-global-brain-at-the-singularity-summit' addthis:title='Video: My Talk on the Evolution of the Global Brain at the Singularity Summit' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>If you are interested in collective intelligence, consciousness, the global brain and the evolution of artificial intelligence and superhuman intelligence, you may want to see <a href="http://singinst.org/media/singularitysummit2008/novaspivack" title="Nova Spivack Singularity Summit 2008 Talk on the Global Brain">my talk at the 2008 Singularity Summit</a>. The videos from the Summit have just come online. </p>
<p>(Many thanks to <a href="http://www.thinkartificial.org/">Hrafn Thorisson</a> who worked with me as my research assistant for this talk).</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/video-my-talk-on-the-evolution-of-the-global-brain-at-the-singularity-summit' addthis:title='Video: My Talk on the Evolution of the Global Brain at the Singularity Summit ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Peace in the Middle East: Could Alternative Energy Be the Solution?</title>
		<link>http://www.novaspivack.com/science/peace-in-the-middle-east-could-alternative-energy-be-the-solution?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=peace-in-the-middle-east-could-alternative-energy-be-the-solution</link>
		<comments>http://www.novaspivack.com/science/peace-in-the-middle-east-could-alternative-energy-be-the-solution#comments</comments>
		<pubDate>Wed, 04 Jun 2008 20:15:28 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=48</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/peace-in-the-middle-east-could-alternative-energy-be-the-solution' addthis:title='Peace in the Middle East: Could Alternative Energy Be the Solution?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>I have been thinking about the situation in the Middle East and also the rise of oil prices, peak oil, and the problem of a world economy based on energy scarcity rather than abundance. There is, I believe, a way to solve the problems in the Middle East, and the energy problems facing the world, [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/peace-in-the-middle-east-could-alternative-energy-be-the-solution' addthis:title='Peace in the Middle East: Could Alternative Energy Be the Solution? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/peace-in-the-middle-east-could-alternative-energy-be-the-solution' addthis:title='Peace in the Middle East: Could Alternative Energy Be the Solution?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>I have been thinking about the situation in the Middle East and also the rise of oil prices, peak oil, and the problem of a world economy based on energy scarcity rather than abundance. There is, I believe, a way to solve the problems in the Middle East, and the energy problems facing the world, at the same time. But it requires thinking &#8220;outside the box.&#8221;</p>
<p>Middle Eastern nations must take the lead in freeing the world from dependence on their oil. This is not only their best strategy for the future of their nations and their people, but also it is what will ultimately be best for the region and the whole world.</p>
<p>It is inevitable that someone is going to invent a new technology that frees the world from dependence on fossil fuels. When that happens all oil empires will suddenly collapse. Far-sighted, visionary leaders in oil-producing nations must ensure that their nations are in position to lead the coming non-fossil-fuel energy revolution. This is the wisdom of &#8220;cannibalize yourself before someone else does.&#8221;</p>
<p>Middle Eastern nations should invest more heavily than any other nations in inventing and supplying new alternative energy technologies. For example: hydrogen, solar, biofuels, zero point energy, magnetic power, and the many new emerging alternatives to fossil fuels. This is a huge opportunity for the Middle East not only for economic reasons, but also because it may just be the key to bringing about long-term sustainable peace in the region.</p>
<p>There is a finite supply of oil in the Middle East &#8212; the game will and must eventually end. Are Middle Eastern nations thinking far enough ahead about this or not? There is a tremendous opportunity for them if they can take the initiative on this front and there is an equally tremendous risk if they do not. If they do not have a major stake in whatever comes after fossil fuels, they will be left with nothing when whatever is next inevitably happens (which might be very soon).</p>
<p>Any Middle Eastern leader who is not thinking very seriously about this issue right now is selling their people short. I sincerely advise them to make this a major focus going forward. Not only will this help them to improve quality of life for their people now and in the future, but it is the best way to help bring about world peace. The Middle East has the potential to lead a huge and lucrative global energy Renaissance. All it takes is vision and courage to push the frontier and to think outside of the box.</p>
<p><span id="more-48"></span></p>
<p>If Middle Eastern nations annually invested hundreds of billions of dollars into research and development of alternative fuels and alternative energy technologies, they could definitely capture and lead the market in post-fossil-fuel energy technologies. They could provide energy itself to the global grid, as well as technologies for utilizing or generating non-fossil-fuel energy such as new kinds of engines or components, generators, batteries, fuel cells, and more.</p>
<p>By doing this, they could achieve two important goals: Their land would no longer be strategically important to other nations and so the foreign military presence in the region would diminish and eventually leave altogether, and secondly, they could ensure a tremendous long-term revenue stream for their nations (via patents, manufacturing, and supply of products). The Middle East could become a world center of excellence in alternative energy. This is really the future of the Middle East. They must sell abundance, not scarcity. They must lead the world in this.</p>
<p>Middle Eastern nations have another huge asset besides what is under the ground &#8212; it is what is above the ground &#8212; the sun and space itself. They have a lot of open space and a lot of sunlight annually. It is the perfect place to create enormous solar collection farms, and wind farms.  It would also be an ideal location to position rectennas for receiving space-based solar power (via microwave transmission). These are just the near-term opportunities. Longer-term, the Middle Eastern nations should and can develop specialized R&amp;D labs, university programs, and major global corporations to develop, license and sell green energy, and alternative energy technologies to the rest of the world.</p>
<p>There are of course other very difficult political and social issues to resolve &#8212; for example the Israeli-Palestinian conflict, the rise of Islamic radicalism, corruption, human rights, terrorism, etc. But I believe that the best way to make really positive progress towards resolving these problems is to focus on improving the level of education, economic prosperity and stability, self-esteem, and long-term opportunity in the region.</p>
<p>If the oil issue wasn&#8217;t there complicating all of the other problems in the region, it would change the game radically for everyone and might open up a range of new potential solutions that today are not even possible to consider.</p>
<p>My personal belief is that terrorism and war are obsolete and never solve problems. Violence begets violence and that will never lead to peace or prosperity in the Middle East. The solution is economic prosperity, education, human rights, and freedom. With regard to Israel, I believe that peaceful co-existence between Israel and other Middle-Eastern powers can and must be achieved, but that this will be<br />
easier to achieve once the oil issue is off the table. Why? Because once the oil issue is off the table, much of the funding for terrorism will vanish. Similarly much of the foreign interest in a strong military presence in the region will also vanish. This will<br />
significantly de-escalate and de-militarize the conflict for both sides, thus making it more likely that a peaceful, lasting solution can be found.</p>
<p>Ultimately, for a long-term peace in the Middle East to take place, moderates on all sides need to be driving the process. But moderates lead only when civilizations are prosperous and safe &#8212; when their people feel they have a good enough quality of life and future that they don&#8217;t want to risk losing that. A major step in this direction is to improve the economic situation for lower and middle-class citizens of Middle Eastern countries. People who have happy families, good incomes, and bright futures generally do not want to fight wars or become suicide bombers. Instead of pouring money into terrorism, counter-terrorism, military might, secret weapons, etc, money should be poured into creating and building more opportunity and prosperity for everyday citizens of the Arab world.</p>
<p>Fossil fuels are the real enemy of peace and prosperity worldwide: they are finite, dwindling, and controlled only by a minority as well as outside influences. This must change if peace and prosperity for the Middle East is truly important. In fact, there is a much great opportunity in renewable energy and alternative energy than fossil fuels. We must shift our world from one that is based on control of finite resources, to one that is based on distribution and use of abundant and/or renewable resources. This is the really the best path for the Middle East, and the rest of the world.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/peace-in-the-middle-east-could-alternative-energy-be-the-solution' addthis:title='Peace in the Middle East: Could Alternative Energy Be the Solution? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Minding The Planet &#8212; The Meaning and Future of the Semantic Web</title>
		<link>http://www.novaspivack.com/science/minding-the-planet-the-meaning-and-future-of-the-semantic-web?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=minding-the-planet-the-meaning-and-future-of-the-semantic-web</link>
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		<pubDate>Mon, 06 Nov 2006 11:34:13 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=229</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/minding-the-planet-the-meaning-and-future-of-the-semantic-web' addthis:title='Minding The Planet &#8212; The Meaning and Future of the Semantic Web' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>NOTES Master Copy can be found at this URL or http://tinyurl.com/yynb93 Last Update: Tuesday, November 7, 2006, 10:17AM PST License &#8212; This article is distributed under the Creative Commons Deed. If you would like to distribute a version of thisarticle, please link back to http://www.mindingtheplanet.net from yourversion, thanks. Printable version &#8212; Click here to download [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/minding-the-planet-the-meaning-and-future-of-the-semantic-web' addthis:title='Minding The Planet &#8212; The Meaning and Future of the Semantic Web ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/minding-the-planet-the-meaning-and-future-of-the-semantic-web' addthis:title='Minding The Planet &#8212; The Meaning and Future of the Semantic Web' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p><strong><span style="text-decoration: underline;">NOTES</span></strong></p>
<ul>
<li><strong><span style="text-decoration: underline;">Master Copy</span></strong><strong> can be found at <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2006/11/minding_the_pla.html">this URL</a> or      http://tinyurl.com/yynb93</strong></li>
<li><strong><span style="text-decoration: underline;">Last Update</span></strong><strong>:      Tuesday, November 7, 2006, 10:17AM PST</strong></li>
<li><strong><span style="text-decoration: underline;">License</span></strong><strong> &#8212; This article is distributed under the <a href="http://creativecommons.org/licenses/by-nc-sa/2.5/">Creative Commons Deed.</a> If you would like to distribute a version of thisarticle, please link back      to http://www.mindingtheplanet.net from yourversion, thanks.</strong></li>
<li><strong><span style="text-decoration: underline;">Printable version</span></strong><strong> &#8212; <a href="http://novaspivack.typepad.com/Minding_the_Planet_Article.pdf">Click here to download the      printable PDF version of this article</a></strong></li>
<li><strong><span style="text-decoration: underline;">Illustrated Version</span></strong><strong> &#8212; <a href="http://lifeboat.com/ex/minding.the.planet">See the version by the      Lifeboat Foundation</a></strong></li>
</ul>
<p><strong>Prelude</strong></p>
<p>Many years ago, in the late 1980s, while I was still a college student, I visited my late grandfather, Peter F. Drucker, at his home in Claremont, California. He lived near the campus of Claremont College where he was a professor emeritus. On that particular day, I handed him a manuscript of a book I was trying to write, entitled, &#8220;Minding the Planet&#8221; about how the Internet would enable the evolution of higher forms of collective intelligence.</p>
<p>My grandfather read my manuscript and later that afternoon we sat together on the outside back porch and he said to me, &#8220;One thing is certain: Someday, you will write this book.&#8221; We both knew that the manuscript I had handed him was not that book, a fact that was later verified when I tried to get it published. I gave up for a while and focused on college, where I was studying philosophy with a focus on artificial intelligence. And soon I started working in the fields of artificial intelligence and supercomputing at companies like Kurzweil, Thinking Machines, and Individual.</p>
<p>A few years later, I co-founded one of the early Web companies, EarthWeb, where among other things we built many of the first large commercial Websites and later helped to pioneer Java by creating several large knowledge-sharing communities for software developers. Along the way I continued to think about collective intelligence. EarthWeb and the first wave of the Web came and went. But this interest and vision continued to grow. In 2000 I started researching the necessary technologies to begin building a more intelligent Web. And eventually that led me to start my present company, <a href="http://www.radarnetworks.com/">Radar Networks</a>, where we are now focused on enabling the next-generation of collective intelligence on the Web, using the new technologies of the Semantic Web.</p>
<p>But ever since that day on the porch with my grandfather, I remembered what he said: &#8220;Someday, you will write this book.&#8221; I&#8217;ve tried many times since then to write it. But it never came out the way I had hoped. So I tried again. Eventually I let go of the book form and created this weblog instead. And as many of my readers know, I&#8217;ve continued to write here about my observations and evolving understanding of this idea over the years. This article is my latest installment, and I think it&#8217;s the first one that meets my own standards for what I really wanted to communicate. And so I dedicate this article to my grandfather, who inspired me to keep writing this, and who gave me his prediction that I would one day complete it.</p>
<p>This is an article about a new generation of technology that is sometimes called the Semantic Web, and which could also be called the Intelligent Web, or the global mind. But what is the Semantic Web, and why does it matter, and how does it enable collective intelligence? And where is this all headed? And what is the long-term far future going to be like? Is the global mind just science-fiction? Will a world that has a global mind be good place to live in, or will it be some kind of technological nightmare?</p>
<p>I&#8217;ve often joked that it is ironic that a term that contains theword &#8220;semantic&#8221; has such an ambiguous meaning for most people. Mostpeople just have no idea what this means, they have no context for it,it is not connected to their experience and knowledge. This is aproblem that people who are deeply immersed in the trenches of theSemantic Web have not been able to solve adequately &#8212; they have notfound the words to communicate what they can clearly see, what they areworking on, and why it matters for everyone. In this article I havetried, and hopefully succeeded, in providing a detailed introductionand context for the Semantic Web fornon-technical people. But even technical people working in the fieldmay find something of interest here as I piece together the fragmentsinto a Big Picture and a vision for what might be called &#8220;Semantic Web2.0.&#8221;</p>
<p>I hope the reader will bear with me as Ibounce around across different scales of technology and time, and fromthe extremes of core technology to wild speculation in order to tellthis story. If you are looking for the cold hardscience of it all, this article will provide an understanding but willnot satisfy your need for seeing the actual code; there are otherplaceswhere you can find that level of detail and rigor. But if you want tounderstand what it all really means and what the opportunity and futurelookslike – this may be what you are looking for.</p>
<p>I should also note that all of this is my personal view of what I’vebeen working on,and what it really means to me. It is not necessarily the official viewof the mainstream academic Semantic Web community &#8212; although there arecertainly many places where we all agree. But I&#8217;m sure that somereaders will certainly disagree or raise objections to some of myassertions, and certainly to my many far-flung speculations about thefuture. I welcome those different perspectives; we&#8217;re all trying tomake sense of this and the more of us who do that together, the more wecan collectively start to really understand it. So please feel free towrite your own vision or response, and please let me know so I can linkto it!</p>
<p>So with this Prelude in mind, let’s get started&#8230;</p>
<p><strong>The Semantic Web Vision</strong></p>
<p>The Semantic Web is a set of technologies which are designed toenable aparticular vision for the future of the Web – a future in which allknowledge exists on the Web in a format that software applications canunderstand andreason about. By making knowledge more accessible to software, softwarewillessentially become able to understand knowledge, think about knowledge,and createnew knowledge. In other words, software will be able to be moreintelligent –not as intelligent as humans perhaps, but more intelligent than say,your wordprocessor is today.</p>
<p>The dream of making software more intelligent has been around almost as longas software itself. And although it is taking longer to materialize than past experts hadpredicted, progress towards this goal is being steadilymade. At the same time, the shape of this dream is changing. It is becomingmore realistic and pragmatic. The original dream of artificial intelligence wasthat we would all have personal robot assistants doing all the work we don’twant to do for us. That is not the dream of the Semantic Web. Instead, today’sSemantic Web is about facilitating what humans do – it is about helping humansdo things more intelligently. It’s not a vision in which humans do nothing andsoftware does everything.</p>
<p>The Semantic Web vision is not just about helping software become smarter –it is about providing new technologies that enable people, groups,organizations and communities to be smarter.</p>
<p>For example, by providing individuals with tools that learn about what theyknow, and what they want, search can be much more accurate and productive.</p>
<p>Using software that is able to understand and automatically organize largecollections of knowledge, groups, organizations and communities can reachhigher levels of collective intelligence and they can cope with volumes ofinformation that are just too great for individuals or even groups tocomprehend on their own.</p>
<p>Another example: more efficient marketplaces can be enabled by software thatlearns about products, services, vendors, transactions and market trends andunderstands how to connect them together in optimal ways.</p>
<p>In short, the Semantic Web aims to make software smarter, not just for itsown sake, but in order to help make people, and groups of people, smarter. Inthe original Semantic Web vision this fact was under-emphasized, leading to theimpression that Semantic Web was only about automating the world. In fact, it isreally about facilitating the world.</p>
<p><strong>The Semantic Web Opportunity</strong></p>
<p>The Semantic Web is one of the most significant things to happen since theWeb itself. But it will not appear overnight. It will take decades. It willgrow in a bottom-up, grassroots, emergent, community-driven manner just likethe Web itself. Many things have to converge for this trend to really take off.</p>
<p>The core open standards already exist, but the necessary development tools haveto mature, the ontologies that define human knowledge have to come into beingand mature, and most importantly we need a few real “killer apps” to prove thevalue and drive adoption of the Semantic Web paradigm. The first generation ofthe Web had its Mozilla, Netscape, Internet Explorer, and Apache – and it alsohad HTML, HTTP, a bunch of good development tools, and a few killer apps andservices such as Yahoo! and thousands of popular Web sites. The same things arenecessary for the Semantic Web to take off.</p>
<p>And this is where we are today – this all just about to start emerging.There are several companies racing to get this technology, or applications ofit, to market in various forms. Within a year or two you will see mass-consumerSemantic Web products and services hit the market, and within 5 years therewill be at least a few “killer apps” of the Semantic Web. Ten years from nowthe Semantic Web will have spread into many of the most popular sites andapplications on the Web. Within 20 years all content and applications on theInternet will be integrated with the Semantic Web. This is a sea-change. A bigevolutionary step for the Web.</p>
<p>The Semantic Web is an opportunity to redefine, or perhaps to better define,all the content and applications on the Web. That’s a big opportunity. Andwithin it there are many business opportunities and a lot of money to be made. It’snot unlike the opportunity of the first generation of the Web. There areplatform opportunities, content opportunities, commerce opportunities, searchopportunities, community and social networking opportunities, and collaborationopportunities in this space. There is room for a lot of players to compete andat this point the field is wide open.</p>
<p>The Semantic Web is a blue ocean waiting to be explored. And like anyunexplored ocean its also has its share of reefs, pirate islands, hidden treasure, shoals,whirlpools, sea monsters and typhoons. But there are new worlds out there to be discovered,and they exert an irresistible pull on the imagination. This is an excitingfrontier – and also one fraught with hard technical and social challenges thathave yet to be solved. For early ventures in the Semantic Web arena, it’s notgoing to be easy, but the intellectual and technological challenges, and the potentialfinancial rewards, glory, and benefit to society, are worth the effort andrisk. And this is what all great technological revolutions are made of.</p>
<p><strong>Semantic Web 2.0</strong></p>
<p>Some people who have heard the term “Semantic Web” thrown around too muchmay think it is a buzzword, and they are right. But it is not just a buzzword –it actually has some substance behind it. That substance hasn’t emerged yet,but it will. Early critiques of the Semantic Web were right – the early visiondid not leverage concepts such as folksonomy and user-contributed content atall. But that is largely because when the Semantic Web was originally conceivedof Web 2.0 hadn’t happened yet. The early experiments that came out of researchlabs were geeky, to put it lightly, and impractical, but they are already beingfollowed up by more pragmatic, user-friendly approaches.</p>
<p>Today’s Semantic Web – what we might call “Semantic Web 2.0” is a kinder,gentler, more social Semantic Web. It combines the best of the original visionwith what we have all learned about social software and community in the last10 years. Although much of this is still in the lab, it is already starting totrickle out. For example, recently Yahoo! started a pilot of the Semantic Webbehind their food vertical. Other organizations are experimenting with usingSemantic Web technology in parts of their applications, or to store or mapdata. But that’s just the beginning.</p>
<p><strong>The Google Factor</strong></p>
<p>Entrepreneurs, venture capitalists and technologists are increasinglystarting to see these opportunities. Who will be the “Google of the SemanticWeb?” – will it be Google itself? That’s doubtful. Like any entrenchedincumbent, Google is heavily tied to a particular technology and worldview. Andin Google’s case it is anything but semantic today. It would be easier for anupstart to take this position than for Google to port their entireinfrastructure and worldview to a Semantic Web way of thinking.</p>
<p>If it is goingto be Google it will most likely be by acquisition rather than by internal origination. Andthis makes more sense anyway – for Google is in a position where they can just wait and buy the winner,at almost any price, rather than competing in the playing field. One thing to note however is that Google has at least one product offering that shows some potential for becoming a key part of the Semantic Web. I am speaking of Google Base, Google&#8217;s open database which is meant to be a registry for structured data so that it can be found in Google search. But Google Base does not conform to or make use of the many open standards of the Semantic Web community. That may or may not be a good thing, depending on your perspective.</p>
<p>Of course the downside of Google waiting to join the mainstream Semantic Web community until after the winner is announced is very large – once there is a winner it may be too late for Google to beat them. Thewinner of the Semantic Web race could very well unseat Google. The strategistsat Google are probably not yet aware of this but as soon as they seesignificant traction around a major Semantic Web play it will become of interestto them.</p>
<p>In any case, I think there won’t be just one winner, there will be severalmajor Semantic Web companies in the future, focusing on different parts of theopportunity. And you can be sure that if Google gets into the game, every majorportal will need to get into this space at some point or risk becomingirrelevant. There will be demand and many acquisitions. In many ways the Semantic Web will not be controlled by just one company &#8212; it will be more like a fabric that connects them all together.</p>
<p><strong>Context is King &#8212; The Nature ofKnowledge</strong></p>
<p>It should be clear by now that the Semantic Web is all about enablingsoftware (and people) to work with knowledge more intelligently. But what isknowledge? Knowledge is not just information. It is meaningful information – itis information plus context. For example, if I simply say the word “sem” toyou, it is just raw information, it is not knowledge. It probably has nomeaning to you other than a particular set of letters that you recognize and asound you can pronounce, and the mere fact that this information was stated byme.</p>
<p>But if I tell you that “sem” it is the Tibetan word for “mind” then suddenly,“<em>sem</em> means mind in Tibetan” to you. If I further tell you that Tibetans have about as many words for &#8220;mind&#8221; as Eskimos have for &#8220;snow,&#8221; this is further meaning. Thisis context, in other words, knowledge, about the sound “<em>sem</em>.” The sound is raw information. When it is given context itbecomes a word, a word that has meaning, a word that is connected to conceptsin your mind – it becomes knowledge. By connecting raw information to context,knowledge is formed.</p>
<p>Once you have acquired a piece of knowledge such as “<em>sem</em> means mind in Tibetan,” you may then also form further knowledgeabout it. For example, you may form the memory, “Nova said that ‘<em>sem</em> means mind in Tibetan.’” You mightalso connect the word “sem” to networks of further concepts you have about Tibet and your understanding of what the word “mind” means.</p>
<p>The mind is the organ of meaning – mind is where meaning is stored,interpreted and created. Meaning is not “out there” in the world, it is purelysubjective, it is purely mental. Meaning is almost equivalent to mind in fact.For the two never occur separately. Each of our individual minds has some way of internally representing meaning &#8212; when we read or hear a word that we know, our minds connect that to a network of concepts about it and at that moment it means something to us.</p>
<p>Digging deeper, if you are really curious,or you happen to know Greek, you may also find that a similar sound occurs inthe Greek word, <em>sēmantikós</em> – which means “having meaning” and in turn is the root of the English word “semantic”which means “pertaining to or arising from meaning.” That’s an odd coincidence!“Sem” occurs in Tibetan word for mind, and the English and Greek words that allrelate to the concepts of “meaning” and &#8220;mind.&#8221; Even stranger is that not only do these words have a similar sound, they have a similar meaning.</p>
<p>With all this knowledge at yourdisposal, when you then see the term “Semantic Web” you may be able to inferthat it has something to do with adding “meaning” to the Web. However, if youwere a Tibetan, perhaps you might instead think the term had something to dowith adding “mind” to the Web. In either case you would be right!</p>
<p><strong>Discovering New Connections</strong></p>
<p>We&#8217;ve discovered a new connection &#8212; namely that there is an implicit connectionbetween “sem” in Greek, English and Tibetan: they all relate to meaning andmind. It’s not a direct, explicit connection – it’s not evident unless you digfor it. But it&#8217;s a useful tidbit of knowledge once it&#8217;s found. Unlike the direct migration of the sound “sem” from Greek to English,there may not have ever been a direct transfer of this sound from Greek toSanskrit to Tibetan. But in a strange and unexpected way, they are all connected. This connectionwasn’t necessarily explicitly stated by anyone before, but was uncovered byexploring our network of concepts and making inferences.</p>
<p>The sequence of thought about “sem”above is quite similar to kind of intellectual reasoning and discovery that theactual Semantic Web seeks to enable software to do automatically.  How is this kind of reasoning and discovery enabled? The Semantic Web providesa set of technologies for formally defining the context of information. Just asthe Web relies on a standard formal specification for “marking up” informationwith formatting codes that enable any applications that understand those codesto format the information in the same way, the Semantic Web relies on newstandards for “marking up” information with statements about its context – itsmeaning – that enable any applications to understand, and reason about, the meaning of those statements in the same way.</p>
<p>By applying semantic reasoning agents to large collections of semantically enhanced content, all sorts of new connections may be inferred, leading to new knowledge, unexpected discoveries and useful additional context around content. This kind of reasoning and discovery is already taking place in fields from drug discovery and medical research, to homeland security and intelligence. The Semantic Web is not the only way to do this &#8212; but it certainly will improve the process dramatically. And of course, with this improvement will come new questions about how to assess and explain how various inferences were made, and how to protect privacy as our inferencing capabilities begin to extend across ever more sources of public and private data. I don&#8217;t have the answers to these questions, but others are working on them and I have confidence that solutions will be arrived at over time.</p>
<p><strong>Smart Data</strong></p>
<p>By marking up information with metadata that formally codifies its context, we can make the data itself &#8220;smarter.&#8221; The data becomes self-describing. When you get a piece of data you also get the necessary metadata for understanding it. For example, if I sent you a document containing the word &#8220;sem&#8221; in it, I could add markup around that word indicating that it is the word for &#8220;mind&#8221; in the Tibetan language.</p>
<p>Similarly, a document containing mentions of &#8220;Radar Networks&#8221; could contain metadata indicating that &#8220;Radar Networks&#8221; is an Internet company, not a product or a type of radar technology. A document about a person could contain semantic markup indicating that they are residents of a certain city, experts on Italian cooking, and members of a certain profession. All of this could be encoded as metadata in a form that software could easily understand. The data carries more information about its own meaning.</p>
<p>The alternative to smart data would be for software to actually read and understand natural language as well as humans. But that&#8217;s really hard. To correctly interpret raw natural language, software would have to be developed that knew as much as a human being. But think about how much teaching and learning is required to raise a human being to the point where they can read at an adult level. It is likely that similar training would be necessary to build software that could do that. So far that goal has not been achieved, although some attempts have been made. While decent progress in natural language understanding has been made, most software that can do this is limited around particular vertical domains, and it&#8217;s brittle &#8212; it doesn&#8217;t do a good job of making sense of terms and forms of speech that it wasn&#8217;t trained to parse and make sense of.</p>
<p>Instead of trying to make software a million times smarter than it is today, it is much easier to just encode more metadata about what our information means. That turns out to be less work in the end. And there&#8217;s an added benefit to this approach &#8212; the meaning exists with the data and travels with it. It is independent of any one software program &#8212; all software can access it. And because the meaning of information is stored with the information itself, rather than in the software, the software doesn&#8217;t have to be enormous to be smart. It just has to know the basic language for interpreting the semantic metadata it finds on the information it works with.</p>
<p>Smart data enables relatively dumb software to be smarter with less work. That&#8217;s an immediate benefit. And in the long-term as software actually gets smarter, smart data will make it easier for it to start learning and exploring on its own. So it&#8217;s a win-win approach. Start with by adding semantic metadata to data, end up with smarter software.</p>
<p><strong>Making Statements About the World</strong></p>
<p>Metadata comes down to making statements about the world in a manner that machines, and perhaps even humans, can understand unambiguously. The same piece of metadata should be interpreted in the same way by different applications and readers.</p>
<p>There are many kinds of statementsthat can be made about information to provide it with context. For example, youcan state a definition such as “person” means “a human being or a legalentity.” You can state an assertion such as “Sue is a human being.” You canstate a rule such that “if x is a human being, then x is a person.”</p>
<p>From thesestatements it can then be inferred that “Sue is a person.” This inference is soobvious to you and me that it seems trivial, but most software today cannot dothis. It doesn’t know what a person is, let alone what a name is. But ifsoftware could do this, then it could for example, automatically organizedocuments by the people they are related to, or discover connections betweenpeople who were mentioned in a set of documents, or it could find documentsabout people who were related to particular topics, or it could give you a listof all the people mentioned in a set of documents, or all the documents relatedto a person.</p>
<p>Of course this is a very basicexample. But imagine if your software didn’t just know about people – it knewabout most of the common concepts that occur in your life. Your software wouldthen be able to help you work with your documents just about as intelligentlyas you are able to do by yourself, or perhaps even more intelligently, becauseyou are just one person and you have limited time and energy but your softwarecould work all the time, and in parallel, to help you.</p>
<p><strong>Examples and Benefits</strong></p>
<p>How could the existence of the Semantic Web and all the semantic metadata that defines it be really useful toeveryone in the near-term?</p>
<p>Well, for example, the problem of email spam would finally be cured:your software would be able to look at a message and know whether it wasmeaningful and/or relevant to you or not.</p>
<p>Similarly, you would never have to file anything by hand again. Your software could atuomate all filing and information organization tasks for you because it would understand your information and your interests. It would be able to figure out when to file something in a single folder, multiple folders, or new ones. It would organize everything &#8212; documents, photos, contacts, bookmarks, notes, products, music, video, data records &#8212; and it would do it even better and more consistently than you could on your own. Your software wouldn&#8217;t just organize stuff, it would turn it into knowledge by connecting it to more context. It could this not just for individuals, but for groups, organizations and entire communities.</p>
<p>Another example: search would bevastly better: you could search conversationally by typing in everyday naturallanguage and you would get precisely what you asked for, or even what youneeded but didn’t know how to ask for correctly, and nothing else. Your searchengine could even ask you questions to help you narrow what you want. You wouldfinally be able to converse with software in ordinary speech and it would understandyou.</p>
<p>The process of discovery would be easier too. You could have software agent that worked as your personal recommendation agent. It would constantly be looking in all the places you read or participate in for things that are relevant to your past, present and potential future interests and needs. It could then alert you in a contextually sensitive way, knowing how to reach you and how urgently to mark things. As you gave it feedback it could learn and do a better job over time.</p>
<p>Going even further with this,semantically-aware software – software that is aware of context, software thatunderstands knowledge – isn’t just for helping you with your information, itcan also help to enrich and facilitate, and even partially automate, yourcommunication and commerce (when you want it to). So for example, your software could help you with your email. It would be able to recommend responses to messages for you, or automate the process. It would be able to enrich your messaging anddiscussions by automatically cross-linking what you are speaking about withrelated messages, discussions, documents, Web sites, subject categories,people, organizations, places, events, etc.</p>
<p>Shopping and marketplaces wouldalso become better – you could search precisely for any kind of product, withany specific attributes, and find it anywhere on the Web, in any store. You could post classified ads and automatically get relevant matches according to your priorities, from all over the Web, or only from specific places and parties that match your criteria for who you trust. You could also easily invent a new custom datastructure for posting classified ads for a new kind of product or service and publishit to the Web in a format that other Web services and applications couldimmediately mine and index without having to necessarily integrate with yoursoftware or data schema directly.</p>
<p>You could publish an entiredatabase to the Web and other applications and services could immediately startto integrate your data with their data, without having to migrate your schemaor their own. You could merge data from different data sources together to create new data sources without having to ever touch or look at an actual database schema.</p>
<p><strong>Bumps on the Road</strong></p>
<p>The above examples illustrate thepotential of the Semantic Web today, but the reality on the ground is that the technology isstill in the early phases of evolution. Even for experienced software engineersand Web developers, it is difficult to apply in practice. The main obstaclesare twofold:</p>
<p><strong>(1) The Tools Problem:</strong></p>
<p>There are very few commercial-gradetools for doing anything with the Semantic Web today – Most of the tools forbuilding semantically-aware applications, or for adding semantics toinformation are still in the research phase and were designed for expertcomputer scientists who specialize in knowledge representation, artificialintelligence, and machine learning.</p>
<p>These tools require a largelearning curve to work with and they don’t generally support large-scaleapplications – they were designed mainly to test theories and frameworks, notto actually apply them. But if the Semantic Web is ever going to becomemainstream, it has to be made easier to apply – it has to be made moreproductive and accessible for ordinary software and content developers.</p>
<p>Fortunately, the tools problem isalready on the verge of being solved. Companies such as my own venture, RadarNetworks, are developing the next generation of tools for building Semantic Webapplications and Semantic Web sites. These tools will hide most of thecomplexity, enabling ordinary mortals to build applications and content thatleverage the power of semantics without needing PhD’s in knowledge representation.</p>
<p><strong>(2) The Ontology Problem:</strong></p>
<p>The Semantic Web providesframeworks for defining systems of formally defined concepts called “ontologies,”that can then be used to connect information to context in an unambiguous way. Withoutontologies, there really can be no semantics. The ontologies ARE the semantics,they define the meanings that are so essential for connecting information tocontext.</p>
<p>But there are still few widely used or standardized ontologies. Andgetting people to agree on common ontologies is not generally easy. Everyonehas their own way of describing things, their own worldview, and let’s face itnobody wants to use somebody else’s worldview instead of their own.Furthermore, the world is very complex and to adequately describe all the knowledgethat comprises what is thought of as “common sense” would require a very largeontology (and in fact, such an ontology exists – it’s called Cyc and it is solarge and complex that only experts can really use it today).</p>
<p>Even to describe the knowledge ofjust a single vertical domain, such as medicine, is extremely challenging. Tomake matters worse, the tools for authoring ontologies are still very hard touse – one has to understand the OWL language and difficult, buggy ontologyauthoring tools in order to use them. Domain experts who are non-technical andnot trained in formal reasoning or knowledge representation may find theprocess of designing ontologies frustrating using current tools. What is needed are commercial quality tools for buildingontologies that hide the underlying complexity so that people can just pourtheir knowledge into them as easily as they speak. That’s still a ways off, butnot far off. Perhaps ten years at the most.</p>
<p>Of course the difficulty ofdefining ontologies would be irrelevant if the necessary ontologies alreadyexisted. Perhaps experts could define them and then everyone else could justuse them? There are numerous ontologies already in existence, both on thegeneral level as well as about specific verticals. However in my own opinion,having looked at many of them, I still haven’t found one that has the rightbalance of coverage of the necessary concepts most applications need, andaccessibility and ease-of-use by non-experts. That kind of balance is arequirement for any ontology to really go mainstream.</p>
<p>Furthermore, regarding the presentcrop of ontologies, what is still lacking is standardization. Ontologists havenot agreed on which ontologies to use. As a result it’s anybody’s guess whichontology to use when writing a semantic application and thus there is a highdegree of ontology diversity today. Diversity is good, but too much diversityis chaos.</p>
<p>Applications that use differentontologies about the same things don’t automatically interoperate unless theirontologies have been integrated. This is similar to the problem of databaseintegration in the enterprise. In order to interoperate, different applicationsthat use different data schemas for records about the same things, have to bemapped to each other somehow – either at the application-level or the data-level.This mapping can be direct or through some form of middleware.</p>
<p>Ontologies canbe used as a form of semantic middleware, enabling applications to be mapped atthe data-level instead of the applications-level. Ontologies can also be usedto map applications at the applications level, by making ontologies of Webservices and capabilities, by the way. This is an area in which a lot ofresearch is presently taking place.</p>
<p>The OWL language can expressmappings between concepts in different ontologies. But if there are manyontologies, and many of them partially overlap, it is a non-trivial task toactually make the mappings between their concepts.</p>
<p>Even though concept A inontology one and concept B in ontology two may have the same names, and evensome of the same properties, in the context of the rest of the concepts intheir respective ontologies they may imply very different meanings. So simplymapping them as equivalent on the basis of their names is not adequate, theirconnections to all the other concepts in their respective ontologies have to beconsidered as well. It quickly becomes complex. There are some potential waysto automate the construction of mappings between ontologies however – but theyare still experimental. Today, integrating ontologies requires the help ofexpert ontologists, and to be honest, I’m not sure even the experts have itfigured out. It’s more of an art than a science at this point.</p>
<p><strong>Darwinian Selection of Ontologies</strong></p>
<p>All that is needed for mainstream adoption to begin is for a largebody of mainstream content to become semantically tagged andaccessible. This will cause whatever ontology is behind that content to become popular.</p>
<p>When developers see that there is significant content andtraction around aparticular ontology, they will use that ontology for their ownapplicationsabout similar concepts, or at least they will do the work of mappingtheir ownontology to it, and in this way the world will converge in a Darwinianfashionaround a few main ontologies over time.</p>
<p>These main ontologies will then beworth thetime and effort necessary to integrate them on a semantic level,resulting in acohesive Semantic Web. We may in fact see Darwinian natural selection take place not just at the ontology level, but at the level of pieces of ontologies.</p>
<p>A certain ontology may do a good job of defining what a person is, while another may do a good job of defining what a company is. These definitions may be used for a lot of content, and gradually they will become common parts of an emergent meta-ontology comprised of the most-popular pieces from thousands of ontologies. This could be great or it could be a total mess. Nobody knows yet. It&#8217;s a subject for further research.</p>
<p><strong>Making Sense of Ontologies</strong></p>
<p>Since ontologies are so important,it is helpful to actually understand what an ontology really is, and what itlooks like. An ontology is a system of formally defined related concepts. Forexample, a simple ontology is this set of statements such as this:</p>
<p>A human is a living thing.</p>
<p>A person is a human.</p>
<p>A person may have a first name.</p>
<p>A person may have a last name.</p>
<p>A person must have one and only onedate of birth.</p>
<p>A person must have a gender.</p>
<p>A person may be socially related toanother person.</p>
<p>A friendship is a kind of socialrelationship.</p>
<p>A romantic relationship is a kindof friendship.</p>
<p>A marriage is a kind of romanticrelationship.</p>
<p>A person may be in a marriage withonly one other person at a time.</p>
<p>A person may be employed by anemployer.</p>
<p>An employer may be a person or anorganization.</p>
<p>An organization is a group ofpeople.</p>
<p>An organization may have a productor a service.</p>
<p>A company is a type organization.</p>
<p>We’ve just built a simple ontologyabout a few concepts: humans, living things, persons, names, socialrelationships, marriages, employment, employers, organizations, groups,products and services. Within this system of concepts there is particular logic,some constraints, and some structure. It may or may not correspond to yourworldview, but it is a worldview that is unambiguously defined, can becommunicated, and is internally logically consistent, and that is what isimportant.</p>
<p>The Semantic Web approach providesan open-standard language, OWL, for defining ontologies. OWL also provides fora way to define instances of ontologies. Instances are assertions within theworldview that a given ontology provides. In other words OWL provides a meansto make statements that connect information to the ontology so that softwarecan understand its meaning unambiguously. For example, below is a set ofstatements based on the above ontology:</p>
<p>There exists a person x.</p>
<p>Person x has a first name “Sue”</p>
<p>Person x  has a last name “Smith”</p>
<p>Person x has a full name &#8220;Sue Smith&#8221;</p>
<p>Sue Smith was born on June 1, 2005</p>
<p>Sue Smith has a gender: female</p>
<p>Sue Smith has a friend: Jane, who isanother person.</p>
<p>Sue Smith is married to: Bob, anotherperson.</p>
<p>Sue Smith is employed by Acme, Inc, a company</p>
<p>Acme Inc. has a product, Widget2.0.</p>
<p>The set of statements above, plusthe ontology they are connected to, collectively comprise a knowledge basethat, if represented formally in the OWL markup language, could be understoodby any application that speaks OWL in the precise manner that it was intendedto be understood.</p>
<p><strong>Making Metadata</strong></p>
<p>The OWL language provides a way tomarkup any information such as a data record, an email message or a Web pagewith metadata in the form of statements that link particular words or phrasesto concepts in the ontology. When software applications that understand OWLencounter the information they can then reference the ontology and figure outexactly what the information means – or at least what the ontology says that itmeans.</p>
<p>But something has to add thesesemantic metadata statements to the information – and if it doesn’t add them or adds thewrong ones, then software applications that look at the information will getthe wrong idea. And this is another challenge – how will all this metadata getcreated and added into content? People certainly aren’t going to add it all byhand!</p>
<p>Fortunately there are many ways tomake this easier. The best approach is to automate it using special softwarethat goes through information, analyzes the meaning and adds semantic metadataautomatically. This works today, but the software has to be trained or providedwith rules and that takes some time. It also doesn’t scale cost-effectively tovast data-sets.</p>
<p>Alternatively, individuals can beprovided with ways to add semantics themselves as they author information. Whenyou post your resume in a semantically-aware job board, you could fill out aform about each of your past jobs, and the job board would connect that data toappropriate semantic concepts in an underlying employment ontology. As anend-user you would just fill out a form like you are used to doing;under-the-hood the job board would add the semantics for you.</p>
<p>Another approach is to leveragecommunities to get the semantics. We already see communities that are addingbasic metadata “tags” to photos, news articles and maps. Already a few simpletypes of tags are being used pseudo-semantically: subject tags and geographicaltags. These are primitive forms of semantic metadata. Although they are notexpressed in OWL or connected to formal ontologies, they are at leastsemantically typed with prefixes or by being entered into fields or specificnamespaces that define their types.</p>
<p><strong>Tagging by Example</strong></p>
<p>There may also be another solution to the problem of how to add semantics to content in the not to distant future. Once asuitable amount of content has been marked up with semantic metadata,it may be possible, through purely statistical forms of machinelearning, for software to begin to learn how to do a pretty good job ofmarking up new content with semantic metadata.</p>
<p>For example, if thestring &#8220;Nova Spivack&#8221; is often marked up with semantic metadata statingthat it indicates a person, and not just any person but a specificperson that is abstractly represented in a knowledge base somewhere,then when software applications encounter a new non-semanticallyenhanced document containing strings such as &#8220;Nova Spivack&#8221; or&#8221;Spivack, Nova&#8221; they can make a reasonably good guess that thisindicates that same specific person, and they can add the necessarysemantic metadata to that effect automatically.</p>
<p>As more and more semanticmetadata is added to the Web and made accessible it constitutes a statisticaltraining set that can be learned and generalized from. Although humansmay need to jump-start the process with some manually semantic tagging,it might not be long before software could assist them and eventuallydo all the tagging for them. Only in special cases would software needto ask a human for assistance &#8212; for example when totally new terms orexpressions were encountered for the first several times.</p>
<p>The technology for doing this learning already exists &#8212; and actually it&#8217;s not very different from how search engines like Google measure the community sentiment around web pages. Each time something is semantically tagged with a certain meaning that constitutes a &#8220;vote&#8221; for it having that meaning. The meaning that gets the most votes wins. It&#8217;s an elegant, Darwinian, emergent approach to learning how to automatically tag the Web.</p>
<p>One this is certain, if communities were able to tagthings with more types of tags, and these tags were connected to ontologies andknowledge bases, that would result in a lot of semantic metadata being added tocontent in a completely bottom-up, grassroots manner, and this in turn would enable this process to start to become automated or at least machine-augmented.</p>
<p><strong>Getting the Process Started</strong></p>
<p>But making the userexperience of semantic tagging easy (and immediately beneficial) enough that regular people will do it, is a challenge that has yet to be solved.However, it will be solved shortly. It has to be. And many companies andresearchers know this and are working on it right now. This does have to be solved to get the process of jump-starting the Semantic Web started.</p>
<p>I believe that the Tools Problem – the lack of commercial grade tools forbuilding semantic applications – is essentially solved already (although theproducts have not hit the market yet; they will within a few years at most).The Ontology Problem is further from being solved. I think the way this problemwill be solved is through a few “killer apps” that result in the building up ofa large amount of content around particular ontologies within particular onlineservices.</p>
<p>Where might we see this content initially arising? In my opinion it will most likely be within vertical communities of interest, communities of practice, and communities of purpose. Within such communities there is a need to create a common body of knowledge and to make that knowledge more accessible, connected and useful.</p>
<p>The Semantic Web can really improve the quality of knowledge and user-experience within these domains. Because they are communities, not just static content services, these organizations are driven by user-contributed content &#8212; users play a key role in building content and tagging it. We already see this process starting to take place in communities such as Flickr, del.icio.us, the Wikipedia and Digg. We know that communities of people do tag content, and consume tagged content, if it is easy and beneficial enough for to them to do so.</p>
<p>In the near future we may see miniature Semantic Webs arising around particular places, topics and subject areas, projects, and other organizations. Or perhaps, like almost every form of new media in recent times, we may see early adoption of the Semantic Web around online porn &#8212; what might be called &#8220;the <em>sementic</em> web.&#8221;</p>
<p>Whether you like it or not, it is a fact that pornography was one of the biggest drivers of early mainstream adoption of personal video technology, CD-ROMs, and also of the Internet and the Web.</p>
<p>But I think it probably is not necessary this time around. While, I&#8217;m sure that the so-called &#8220;sementic web&#8221; could become better from the Semantic Web, it isn&#8217;t going to be the primary driver of adoption of the Semantic Web. That&#8217;s probably a good thing &#8212; the world can just skip over that phase of development and benefit from this technology with both hands so to speak.</p>
<p><strong>The World Wide Database</strong></p>
<p>In some ways one could think of theSemantic Web as “the world wide database” – it does for the meaning of data records what theWeb did for the formatting documents. But that’s just the beginning. It actually turnsdocuments into richer data records. It turns unstructured data into structureddata. All data becomes structured data in fact. The structure is not merelydefined structurally, but it is defined semantically.</p>
<p>In other words, it’s notmerely that for example, a data record or document can be defined in such a wayas to specify that it contains a certain field of data with a certain label ata certain location – it defines what that field of data actually means in anunambiguous, machine understandable way. If all you want is a Web of data,XML is good enough. But if you want to make that data interoperable and machineunderstandable then you need RDF and OWL – the Semantic Web.</p>
<p>Like any database,the Semantic Web, or rather the myriad mini-semantic-webs that will comprise it,have to overcome the challenge of data integration. Ontologies provide a betterway to describe and map data, but the data still has to be described andmapped, and this does take some work. It’s not a magic bullet.</p>
<p>The Semantic Webmakes it easier to integrate data, but it doesn’t completely remove the dataintegration problem altogether. I think the eventual solution to this problemwill combine technology and community folksonomy oriented approaches.</p>
<p><strong>The Semantic Web in HistoricalContext</strong></p>
<p>Let’s transition now and zoom out to see the bigger picture. The Semantic Webprovides technologies for representing and sharing knowledge in new ways. Inparticular, it makes knowledge more accessible to software, and thus to otherpeople. Another way of saying this is that it liberates knowledge fromparticular human minds and organizations – it provides a way to make knowledgeexplicit, in a standardized format that any application can understand. This isquite significant. Let’s put this in historical perspective.</p>
<p>Before the invention of the printing press, there were two ways to spreadknowledge – one was orally, the other was in some symbolic form such as art orwritten manuscripts. The oral transmission of knowledge had limited range and ahigh error-rate, and the only way to learn something was to meet someone whoknew it and get them to tell you. The other option, symbolic communicationthrough art and writing, provided a means to communicate knowledgeindependently of particular people – but it was only feasible to produce a fewcopies of any given artwork or manuscript because they had to be copied byhand. So the transmission of knowledge was limited to small groups or at leastsmall audiences. Basically, the only way to get access to this knowledge was tobe one of the lucky few who could acquire one of its rare physical copies.</p>
<p>The invention of the printing press changed this – for the first timeknowledge could be rapidly and cost-effectively mass-produced and mass-distributed.Printing made it possible to share knowledge with ever-larger audiences. Thisenabled a huge transformation for human knowledge, society, government,technology – really every area of human life was transformed by thisinnovation.</p>
<p>The World Wide Web made the replication and distribution of knowledge eveneasier – With the Web you don’t even have to physically print or distributeknowledge anymore, the cost of distribution is effectively zero, and everyonehas instant access to everything from anywhere, anytime. That’s a lot betterthan having to lug around a stack of physical books. Everyone potentially haswhatever knowledge they need with no physical barriers. This has been anotherhuge transformation for humanity – and it has affected every area of humanlife. Like the printing press, the Web fundamentally changed the economics ofknowledge.</p>
<p>The Semantic Web is the next big step in this process – it will make all theknowledge of the human race accessible to software. For the first time,non-human things (software applications) will be able to start working withhuman knowledge to do things (for humans) on their own. This is a big leap – aleap like the emergence of a new species, or the symbiosis of two existingspecies into a new form of life.</p>
<p>The printing press and the Web changed the economics of replicating,distributing and accessing knowledge. The Semantic Web changes the economics ofprocessing knowledge. Unlike the printing press and the Web, the Semantic Webenables knowledge to be processed by non-human things.</p>
<p>In other words, humans don’t have to do all the thinking on their own, theycan be assisted by software. Of course we humans have to at least first createthe software (until we someday learn to create software that is smart enough tocreate software too), and we have to create the ontologies necessary for thesoftware to actually understand anything (until we learn to create software thatis smart enough to create ontologies too), and we have to add the semanticmetadata to our content in various ways (until our software is smart enough todo this for us, which it almost is already). But once we do the initial work ofmaking the ontologies and software, and adding semantic metadata, the systemstarts to pick up speed on its own, and over time the amount of work we humanshave to do to make it all function decreases. Eventually, once the system hasencoded enough knowledge and intelligence, it starts to function withoutneeding much help, and when it does need our help, it will simply ask us andlearn from our answers.</p>
<p>This may sound like science-fiction today, but in fact it a lot of this isalready built and working in the lab. The big hurdle is figuring out how to getthis technology to mass-market. That is probably as hard as inventing thetechnology in the first place. But I’m confident that someone will solve iteventually.</p>
<p>Once this happens the economics of processing knowledge will truly bedifferent than it is today. Instead of needing an actual real-live expert, theknowledge of that expert will be accessible to software that can act as theirproxy – and anyone will be able to access this virtual expert, anywhere,anytime. It will be like the Web – but instead of just information beingaccessible, the combined knowledge and expertise of all of humanity will alsobe accessible, and not just to people but also to software applications.</p>
<p><strong>The Question of Consciousness</strong></p>
<p>The Semantic Web literally enables humans to share their knowledge with eachother and with machines. It enables the virtualization of human knowledge andintelligence. With respect to machines, in doing this, it will lend machines“minds” in a certain sense – namely in that they will at least be able tocorrectly interpret the meaning of information and replicate the expertise ofexperts.</p>
<p>But will these machine-minds be conscious? Will they be aware of themeanings they interpret, or will they just be automatons that are simplyfollowing instructions without any awareness of the meanings they areprocessing? I doubt that software will ever be conscious, because from what Ican tell consciousness &#8212; or what might be called the sentient awareness ofawareness itself as well as other things that are sensed &#8212; is an immaterialphenomena that is as fundamental as space, time and energy &#8212; or perhaps evenmore fundamental. But this is just my personal opinion after having searchedfor consciousness through every means possible for decades. It just cannot befound to be something, yet it is definitely and undeniably taking place.</p>
<p>Consciousness can be exemplified through the analogy of space (but unlikespace, consciousness has this property of being aware, it’s not a mere lifelessvoid). We all agree space is there, but nobody can actually point to itsomewhere, and nobody can synthesize space. Space is immaterial andfundamental. It is primordial. So is electricity. Nobody really knows whatelectricity is ultimately, but if you build the right kind of circuit you canchannel it and we’ve learned a lot about how to do that.</p>
<p>Perhaps we may figure out how to channel consciousness like we channelelectricity with some sort of synthetic device someday, but I think that ishighly unlikely. I think if you really want to create consciousness it&#8217;s mucheasier and more effective to just have children. That&#8217;s something ordinarymortals can do today with the technology they were born with. Of course whenyou have children you don’t really “create” their consciousness, it seems to bethere on its own. We don’t really know what it is or where it comes from, orwhen it arises there. We know very little about consciousness today.Considering that it is the most fundamental human experience of all, it isactually surprising how little we know about it!</p>
<p>In any case, until we truly delve far more deeply into the nature of themind, consciousness will be barely understood or recognized, let aloneexplained or synthesized by anyone. In many eastern civilizations there aremulti-thousand year traditions that focus quite precisely on the nature ofconsciousness. The major religions have all universally concluded thatconsciousness is beyond the reach of science, beyond the reach of concepts,beyond the mind entirely. All those smart people analyzing consciousness for solong, and with such precision, and so many methods of inquiry, may have a pointworth listening to.</p>
<p>Whether or not machines will ever actually “know” or be capable of beingconscious of that meaning or expertise is a big debate, but at least we can allagree that they will be able to interpret the meaning of information and rulesif given the right instructions. Without having to be conscious, software willbe able to process semantics quite well &#8212; this has already been proven. It&#8217;sworking today.</p>
<p>While consciousness is and may always be a mystery that we cannot synthesize– the ability for software to follow instructions is an established fact. Inits most reduced form, the Semantic Web just makes it possible to providericher kinds of instructions. There’s no magic to it. Just a lot of details. Infact, to play on a famous line, “it’s semantics all the way down.”</p>
<p>The Semantic Web does not require that we make conscious software. It justprovides a way to make slightly more intelligent software. There&#8217;s a bigdifference. Intelligence is simply a form of information processing, for themost part. It does not require consciousness &#8212; the actual awareness of what isgoing on &#8212; which is something else altogether.</p>
<p>While highly intelligentsoftware may need to sense its environment and its own internal state andreason about these, it does not actually have to be conscious to do this. Theseoperations are for the most part simple procedures applied vast numbers of timeand in complex patterns. Nowhere in them is there any consciousness nor doesconsciousness suddenly emerge when suitable levels of complexity are reached.</p>
<p>Consciousness is something quite special and mysterious. And fortunately forhumans, it is not necessary for the creation of more intelligent software, noris it a byproduct of the creation of more intelligent software, in my opinion.</p>
<p><strong>The Intelligence of the Web</strong></p>
<p>So the real point of the Semantic Web is that it enables the Web to becomemore intelligent. At first this may seem like a rather outlandish statement,but in fact the Web is already becoming intelligent, even without the SemanticWeb.</p>
<p>Although the intelligence of the Web is not very evident at first glance,nonetheless it can be found if you look for it. This intelligence doesn’t existacross the entire Web yet, it only exists in islands that are few and farbetween compared to the vast amount of information on the Web as a whole. Butthese islands are growing, and more are appearing every year, and they arestarting to connect together. And as this happens the collective intelligenceof the Web is increasing.</p>
<p>Perhaps the premier example of an &#8220;island of intelligence&#8221; is theWikipedia, but there are many others: The Open Directory, portals such as Yahooand Google, vertical content providers such as CNET and WebMD, commercecommunities such as Craigslist and Amazon, content oriented communities such asLiveJournal, Slashdot, Flickr and Digg and of course the millions of discussionboards scattered around the Web, and social communities such as MySpace andFacebook. There are also large numbers of private islands of intelligence onthe Web within enterprises &#8212; for example the many online knowledge andcollaboration portals that exist within businesses, non-profits, andgovernments.</p>
<p>What makes these islands “intelligent” is that they are places where people(and sometimes applications as well) are able to interact with each other tohelp grow and evolve collections of knowledge. When you look at them close-upthey appear to be just like any other Web site, but when you look at what theyare doing as a whole – these services are <em>thinking</em>.They are learning, self-organizing, sensing their environments, interpreting,reasoning, understanding, introspecting, and building knowledge. These are theactivities of minds, of intelligent systems.</p>
<p>The intelligence of a system such as the Wikipedia exists on several levels– the individuals who author and edit it are intelligent, the groups that helpto manage it are intelligent, and the community as a whole – which isconstantly growing, changing, and learning – is intelligent.</p>
<p>Flickr and Digg also exhibit intelligence. Flickr’s growing system of tagsis the beginnings of something resembling a collective visual sense organ onthe Web. Images are perceived, stored, interpreted, and connected to conceptsand other images. This is what the human visual system does. Similarly, Digg isa community that collectively detects, focuses attention on, and interpretscurrent news. It’s not unlike a primitive collective analogue to the humanfacility for situational awareness.</p>
<p>There are many other examples of collective intelligence emerging on theWeb. The Semantic Web will add one more form of intelligent actor to the mix –intelligent applications. In the future, after the Wikipedia is connected tothe Semantic Web, as well as humans, it will be authored and edited by smartapplications that constantly look for new information, new connections, and newinferences to add to it.</p>
<p>Although the knowledge on the Web today is still mostly organized withindifferent islands of intelligence, these islands are starting to reach out andconnect together. They are forming trade-routes, connecting their economies,and learning each other’s languages and cultures. The next-step will be forthese islands of knowledge to begin to share not just content and services, butalso their knowledge &#8212; what they know about their content and services. The SemanticWeb will make this possible, by providing an open format for the representationand exchange of knowledge and expertise.</p>
<p>When applications integrate their content using the Semantic Web they willalso be able to integrate their context, their knowledge – this will make thecontent much more useful and the integration much deeper. For example, when anapplication imports photos from another application it will also be able toimport semantic metadata about the meaning and connections of those photos.Everything that the community and application know about the photos in theservice that provides the content (the photos) can be shared with the servicethat receives the content. Better yet, there will be no need for customapplication integration in order for this to happen: as long as both servicesconform to the open standards of the Semantic Web the knowledge is instantlyportable and reusable.</p>
<p><strong>Freeing Intelligence from Silos</strong></p>
<p>Today much of the real value of the Web (and in the world) is still lockedaway in the minds of individuals, the cultures of groups and organizations, andapplication-specific data-silos. The emerging Semantic Web will begin to unlockthe intelligence in these silos by making the knowledge and expertise theyrepresent more accessible and understandable.</p>
<p>It will free knowledge and expertise from the narrow confines of individualminds, groups and organizations, and applications, and make them not only moreinteroperable, but more portable. It will be possible for example for a personor an application to share everything they know about a subject of interest aseasily as we share documents today. In essence the Semantic Web provides acommon language (or at least a common set of languages) for sharing knowledgeand intelligence as easily as we share content today.</p>
<p>The Semantic Web also provides standards for searching and reasoning moreintelligently. The SPARQL query language enables any application to ask forknowledge from any other application that speaks SPARQL. Instead of merekeyword search, this enables semantic search. Applications can search forspecific types of things that have particular attributes and relationships toother things.</p>
<p>In addition, standards such as SWRL provide formalisms for representing andsharing axioms, or rules, as well. Rules are a particular kind of knowledge –and there is a lot of it to represent and share, for example proceduralknowledge, and logical structures about the world. An ontology provides a meansto describe the basic entities, their attributes and relations, but rulesenable you to also make logical assertions and inferences about them. Withoutgoing into a lot of detail about rules and how they work here, the importantpoint to realize is that they are also included in the framework. All forms ofknowledge can be represented by the Semantic Web.</p>
<p><strong>Zooming Way, Waaaay Out</strong></p>
<p>So far in this article, I’ve spenta lot of time talking about plumbing – the pipes, fluids, valves, fixtures,specifications and tools of the Semantic Web. I’ve also spent some time onillustrations of how it might be useful in the very near future to individuals,groups and organizations. But where is it heading after this? What is thelong-term potential of this and what might it mean for the human race on ahistorical time-scale?</p>
<p>For those of you who would prefer not to speculate, stop reading here. Forthe rest of you, I believe that the true significance of the Semantic Web, on along-term timescale is that it provides an infrastructure that will enable theevolution of increasingly sophisticated forms of collective intelligence. Ultimatelythis will result in the Web itself becoming more and more intelligent, untilone day the entire human species together with all of its software andknowledge will function as something like a single worldwide distributed mind –a global mind.</p>
<p>Just the like the mind of a single human individual, the global mind will bevery chaotic, yet out of that chaos will emerge cohesive patterns of thoughtand decision. Just like in an individual human mind, there will be feedbackbetween different levels of order – from individuals to groups to systems ofgroups and back down from systems of groups to groups to individuals. Becauseof these feedback loops the system will adapt to its environment, and to itsown internal state.</p>
<p>The coming global mind will collectively exhibit forms of cognition andbehavior that are the signs of higher-forms of intelligence. It will form andreact to concepts about its “self” – just like an individual human mind. Itwill learn and introspect and explore the universe. The thoughts it thinks maysometimes be too big for any one person to understand or even recognize them –they will be comprised of shifting patterns of millions of pieces of knowledge.</p>
<p><strong>The Role of Humanity</strong></p>
<p>Every person on the Internet will be a part of the global mind. Andcollectively they will function as its consciousness. I do not believe some newform of consciousness will suddenly emerge when the Web passes some thresholdof complexity. I believe that humanity IS the consciousness of the Web anduntil and unless we ever find a way to connect other lifeforms to the Web, orwe build conscious machines, humans will be the only form of consciousness ofthe Web.</p>
<p>When I say that humans will function as the consciousness of the Web I meanthat we will be the things in the system that know. The knowledge of theSemantic Web is what is known, but what knows that knowledge has to besomething other than knowledge. A thought is knowledge, but what knows thatthought is not knowledge, it is consciousness, whatever that is. We can figureout how to enable machines to represent and use knowledge, but we don’t knowhow to make them conscious, and we don’t have to. Because we are alreadyconscious.</p>
<p>As we&#8217;ve discussed earlier in this article, we don’t need conscious machines, we just need more intelligent machines.Intelligence – at least basic forms of it – does not require consciousness. It may be the case that the very highest forms of intelligence require or are capable of consciousness. This may mean that software will never achieve the highest levels of intelligence and probably guaranteesthat humans (and other conscious things) will always play a special role in theworld; a role that no computer system will be able to compete with. We providethe consciousness to the system. There may be all sorts of other intelligent,non-conscious software applications and communities on the Web; in fact therealready are, with varying degrees of intelligence. But individual humans, andgroups of humans, will be the only consciousness on the Web.</p>
<p><strong>The Collective Self</strong></p>
<p>Although the software of the Semantic Web will not be conscious we can say that system as a whole contains or is conscious to the extent that human consciousnesses are part of it. And like most conscious entities, it may also start to be self-conscious.</p>
<p>If the Web ever becomes a global mind as I am predicting, will it have a“self?” Will there be a part of the Web that functions as its central self-representation?Perhaps someone will build something like that someday, or perhaps it will evolve.Perhaps it will function by collecting reports from applications and people inreal-time – a giant collective <em>zeitgeist</em>.</p>
<p>In the early days of the Web portals such as Yahoo! provided this function &#8212; they were almost real-time maps of the Web and what was happening. Today making such a map is nearly impossible, but services such as Google Zeitgeist at least attempt to provide approximations of it. Perhaps through random sampling it can be done on a broader scale.</p>
<p>My guess is that the global mind will need a self-representation at somepoint. All forms of higher intelligence seem to have one. It’s necessary forunderstanding, learning and planning. It may evolve at first as a bunch ofcompeting self-representations within particular services or subsystems withinthe collective. Eventually they will converge or at least narrow down to just afew major perspectives. There may also be millions of minor perspectives thatcan be drilled down into for particular viewpoints from these top-level “portals.”</p>
<p>The collective self, will function much like the individual self – as amirror of sorts. Its function is simply to reflect. As soon as it exists theentire system will make a shift to a greater form of intelligence – because forthe first time it will be able to see itself, to measure itself, as a whole. Itis at this phase transition when the first truly global collective self-mirroring function evolves, that we can say that the transition from a bunch of cooperating intelligent parts toa new intelligent whole in its own right has taken place.</p>
<p>I think that the collective self, even if it converges on a few majorperspectives that group and summarize millions of minor perspectives, will becommunity-driven and highly decentralized. At least I hope so – because theself-concept is the most important part of any mind and it should be designedin a way that protects it from being manipulated for nefarious ends. At least Ihope that is how it is designed.</p>
<p><strong>Programming the Global Mind</strong></p>
<p>On the other hand, there are times when a little bit of adjustment or guidance iswarranted – just as in the case of an individual mind, the collective selfdoesn’t merely reflect, it effectively guides the interpretation of the pastand present, and planning for the future.</p>
<p>One way to change the direction ofthe collective mind, is to change what is appearing in the mirror of thecollective self. This is a form of programming on a vast scale – When thisprogramming is dishonest or used for negative purposes it is called “propaganda,” but there are cases whereit can be done for beneficial purposes as well. An example of this today ispublic service advertising and educational public television programming. Allforms of mass-media today are in fact collective social programming. When yourealize this it is not surprising that our present culture is violent andmessed up – just look at our mass-media!</p>
<p>In terms of the global mind, ideally one would hope that it would be able tolearn and improve over time. One would hope that it would not have the collective equivalent of psycho-social disorders. To facilitate this, just like any form of higherintelligence, it may need to be taught, and even parented a bit. It also mayneed a form of therapy now and then. These functions could be provided by thepeople who participate in it. Again, I believe that humans serve a vital and irreplaceablerole in this process.</p>
<p><strong>How It All Might Unfold</strong></p>
<p>Now how is this all going to unfold? I believe that there are a number ofkey evolutionary steps that Semantic Web will go through as the Web evolvestowards a true global mind:</p>
<p><strong>1. Representing individual knowledge. </strong>The first step is to make individuals&#8217;knowledge accessible to themselves. As individuals become inundated withincreasing amounts of information, they will need better ways of managing it,keeping track of it, and re-using it. They will (or already do) need&#8221;personal knowledge management.&#8221;</p>
<p><strong>2. Connecting individual knowledge. </strong>Next, once individual knowledge isrepresented, it becomes possible to start connecting it and sharing it acrossindividuals. This stage could be called &#8220;interpersonal knowledgemanagement.&#8221;</p>
<p><strong>3. Representing group knowledge.</strong> Groups of individuals also need ways ofcollectively representing their knowledge, making sense of it, and growing itover time. Wikis and community portals are just the beginning. The Semantic Webwill take these &#8220;group minds&#8221; to the next level &#8212; it will make the collective knowledge ofgroups far richer and more re-usable.</p>
<p><strong>4. Connecting group knowledge.</strong> This step is analogous to connectingindividual knowledge. Here, groups become able to connect their knowledge togetherto form larger collectives, and it becomes possible to more easily access andshare knowledge between different groups in very different areas of interest.</p>
<p><strong>5. Representing the knowledge of the entire Web. </strong>This stage &#8212; what might becalled &#8220;the global mind&#8221; &#8212; is still in the distant future, but atthis point in the future we will begin to be able to view, search, and navigatethe knowledge of the entire Web as a whole. The distinction here is thatinstead of a collection of interoperating but separate intelligentapplications, individuals and groups, the entire Web itself will begin tofunction as one cohesive intelligent system. The crucial step that enables thisto happen is the formation of a collective self-representation. This enablesthe system to see itself as a whole for the first time.</p>
<p><strong>How it May be Organized</strong></p>
<p>I believe the global mind will be organized mainly in the form of bottom-up and lateral, distributed emergent computation andcommunity &#8212; but it will be facilitated by certain key top-down services thathelp to organize and make sense of it as a whole. I think this future Web willbe highly distributed, but will have certain large services within it as well&#8211; much like the human brain itself, which is organized into functionalsub-systems for processes like vision, hearing, language, planning, memory,learning, etc.</p>
<p>As the Web gets more complex there will come a day when nobody understandsit anymore – after that point we will probably learn more about how the Web isorganized by learning about the human mind and brain – they will be quitesimilar in my opinion. Likewise we will probably learn a tremendous amountabout the functioning of the human brain and mind by observing how the Webfunctions, grows and evolves over time, because they really are quite similarin at least an abstract sense.</p>
<p>The internet and its software and content is like a brain, and the state ofits software and the content is like its mind. The people on the Internet arelike its consciousness. Although these are just analogies, they are actuallyuseful, at least in helping us to envision and understand this complex system. Asthe field of general systems theory has shown us in the past, systems at verydifferent levels of scale tend to share the same basic characteristics and obeythe same basic laws of behavior. Not only that, but evolution tends to convergeon similar solutions for similar problems. So these analogies may be more thanjust rough approximations, they may be quite accurate in fact.</p>
<p>The future global brain will require tremendous computing and storageresources &#8212; far beyond even what Google provides today. Fortunately as Moore&#8217;s Law advances thecost of computing and storage will eventually be low enough to do thiscost-effectively. However even with much cheaper and more powerful computingresources it will still have to be a distributed system. I doubt that therewill be any central node because quite simply no central solution will be ableto keep up with all the distributed change taking place. Highly distributed problemsrequire distributed solutions and that is probably what will eventually emergeon the future Web.</p>
<p>Someday perhaps it will be more like a peer-to-peer network, comprised ofapplications and people who function sort of like the neurons in the human brain.Perhaps they will be connected and organized by higher-level super-peers orsuper-nodes which bring things together, make sense of what is going on andcoordinate mass collective activities. But even these higher-level serviceswill probably have to be highly distributed as well. It really will bedifficult to draw boundaries between parts of this system, they will all beconnected as an integral whole.</p>
<p>In fact it may look very much like a grid computing architecture – in whichall the services are dynamically distributed across all the nodes such that atany one time any node might be working on a variety of tasks for differentservices. My guess is that because this is the simplest, most fault-tolerant,and most efficient way to do mass computation, it is probably what will evolvehere on Earth.</p>
<p><strong>The Ecology of Mind</strong></p>
<p>Where we are today in this evolutionary process is perhaps equivalent to therise of early forms of hominids. Perhaps Austrolapithecus or Cro-Magnon, ormaybe the first Homo Sapiens. Compared to early man, the global mind is like the rise of 21<sup>st</sup>century mega-cities. A lot of evolution has to happen to get there. But itprobably will happen, unless humanity self-destructs first,which I sincerely hope we somehow manage to avoid. And this brings me to afinal point. This vision of the future global mind is highly technological;however I don’t think we’ll ever accomplish it without a new focus on ecology.</p>
<p>Ecology probably conjures up images of hippies and biologists, or maybehippies who are biologists, or at least organic farmers, for most people, but infact it is really the science of living systems and how they work. And anysystem that includes living things is a living system. This means that the Webis a living system and the global mind will be a living system too. As a living system, the Web is an ecosystem and is alsoconnected to other ecosystems. In short, ecology is absolutely essential tomaking sense of the Web, let alone helping to grow and evolve it.</p>
<p>In many ways the Semantic Web and the collective minds, and the global mind,that it enables, can be seen as an ecosystem of people, applications,information and knowledge. This ecosystem is very complex, much like naturalecosystems in the physical world. An ecosystem isn’t built, it’s grown, andevolved. And similarly the Semantic Web, and the coming global mind, will notreally be built, they will be grown and evolved. The people and organizationsthat end up playing a leading role in this process will be the ones thatunderstand and adapt to the ecology most effectively.</p>
<p>In my opinion ecology is going to be the most important science anddiscipline of the 21<sup>st</sup> century – it is the science of healthysystems. What nature teaches us about complex systems can be applied to everykind of system – and especially the systems we are evolving on the Web. Inorder to ever have a hope of evolving a global mind, and all the wonderfullevels of species-level collective intelligence that it will enable, we have tonot destroy the planet before we get there. Ecology is the science that cansave us, not the Semantic Web (although perhaps by improving collectiveintelligence, it can help).</p>
<p>Ecology is essentially the science of community – whether biological,technological or social. And community is a key part of the Semantic Web atevery level: communities of software, communities of people, and communities ofgroups. In the end the global mind is the ultimate human community. It is thereward we get for finally learning how to live together in peace and balancewith our environment.</p>
<p><strong>The Necessity of Sustainability</strong></p>
<p>The point of this discussion of the relevance of ecology to the future ofthe Web, and my vision for the global mind, is that I think that it is clearthat if the global mind ever emerges it will not be in a world that is anythinglike what we might imagine. It won’t be like the Borg in Star Trek, it won’t belike living inside of a machine. Humans won’t be relegated to the roles ofslaves or drones. Robots won’t be doing all the work. The entire world won’t becoated with silicon. We won’t all live in a virtual reality. It won’t be one ofthese technological dystopias.</p>
<p>In fact, I think the global mind can only come to pass in a much greener,more organic, healthier, more balanced and sustainable world. Because it willtake a long time for the global mind to emerge, if humanity doesn’t figure outhow to create that sort of a world, it will wipe itself out sooner or later,but certainly long before the global mind really happens. Not only that, butthe global mind will be smart by definition, and hopefully this intelligencewill extend to helping humanity manage its resources, civilizations andrelationships to the natural environment.</p>
<p><strong>The Smart Environment</strong></p>
<p>The global mind also needs a global body so to speak. It’s not going to bean isolated homunculus floating in a vat of liquid that replaces the physicalworld! It will be a smart environment that ubiquitously integrates with ourphysical world. We won’t have to sit in front of computers or deliberatelylogon to the network to interact with the global mind. It will be everywhere.</p>
<p>The global mind will be physically integrated into furniture, houses,vehicles, devices, artworks, and even the natural environment. It will sensethe state of the world and different ecosystems in real-time and alert humansand applications to emerging threats. It will also be able to allocateresources intelligently to compensate for natural disasters, storms, andenvironmental damage – much in the way that the air traffic control systemsallocates and manages airplane traffic. It won’t do it all on its own, humansand organizations will be a key part of the process.</p>
<p>Someday the global mind may even be physically integrated into our bodiesand brains, even down the level of our DNA. It may in fact learn how to curediseases and improve the design of the human body, extending our lives, sensorycapabilities, and cognitive abilities. We may be able to interact with it bythought alone. At that point it will become indistinguishable from a limitedfrom of omniscience, and everyone may have access to it. Although it will onlyextend to wherever humanity has a presence in the universe, within thatboundary it will know everything there is to know, and everyone will be able toknow any of it they are interested in.</p>
<p><strong>Enabling a Better World</strong></p>
<p>By enabling greater forms of collective intelligence to emerge we really arehelping to make a better world, a world that learns and hopefully understandsitself well enough to find a way to survive. We’re building something thatsomeday will be wonderful – far greater than any of us can imagine. We’re helpingto make the species and the whole planet more intelligent. We’re building thetools for the future of human community. And that future community, if it ever arrives,will be better, more self-aware, more sustainable than the one we live intoday.</p>
<p>I should also mention that knowledge is power, and power can be used forgood or evil. The Semantic Web makes knowledge more accessible. This puts more power in the hands of the many, not just the few. As long as we stick to this vision &#8212; we stick to making knowledge open and accessible, using open standards, in as distributed a fashion as we can devise, then the potential power of the Semantic Web will be protected against being coopted or controlled by the few at the expense of the many. This is where technologists really have to be socially responsible when making development decisions. It&#8217;s important that we build a more open world, not a less open world. It&#8217;s important that we build a world where knowledge, integration and unification are balanced with respect for privacy, individuality, diversity and freedom of opinion.</p>
<p>But I am not particularly worried that the Semantic Web and the future globalmind will be the ultimate evil – I don’t think it is likely that we will end upwith a system of total control dominated by evil masterminds with powerfulSemantic Web computer systems to do their dirty work. Statistically speaking, criminal empires don’t last very long because theyare run by criminals who tend to be very short-sighted and who also surroundthemselves with other criminals who eventually unseat them, or theyself-destruct. It’s possible that the Semantic Web, like any other technology,may be used by the bad guys to spy on citizens, manipulate the world, and doevil things. But only in the short-term.</p>
<p>In the long-term either our civilization will get tired of endlesssuccessions of criminal empires and realize that the only way to actuallysurvive as a species is to invent a form of government that is immune to beingtaken over by evil people and organizations, or it will self-destruct. Eitherway, that is a hurdle we have to cross before the global mind that I envisioncan ever come about. Many civilizations came before ours, and it is likely thatours will not be the last one on this planet. It may in fact be the case that adifferent form of civilization is necessary for the global mind to emerge, andis the natural byproduct of the emergence of the global mind.</p>
<p>We know that the global mind cannot emerge anytime soon, and therefore, ifit ever emerges then by definition it must be in the context of a civilizationthat has learned to become sustainable. A long-term sustainable civilization is a non-evil civilization. And that is why I think it is a safebet to be so optimistic about the long-term future of this trend.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/minding-the-planet-the-meaning-and-future-of-the-semantic-web' addthis:title='Minding The Planet &#8212; The Meaning and Future of the Semantic Web ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Using DNA to Send Messages into the Distant Future</title>
		<link>http://www.novaspivack.com/science/using-dna-to-send-messages-into-the-distant-future?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=using-dna-to-send-messages-into-the-distant-future</link>
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		<pubDate>Wed, 26 Oct 2005 19:42:24 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=416</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/using-dna-to-send-messages-into-the-distant-future' addthis:title='Using DNA to Send Messages into the Distant Future' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>This article discusses recent research into encoding short 100 word messages into the DNA of living organisms. The error-correcting characteristics of DNA enable such messages to be passed down without degrading across generations. By embedding short messages into hardy organisms such as particular strains of bacteria, it may be possible to preserve information over longer [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/using-dna-to-send-messages-into-the-distant-future' addthis:title='Using DNA to Send Messages into the Distant Future ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/using-dna-to-send-messages-into-the-distant-future' addthis:title='Using DNA to Send Messages into the Distant Future' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>This <a href="http://www.forbes.com/2005/10/21/genetics-dna-computing-comm05-cx_mh_1024herper.html">article </a>discusses recent research into encoding short 100 word messages into the DNA of living organisms. The error-correcting characteristics of DNA enable such messages to be passed down without degrading across generations. By embedding short messages into hardy organisms such as particular strains of bacteria, it may be possible to preserve information over longer timeframes than by using any other known storage media. This in turn can be used to intentionally send messages into the far future. I blogged about this over a year ago, <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2003/08/human_libraries.html">here,</a> where I suggested that because this is possible, we might want to look to see whether any such messages are already there in our own DNA or that of particularly hardy organisms. Perhaps someone put their signature there for us to see a long long time ago? Perhaps the best way to create a time capsule that can last for thousands or millions of years would be to embed messages across the DNA of a bunch of different organisms in different ecoological niches, to ensure that at least some would get through to the future. Certainly a few strains of bacteria should be included, as well as perhaps cockroaches, some types of fish, some plants, and perhaps even some volunteer humans. Since the message has to be pretty short, I would suggest that we use it to indicate the location of one or more hidden storage locations on the planet (or on the moon?) where larger volumes of information, technology, DNA libraries, etc., could be located. I view this as a kind of global &quot;backup strategy&quot; not unlike backing up a hard-disk. I once had some thoughts about doing this using special satellites as well, which you can read about <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2003/08/the_genesis_pro.html">here.</a></p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/using-dna-to-send-messages-into-the-distant-future' addthis:title='Using DNA to Send Messages into the Distant Future ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>How to Save the Amazon Rainforest</title>
		<link>http://www.novaspivack.com/wild-speculation/how-to-save-the-amazon-rainforest?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=how-to-save-the-amazon-rainforest</link>
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		<pubDate>Thu, 02 Jun 2005 22:03:09 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Business]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=465</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/wild-speculation/how-to-save-the-amazon-rainforest' addthis:title='How to Save the Amazon Rainforest' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>I read the an article today about how Brazil is gradually losing the fight to save the Amazon. The worlds&#8217; rainforests are a global resource &#8212; not only are they directly important to the air we all breathe, they also harbor a huge, still untapped, reservoir of species diversity which could be of profound importance [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/wild-speculation/how-to-save-the-amazon-rainforest' addthis:title='How to Save the Amazon Rainforest ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/wild-speculation/how-to-save-the-amazon-rainforest' addthis:title='How to Save the Amazon Rainforest' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>I read the an <a href="http://news.yahoo.com/s/nm/environment_brazil_amazon_dc">article</a> today about how Brazil is gradually losing the fight to save the Amazon. The worlds&#8217; rainforests are a global resource &#8212; not only are they<br />
directly important to the air we all breathe, they also harbor a huge,<br />
still untapped, reservoir of species diversity which could be of<br />
profound importance to science and future medical and pharma research.<br />
The problem is that currently there is no direct benefit to Brazil, or<br />
other rainforest nations, for the global use of their rainforest resources. </p>
<p>The key then is to find a way to turn rainforests into economically valuable national resources for countries that maintain them. In other words, rainforests should be to Brazil, what oil is to Saudi Arabia (or actually better, because rainforests, unlike oil, are renewable). Rainforest countries should make more money by keeping their rainforests alive and healthy,&nbsp; than by chopping them down. </p>
<p><span id="more-465"></span></p>
<p>One way to accomplish this would be what I call a &quot;Global Rainforest Tax&quot; (see <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2003/08/the_global_envi.html">also)</a><br />
that would be paid pro-rata by all nations annually, to countries that<br />
have virgin rainforests. The more virgin rainforest a country<br />
maintains, the larger share of the global Rainforest Tax they would<br />
garner each year. This would only work however if rainforest countries<br />
could net a similar amount of income per year per each acre of<br />
rainforest to what they might net logging or mining that same acre of<br />
land. This money would have to be paid directly to qualifying nations,<br />
based on rigorous annual inspections. Those countries, in order to<br />
preserve that income stream, would then establish internal public<br />
programs and private industry incentive programs to maintain their<br />
rainforests, or even regrow them. If done well, this could give rise to<br />
commercial industries in those countries that were focused on helping<br />
to maintain specific regions of the rainforests, for a proportional<br />
share of the revenues earned by their home countries. </p>
<p>In addition to the above idea, a more far-fetched, but still<br />
conceivable program might be to require royalty payments by commercial<br />
entities to various nations for any products developed based on<br />
research into plants or other organisms in their rainforests. So for<br />
example, if a big pharamaceutical company develops a drug based on a<br />
plant found in a particular region of rainforest, then they would have<br />
to pay a royalty to the nation in which it was found, and in turn, any<br />
commercial entity overseeing that region of rainforest in that country<br />
would get a share of the royalty revenues. Of course this would require<br />
quite a bit of administration &#8212; including strict control over permits<br />
to conduct scientific or commercial research within various rainforests<br />
so that royalties rights could be established.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/wild-speculation/how-to-save-the-amazon-rainforest' addthis:title='How to Save the Amazon Rainforest ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Use of Role Classes to Define Predicate Semantics: Proposal for Semantic Web Best-Practice</title>
		<link>http://www.novaspivack.com/science/use-of-role-classes-to-define-predicate-semantics-proposal-for-semantic-web-best-practice?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=use-of-role-classes-to-define-predicate-semantics-proposal-for-semantic-web-best-practice</link>
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		<pubDate>Tue, 16 Nov 2004 04:51:06 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=534</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/use-of-role-classes-to-define-predicate-semantics-proposal-for-semantic-web-best-practice' addthis:title='Use of Role Classes to Define Predicate Semantics: Proposal for Semantic Web Best-Practice' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>This article proposes a design pattern for ontologies and the Semantic Web based on the concept of formally defined Roles as a means to richly express the semantics of relationships among entities in ontologies. Roles are special types of n-ary relations, and thus the use of Roles is a subset of the Semantic Web best-practices [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/use-of-role-classes-to-define-predicate-semantics-proposal-for-semantic-web-best-practice' addthis:title='Use of Role Classes to Define Predicate Semantics: Proposal for Semantic Web Best-Practice ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/use-of-role-classes-to-define-predicate-semantics-proposal-for-semantic-web-best-practice' addthis:title='Use of Role Classes to Define Predicate Semantics: Proposal for Semantic Web Best-Practice' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>This article proposes a design pattern for ontologies and the Semantic Web based on the concept of formally defined Roles as a means to richly express the semantics of relationships among entities in ontologies. Roles are special types of n-ary relations, and thus the use of Roles is a subset of the <a href="http://www.w3.org/TR/swbp-n-aryRelations/">Semantic Web best-practices recommendation for N-Ary Relations.</a></p>
<p>The Semantic Web relies on ontologies &#8211; formal definitions of the<br />
meaning of various concepts. For example, an ontology could define the<br />
formal meaning of the term &quot;Person&quot; &#8212; specifically, that a &quot;Person&quot; is<br />
a &quot;Human&quot; that has a &quot;First Name&quot; and a &quot;Last Name&quot; and has &quot;Legal<br />
Status,&quot; &quot;Friends&quot; and a &quot;Gender&quot; and many other attributes. Each of<br />
these attributes could be further defined specifically &#8212; for example,<br />
&quot;a Friend&quot; is a different Person who is &quot;Socially-related&quot; to the<br />
former Person and &quot;Has Met&quot; that Person at least once, and &quot;is Liked<br />
by&quot; and &quot;Trusted by&quot; that Person. Each of these predicates, such as<br />
&quot;Socially-related,&quot; &quot;Trusted by,&quot; and &quot;Has Met&quot; may or may not be<br />
further defined, depending on the structure of particular ontologies.</p>
<p>Most simple ontologies use binary relations to express predicates that connect things together. More complex and sophisticated ontologies, such as the ones I have developed for the Radar<br />
Platform and my work with SRI and DARPA and the <a href="http://www.cs.utexas.edu/users/mfkb/RKF/tree/CLib-core-office.owl">University of Texas Clib ontology</a> project, instead only cast the most basic building-block<br />
predicates with object and data type relations (in OWL). Instead, most relations (including even those that could be expressed with simple object properties) are defined using special classes called Roles. This moves much of the weight of expressing how classes interconnect from properties to Role classes. </p>
<p>While using Roles instead of simple object properties introduces certain minor complexities &#8212; such as the requirement to model N-ary relations, and thus Roles, such that they can be used in place of object properties to connect instances of classes &#8212; it results in even more important benefits. In particular, a major benefit is that the use of classes to represent Role relations enables far more expressive ontologies to be developed. This method is even more expressive than the potential use of additional facets on properties. While adding special additional facets to properties is certainly one way to augment the semantics of predicates, it still is not as richly expressive as simply using Role classes instead of properties for most relations. The use of Role classes enables ontolology designers to create rich ontologies of relations, such that every relation that is modeled by a Role can be formally defined as a concept with respect to other entities and relations in the ontology. In other words, it enables a much richer semantics to be defined for the domain. </p>
<p>I propose that the use of Role classes to define the semantics of various types of relations among entities (including among relations themselves) should be a Semantic Web Best Practice and should be adopted in all but the most simplistic ontologies. The rest of this article explains why I believe this in more detail.</p>
<p />
<p><span id="more-534"></span></p>
<p>By using a formal representation of Roles and their semantics, we<br />
can create ontologies of Roles, each of which can have unique<br />
properties, such as<br />
relations to other Roles. This in turn will in the future make it<br />
easier to map between different ontologies &#8212; unless the meaning of<br />
relations is semantically defined in as formal a manner as the meaning<br />
of classes, mapping will be quite difficult and ad-hoc. </p>
<p>For example, if we represent the predicate &quot;hasFriend&quot; using a mere<br />
object property in OWL, it is simply a string with a meaning that could<br />
be constrained somewhat by various OWL restrictions on its domain and<br />
range, cardinality, and so forth. But if instead, a Role such as<br />
&quot;Friend of&quot; was expressed as a class, then it could have various<br />
properties of its own, such as &quot;distance of relationship&quot; (in<br />
social degrees), &quot;length of relationship&quot; (in days), &quot;Affinity level &quot;<br />
-&nbsp; (a real number representing a measure of<br />
how much the other party is liked by the Person occupying the Role),<br />
&quot;trust level&quot; (a real number), &quot;Context of first meeting&quot; (an instance<br />
of a Person, Group, Organization, Place, Project, Meeting or other<br />
Event), etc. </p>
<p>Furthermore, since<br />
&quot;Friend of&quot; is a Class rather than a simple property, it can be<br />
connected to other Classes in the ontology &#8212; for example, classes defining other related Roles. For instance,<br />
the class &quot;Friend of&quot; can be made a subclass of a more general class<br />
called &quot;Socially Related To&quot; which itself can be a subclass of a more<br />
general class, &quot;Social Role&quot; that encompasses all roles that social<br />
agents can inhabit. &quot;Social Role&quot; can itself be a subclass of the most<br />
general &quot;Role&quot; class that holds the basic properties of all Roles.
</p>
<p>So for example, we might have a portion of our ontology that looks something like this class schematic:</p>
<blockquote>
<p><strong><strong>Thing<br />
&nbsp; &nbsp; Agent<br />
&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Living Thing<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Human<br />
&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Software Agent<br />
&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Group<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Social Group<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Family Group<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Group of Friends<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Community<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Organization<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Corporation<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Team<br />
&nbsp; &nbsp; Living Thing<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Human<br />&nbsp; &nbsp; Information Object<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Document<br />&nbsp; &nbsp; Event<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Meeting<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Project<br />&nbsp; &nbsp; Relation<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Action<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Hyperlink<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Role<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Information Role (may only be played by Information Objects)<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Publication<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Deliverable<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Draft<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Version<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Event Role (may only be played by Events)<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Starting Event<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Cause<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Effect<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Concluding Event<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &#8230;<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Agent Role (may only be played by Agents)<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Living Thing Role (may only be played by a Living Thing)<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Human Social Role (may only be played by a Human)<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Friend of/has Friend<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Professional Role<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Manager of/Managed by<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Colleague of/Colleague of<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Team-mate of/Team-mate of<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Familial Role<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;Parent of/Child of<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp; Sibling of<br />&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; Group Agent Role</strong></strong><span style="font-weight: bold;"></span><strong><strong><br />&#8230;.</strong></strong></p>
</blockquote>
<p />
<p>Note: The<br />
properties of the class, Role should specify the basic semantics for<br />
binding instances of other classes to and from Roles so that they can<br />
&quot;occupy&quot;<br />
those Roles such that all Things have&nbsp; particular Role-properties so<br />
that they may be either the &quot;Source of&quot; or &quot;Target of&quot; appropriate Role<br />
instances. It should also specify additional properties that apply only<br />
to Roles and for connecting them to possible &quot;Inverse Role,&quot;<br />
&quot;Equivalent Roles,&quot; &quot;Non-Equivalent Roles,&quot; &quot;Pre-Requisite Roles,&quot;<br />
&quot;Compatible Roles,&quot; &quot;Incompatible Roles,&quot; etc.&nbsp; Thus for example we might have:</p>
<blockquote><p><strong>(Class Thing<br />&nbsp; &nbsp; &#8230;.<br />&nbsp; &nbsp; isRolePlayerOf (Role)<br />&nbsp; &nbsp; isRoleTargetOf (Role)<br />&nbsp; &nbsp; &#8230;)</p>
<p></strong></p>
<p><strong>(Class Role<br />&nbsp; &nbsp; &#8230;<br />&nbsp; &nbsp; hasRolePlayer (Thing)<br />&nbsp; &nbsp; hasRoleTarget (Thing)<br />&nbsp; &nbsp; hasInverseRole (Role)<br />&nbsp; &nbsp; hasEquivalentRole (Role)<br />&nbsp; &nbsp; hasNonEquivalentRole (Role)<br />&nbsp; &nbsp; isRolePlayerOf (Role)<br />&nbsp; &nbsp; isRoleTargetOf (Role)<br />&nbsp; &nbsp; hasPreRequisiteRole (Role)<br />&nbsp; &nbsp; hasCompatibleRole (Role)<br />&nbsp; &nbsp; hasIncompatibleRole (Role)<br />&nbsp; &nbsp; &#8230;)</strong></p>
</blockquote>
<p><>
<p>Note: In the above class and properties pseudocode, Roles can in fact play other Roles and be targets of other Roles. This is an additional benefit of using Roles that enables even more expressive power in our ontology. For example, it enables us to precisely model a statement such as, &quot;Sue is the Manager-Of the Manager-Of Joe&quot; by making an instance, A, of the Manager Role that hasRolePlayer = Sue and hasRoleTarget = another Manager Role instance, B, that hasRolePlayer = A, and hasRoleTarget = Joe. This kind of indirection cannot be easily modeled if we simply use properties, rather than Role classes, to represent relations. While this benefit may not be important to many applications, it is useful to have from the perspective of designing a fully expressive ontology, and in particular for text-mining and reasoning applications.</p>
<p>The use of Roles as a design pattern is a much richer approach to<br />
modeling the world than<br />
we see in simple ontologies such as FOAF (&quot;Friend of a Friend&quot;) in<br />
which the meaning of most predicates is not defined ontologically using<br />
classes. By adopting the above suggested design pattern ontologies<br />
can become richer, easier to develop and extend, and easier to reason<br />
on and integrate in the future. It would be easy to add a Role class to FOAF, and would make the ontology far richer. </p>
<p></></p>
<p>For more detailed examples of how to model Roles, as well as a terrific Upper Ontology to build on, I would suggest looking at the latest versions of the <a href="http://www.cs.utexas.edu/users/mfkb/RKF/clib.html">University of Texas Clib ontology</a>, which, by the way, is open-source and based on the principles in this article. You can view all the current builds <a href="http://www.cs.utexas.edu/users/mfkb/RKF/tree/download-clib.html">here</a>. In particular, I would suggest <a href="http://www.cs.utexas.edu/users/mfkb/RKF/tree/CLib-core-office.owl">looking at the OWL version</a>, which is a scaled-down subset of the full ontology (which is in KM, a more expressive axiomatic language). I have contributed a large number of classes and relations to this version of the CLIB so feel free to ask me questions if you would like to discuss this further. Please note that this ontology is still evolving, so if you build on it, you might want to let us know and keep up with changes by checking the builds frequently.</p>
<p>&nbsp;</p>
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		<title>My &quot;A Physics of Ideas&quot; Manifesto has been Published!</title>
		<link>http://www.novaspivack.com/science/my-a-physics-of-ideas-manifesto-has-been-published?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=my-a-physics-of-ideas-manifesto-has-been-published</link>
		<comments>http://www.novaspivack.com/science/my-a-physics-of-ideas-manifesto-has-been-published#comments</comments>
		<pubDate>Mon, 01 Nov 2004 19:15:53 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=538</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/my-a-physics-of-ideas-manifesto-has-been-published' addthis:title='My &#34;A Physics of Ideas&#34; Manifesto has been Published!' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Change This, a project that helps to promote interesting new ideas so that they get noticed above the noise level of our culture has published my article on &#8220;A Physics of Ideas&#8221; as one of their featured Manifestos. They use an innovative PDF layout for easier reading, and they also provide a means for readers [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/my-a-physics-of-ideas-manifesto-has-been-published' addthis:title='My &#34;A Physics of Ideas&#34; Manifesto has been Published! ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/my-a-physics-of-ideas-manifesto-has-been-published' addthis:title='My &quot;A Physics of Ideas&quot; Manifesto has been Published!' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p><a href="http://www.changethis.com">Change This</a>, a project that helps to promote interesting new ideas so that they get noticed above the noise level of our culture has published my article on &#8220;A Physics of Ideas&#8221; as one of their <a href="http://www.changethis.com/7.PhysicsOfIdeas">featured Manifestos</a>. They use an innovative PDF layout for easier reading, and they also provide a means for readers to provide feedback and even measure the popularity of various Manifestos.  I&#8217;m happy this paper is getting noticed finally &#8212; I do think the ideas within it have potential. Take a look.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/my-a-physics-of-ideas-manifesto-has-been-published' addthis:title='My &quot;A Physics of Ideas&quot; Manifesto has been Published! ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Idea: Driving Through Virtual Soundscapes</title>
		<link>http://www.novaspivack.com/technology/idea-driving-through-virtual-soundscapes?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=idea-driving-through-virtual-soundscapes</link>
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		<pubDate>Sun, 29 Aug 2004 01:21:48 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=573</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/idea-driving-through-virtual-soundscapes' addthis:title='Idea: Driving Through Virtual Soundscapes' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>This is an idea for a new way to navigate interactively through large audio sets, such as collections of thousands of music tracks, and to automatically or interactively learn and evolve interesting trajectories through such spaces. For each track, choose a representative location (by default, in the middle of the track) and make a 2.5 [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/idea-driving-through-virtual-soundscapes' addthis:title='Idea: Driving Through Virtual Soundscapes ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/idea-driving-through-virtual-soundscapes' addthis:title='Idea: Driving Through Virtual Soundscapes' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>This is an idea for a new way to navigate interactively through large audio sets, such as collections of thousands of music tracks, and to automatically or interactively learn and evolve interesting trajectories through such spaces.</p>
<p><span id="more-573"></span></p>
<p>For each track, choose a representative location (by default, in the middle of the track) and make a 2.5 second soundbite. This will represent an audio &#8220;icon&#8221; for the track; it should be representative of the nature of the track. </p>
<p>Next, tile a virtual 2D space with audio icons. There are many possible tiling algorithms. One would be to tile tracks such that tracks with similar bpm&#8217;s and keys are closer to one another; another might be by artist, or by genre, or by recording date, or by album, or by popularity ratings of the tracks, or by several of these measures.</p>
<p>Next, create a virtual vehicle that can move through this audio space. This vehicle is the &#8220;audio cursor&#8221; &#8212; whatever it is located on in the audio space is played. The audio cursor can be moved by the listener using a navigation input device (such as a mouse, trackpad, or the iPod trackwheel). In particular, it can be turned left or right in the virtual 2D landscape, and its velocity could also be changed with something functioning like a gas pedal. It might also have the ability to go forward or reverse. An ideal interface would be a car-cockpit input device those that are now sold for use with PC racing car games (steeringwheel, pedals, shifter, etc.). </p>
<p>Next, let the user &#8220;drive&#8221; through the audio landscape. </p>
<p>Randomly choose a starting point in space and start playing it. As the listener changes direction (via the trackwheel) it crossfades between current clip and next adjacent clip in space. Thus until the user has fully changed direction onto an adjacent clip both clips are played with the volume and fade weight adjusted in proportion to the direction of travel. This has the effect that the clip you are turning away from moves to correct surroundsound location and the volume fades out, while the clip you are turning towards moves to the correct surroundsound location and the volume fades in. </p>
<p>For simplicity around every location in audio space there are 8 directions, corresponding to 8 clips that are considered to be adjacent to it. Also the universe wraps around as well. The same clip can also be in many places in the space at once (so that it can be linked logically from other clips). In other words, there is no restriction that a clip can only exist in one location (although this could be enforced if desired). </p>
<p>Next, run genetic algorithms on the landscape to organize the clips in the best ways (thematically, or by genre, or according to mood, etc.). Imagine that this virtual audio landscape actually has geography and topography &#8212; corresponding to genres (location) and ratings or bpm (elevation). </p>
<p>Also imagine that users could create roadways through this space. Roadways evolve over time as a path is traveled more frequently. These roadways correspond to &#8220;playlists.&#8221; As listeners travel through the space they leave imprints that decay slowly over time. The more frequently users traverse a location in space the &#8220;deeper&#8221; or &#8220;stronger&#8221; the imprint at that location. As users navigate provide them with feedback about the intensity of the imprint at their current location &#8212; as well as the intensity of the imprint at each adjacent location around them. Ideally users should be able to sense both the cumulative imprint intensity at any location as well as the rate of change of the imprint intensity; and perhaps a momentum measurement that combines the two. This feedback should be used such that it influences the listener&#8217;s direction as they traverse the space: based on imprints, users should tend to navigate from the current track to the more highly imprinted adjacent tracks, thus reinforcing linkages between the most popular directions at each junction in space. Alternatively, links could established between each track and its adjacent tracks in order to separate the measure of track popularity and direction popularity. To accomplish this, let there be a directional link in each direction between each pair of adjacent tracks in space. Now simply adjust the weight of each link according to how frequently it is traversed. Next, it is possible to automatically adjust link weights as a function of node (track) states &#8212; such that the links adjust to favor the more popular tracks. The above methods of evolving paths through space are similar to ant-derived &#8220;scent-trail&#8221; collaborative rating schemes.</p>
<p>Automatically save the trajectory that a user takes in each driving/listening session as a playlist. Allow users to name their playlists. At every junction between 2 tracks, search all playlists to see if any playlists contain a matching sequence that traverses the nodes. Show the names of any found playlists graphically as alternative paths to take from the current node. In other words, when at any node, the user can see what playlists intersect with that node and then choose to &#8220;follow path&#8221; of any playlist they are interested in from that point. </p>
<p>To further enhance the listening experience consider combining all of the above with 3D visualization or immersive VR simulation, in which the user is literally navigating in a shared persistent 2D or 3D audio space, along with perhaps millions of other users. You could then travel with your friends, or go to a place where there were lots of others gathered (a live performance or new release perhaps), or even follow someone (a &#8220;DJ&#8221;) on a tour or trajectory. You could also choose your direction in the landscape using both auditory and visual cues &#8212; this is especially important for providing &#8220;distance vision&#8221; in the audioscape (not practical through audio due to caucophany issues!) &#8212; so while you can only hear the track you are playing and the track (if any) you are leaving or turning from, you can see visual representations of certain qualities of more distant tracks around you &#8212; perhaps elevation, color, texture, weather, light, and other features of a simulated landscape. You could then intuit that in a given direction the listening experience changes in a qualititave way, such as getting more groovy, or more peaceful, or going towards a certain mood or genre, etc. </p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/idea-driving-through-virtual-soundscapes' addthis:title='Idea: Driving Through Virtual Soundscapes ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Idea: GRASP &#8212; The Statistics Portal</title>
		<link>http://www.novaspivack.com/technology/idea-grasp-the-statistics-portal?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=idea-grasp-the-statistics-portal</link>
		<comments>http://www.novaspivack.com/technology/idea-grasp-the-statistics-portal#comments</comments>
		<pubDate>Wed, 25 Aug 2004 18:39:55 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=577</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/idea-grasp-the-statistics-portal' addthis:title='Idea: GRASP &#8212; The Statistics Portal' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>If you&#8217;ve ever tried writing a business plan, you know what a chore it is to locate statistics about industries, markets and products. While there are many market research firms that charge huge sums for their reports on particular segments, one quickly realizes that the wide degree of variance in their statistics means that just [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/idea-grasp-the-statistics-portal' addthis:title='Idea: GRASP &#8212; The Statistics Portal ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/idea-grasp-the-statistics-portal' addthis:title='Idea: GRASP &#8212; The Statistics Portal' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>If you&#8217;ve ever tried writing a business plan, you know what a chore it is to locate statistics about industries, markets and products. While there are many market research firms that charge huge sums for their reports on particular segments, one quickly realizes that the wide degree of variance in their statistics means that just getting reports from one source is not very useful &#8212; one really needs to see all the statistics normalized across all the sources that project them about a market. For example, if writing a business plan for a collaborative software application, you need stats from IDC, Gartner, Forrester, and several other sources in order to estimate the average value across them all. </p>
<p>The same is true not just for writing business plans, but for all kinds of research and reporting that requires the use of statistics. But nobody has the time or budget to buy or even just read all the reports that are constantly coming out all over the place. So the problem is that:<br />
- Statistics are too hard to find<br />
- Reports containing statistics are expensive<br />
- Statistics are not normalized</p>
<p>One solution to these problems would be the creation of a new kind of search portal specifically for finding statistics: The Global Reports and Statistics Portal (&#8220;GRASP&#8221;)</p>
<p><span id="more-577"></span></p>
<p>GRASP would enable any party publishing statistics to register their statistics in a normalized taxonomy on the portal, via a Web-based data-entry form or Excel upload. These could then be centrally searched by Web users. This would make it possible to easily locate any statistic, or all statistics, about any topic or set of topics of interest.</p>
<p>For example, if you wish to add a statistic to the database such as &#8220;Percent of Bloggers who use Typepad&#8221; you would fill out a form that would:<br />
- Classify the statistic in a normalized taxonomy of relevant topics, industries, organizations, markets, regions, etc.<br />
- Name the statistic with a title<br />
- Provide the value of the statistic<br />
- Provide the units of the statistic<br />
- Provide the applicable time period, geographic regions, demographic segments, or other coverage of the statistic<br />
- Link to any related statistics (statistics it depends on, is derived from, that depend on it, are derived from it, act.)<br />
- Link to any reports, publications or other resources that explain the statistic in more detail<br />
- Include description, comments, footnotes, citations, URLs, and other annotations about the statistic<br />
- Link to profile(s) of the Source(s) for the statistic. (Every source needs to be profiled so that authenticity and accuracy of statistics can be verified)<br />
- Link to profile of party entering the statistic.<br />
- Add any keywords or other search terms relevant to the statistic</p>
<p>Anyone could enter statistics into GRASP:<br />
- Publishers of research reports could enter their own statistics as a way to promote their reports. People could find the statistics and then buy the reports for more data.<br />
- Individuals who have reports or read articles citing statistics could enter statistics they find and attribute them to the appropriate sources. Parties who enter statistics would do so for the public good, just as people enter statistics into the Wikipedia &#8212; there could potentially be some sort of benefit to those parties as well, such as reputation, or even perhaps some sort of advertising revenue sharing on the portal, or affiliate sales commissions on reports that are sold via clicks from statistics they enter into the system.</p>
<p>On top of this a community and annotation system would enable discussions to take place around the context of any statistic, set of statistics or topic area in the system. This could provide valuable feedback, sentiment and peer review around the data in the system.</p>
<p>The benefits of GRASP would be that it would become possible to do a central search for statistics from all sources on any subject. So you could easily get all market size projections for a given market segment across all the major analyst firms that cover that segment, without having to pay huge sums of money to buy all their reports (when all you want is just a simple statistic!). The research analyst firms might initially object to having their stats quoted in GRASP because they might fear that it would detract from their sales (some parties buy their expensive reports simply because they need their stats, not because they need all the prose in those reports). But my hypothesis is that in fact the primary customers of these analyst firms will still buy the full reports because they are interested in the strategic guidance, not just the statistics. In fact GRASP might even help increase sales of such reports.</p>
<p>GRASP could become an important research tool and search engine, like Google, but for statistics. I suggest that GRASP be structured like the Wikipedia, or even as part of the Wikipedia &#8212; as an open-source community project. Alternatively, it could be done as a commercial venture &#8212; and could even employ legions of offshore data-entry people to find and constantly enter and profile the latest statistics from various reports (government reports, commercial reports, academic studies, etc.).</p>
<p><a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2004/08/starting_a_chan.html">Minding the Planet Channel Mob</a></p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/idea-grasp-the-statistics-portal' addthis:title='Idea: GRASP &#8212; The Statistics Portal ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Messages in DNA: You Saw it Here First</title>
		<link>http://www.novaspivack.com/science/messages-in-dna-you-saw-it-here-first?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=messages-in-dna-you-saw-it-here-first</link>
		<comments>http://www.novaspivack.com/science/messages-in-dna-you-saw-it-here-first#comments</comments>
		<pubDate>Tue, 10 Aug 2004 07:09:17 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=587</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/messages-in-dna-you-saw-it-here-first' addthis:title='Messages in DNA: You Saw it Here First' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>In August of 2003, I posted an article that suggested the SETI folks ought to look at our own DNA to see if there happens to be a hidden message from aliens in there waiting to be discovered. Putting a message in human DNA, particularly in the junk DNA regions, is guaranteed (a) not to [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/messages-in-dna-you-saw-it-here-first' addthis:title='Messages in DNA: You Saw it Here First ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/messages-in-dna-you-saw-it-here-first' addthis:title='Messages in DNA: You Saw it Here First' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>In August of 2003, I posted an <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2003/08/human_libraries.html">article</a>  that suggested the SETI folks ought to look at our own DNA to see if there happens to be a hidden message from aliens in there waiting to be discovered. Putting a message in human DNA, particularly in the junk DNA regions, is guaranteed (a) not to degrade significantly over long periods of time and (b) to be found by humans when we reached a suitable level of technological development, and (d) to go with each of us wherever we went on earth and beyond. So, thinking like an alien, DNA would be a much better place to leave a message for future humans than just about anywhere else. Now, the well-known science writer, Paul Davies has come up with the <a href="http://www.mg.co.za/Content/l3.asp?ao=120036">exact same suggestion.</a></p>
<p>By the way, I wouldn&#8217;t be surprised if we look and actually find just such a message. Most likely it will read, &#8220;Property of Microsoft Corporation, patent-pending&#8221; or something to that effect.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/messages-in-dna-you-saw-it-here-first' addthis:title='Messages in DNA: You Saw it Here First ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>How to Save the Upcoming Elections from Terrorism Alert Manipulation</title>
		<link>http://www.novaspivack.com/uncategorized/how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation</link>
		<comments>http://www.novaspivack.com/uncategorized/how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation#comments</comments>
		<pubDate>Mon, 09 Aug 2004 00:00:47 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Uncategorized]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=590</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/uncategorized/how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation' addthis:title='How to Save the Upcoming Elections from Terrorism Alert Manipulation' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>There has been much recent discussion lately about alleged evidence that the Bush administration is issuing terrorist alerts for political gain. While I am not taking a position on this issue, I do have a suggestion that could eliminate any doubts, and in the process protect our upcoming elections. In order to prevent the possibility [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/uncategorized/how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation' addthis:title='How to Save the Upcoming Elections from Terrorism Alert Manipulation ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/uncategorized/how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation' addthis:title='How to Save the Upcoming Elections from Terrorism Alert Manipulation' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>There has been much recent discussion lately about <a href="http://juliusblog.blogspot.com/2004_08_01_juliusblog_archive.html">alleged evidence</a> that the Bush administration is issuing terrorist alerts for political gain. While I am not taking a position on this issue, I do have a suggestion that could eliminate any doubts, and in the process protect our upcoming elections.</p>
<p>In order to prevent the possibility that national terrorism alerts might be issued for political gain by an incumbent Presidential administration, the right to issue or imply terrorism alerts and the right to postpone elections, should be given to a bi-partisan committee. This policy change should be instituted immediately. 
</p>
<p><span id="more-590"></span></p>
<p>
The Bush administration repeatedly claims that it is not using terrorism alerts for political gain. If this is the case, they should be happy to accept this proposed policy change. If the present administration refuses to endorse such a change in policy, we should then rightfully question their motives for not wanting to do so. </p>
<p>The President, the current White House administration, and its appointees in DHS and various defense and intelligence agencies should not have the right to issue a terrorism alert or interfere with the electoral process in any way, without prior 2/3 majority approval by a bi-partisan committee. Violation of this policy should have serious consequences &#8212; such as potential impeachment proceedings and/or forfeiture of an election. </p>
<p>This is the only way to <i>guarantee</i> that the threat of terrorism is not used for political gain, for example, during the upcoming elections, such as in <a href="http://www.villagevoice.com/issues/0428/mondo7.php">this scenario</a>. </p>
<p>I should also note that the Bush administration (or any incumbent administration) would benefit from doing this in that it would help to restore their credibility on this issue. It would also benefit the nation by removing doubt about the veracity of terrorism alerts.</p>
<p>If you are concerned about this issue, please pass this idea onwards to people you know who might be able to get this to key policymakers fast. This idea could very well help to save the upcoming elections, and our democracy.</p>
<p><a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2004/08/starting_a_chan.html">Minding the Planet Channel Mob</a></p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/uncategorized/how-to-save-the-upcoming-elections-from-terrorism-alert-manipulation' addthis:title='How to Save the Upcoming Elections from Terrorism Alert Manipulation ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>A New Blogging Feature: Automated &quot;Social Syndication&quot; Networks</title>
		<link>http://www.novaspivack.com/technology/a-new-blogging-feature-automated-social-syndication-networks?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=a-new-blogging-feature-automated-social-syndication-networks</link>
		<comments>http://www.novaspivack.com/technology/a-new-blogging-feature-automated-social-syndication-networks#comments</comments>
		<pubDate>Mon, 02 Aug 2004 21:35:23 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Technology]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/?p=610</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/a-new-blogging-feature-automated-social-syndication-networks' addthis:title='A New Blogging Feature: Automated &#34;Social Syndication&#34; Networks' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Here&#8217;s an idea I&#8217;ve had recently that is related to the Meme Propagation experiment (see posts below on this blog for more about that ongoing experiment). The concept is for a new, meme-based, way to syndicate content across blogs. Here&#8217;s how it might work: 1. You join a &#8220;meme syndication network&#8221; by joining at a [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/a-new-blogging-feature-automated-social-syndication-networks' addthis:title='A New Blogging Feature: Automated &#34;Social Syndication&#34; Networks ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/a-new-blogging-feature-automated-social-syndication-networks' addthis:title='A New Blogging Feature: Automated &quot;Social Syndication&quot; Networks' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>Here&#8217;s an idea I&#8217;ve had recently that is related to the Meme Propagation experiment (see posts below on this blog for more about that ongoing experiment). The concept is for a new, meme-based, way to syndicate content across blogs. Here&#8217;s how it might work:</p>
<p>1. You join a &#8220;meme syndication network&#8221; by joining at a central site. You get an account where you can profile your blog. You also set your blog&#8217;s syndication inputs &#8212; a set of other blogs that are also in the network that you are willing to automatically syndicate content from. </p>
<p>2. When  you complete this, you are given an automatically generated HTML element containing a script to put in your blog sidebar, or anywhere else in your layout. This script is auto-generated for you from a central site that manages the network. The script automatically displays short excerpts for blog postings (pieces of microcontent) that have been &#8220;picked up&#8221; by your site from your registered &#8220;inputs&#8221; in the network. You place this script in your layout.</p>
<p>3. In the area created by the script in your site, you see a listing of blog postings that have been syndicated to your site from your inputs. You can post to your network by going to your account at the central network site and posting (or copying in the URL for anything you want to post) there. Any network-member sites that treat your node in the network as an &#8220;input&#8221; will then *automatically* pickup your posting and display it on their page. 
</p>
<p><span id="more-610"></span></p>
<p>
Using this method, you might for example, post an article and suddenly have it appear syndicated across hundreds of sites that are downstream from you in the network. Your posting would cascade from node to node, via the network of nodes that directly or indirectly treat your node as an input. </p>
<p>Postings to the network would last for a certain number of hours or days and then expire. Furthermore, each member&#8217;s posting list would only have room to display perhaps 20 headlines in a list form, and preference would be given to postings that are more recent and from nodes that are closer to them in the network. Perhaps postings that were more popular could somehow last longer too, and get higher preference in listings. In this way the network would act as a natural filter. </p>
<p>Now, let&#8217;s just add one more feature. The postings that are syndicated in this manner could be similar to the Meme in the Meme Propagation experiment. Meaning that they could have an unique GUID on them so that you could easily find all places where the meme occurs. Better, yet, they could be actual objects &#8212; so the actual posting is syndicated, rather than a copy of it. Thus when people comment on it at different blogs, they are all really commenting on the same underlying data object &#8212; so all comments and activity around the posting are part of the original posting (this is in contrast to the way many blogs do citations &#8212; where each citation to a posting is really a new posting and comments that are added to it go directly onto it rather than onto the original posting, which causes fragmentation of the conversation).</p>
<p>So this concept provides for a means to syndicate memes across a social network of blogs that opt-in to auto-syndicate content from one another. A meme posted to your node could quickly appear across numerous downstream nodes in your network &#8212; effectively increasing your footprint for that posting. The central site could then track the statistics of memes in the network, administer the lifespans of memes, and provide useful overviews to the community.</p>
<p>Anyone want to code this? Let me know. I want to use it!</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/a-new-blogging-feature-automated-social-syndication-networks' addthis:title='A New Blogging Feature: Automated &quot;Social Syndication&quot; Networks ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Proposal For A New Constitutional Amendment: A Separation of Corporation and State</title>
		<link>http://www.novaspivack.com/best-articles/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state</link>
		<comments>http://www.novaspivack.com/best-articles/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state#comments</comments>
		<pubDate>Thu, 29 Jul 2004 06:36:12 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/best-articles/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state' addthis:title='Proposal For A New Constitutional Amendment: A Separation of Corporation and State' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>by Nova Spivack Originally published on July 28, 2004; Updated on October 10, 2011 http://novaspivack.com Should there be a Constitutional Separation of Corporation and State? Today our American democracy faces a new threat to its integrity, a threat even greater than terrorism in the long-term. This threat is the corporation. In this essay I propose [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/best-articles/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state' addthis:title='Proposal For A New Constitutional Amendment: A Separation of Corporation and State ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/best-articles/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state' addthis:title='Proposal For A New Constitutional Amendment: A Separation of Corporation and State' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>by Nova Spivack<br />
Originally published on July 28, 2004; Updated on October 10, 2011</p>
<p>http://novaspivack.com</p>
<p><strong>Should there be a Constitutional Separation of Corporation and State?</strong></p>
<p>Today our American democracy faces a new threat to its integrity, a threat even greater than terrorism in the long-term. This threat is the corporation. In this essay I propose that it may be time to introduce a new principle into our democracy and a new amendment to our Constitution &#8211; a formal &#8220;Separation of Corporation and State.&#8221;</p>
<p>To illustrate this point, consider an earlier &#8220;separation&#8221; that has been essential to our democracy &#8212; the Separation of Church and State. What would America be like if the Constitution did not provide for the separation of Church and State? Would it be a nation that protects and celebrates freedom, equality and pluralism? Or would it be a nation, not so unlike those presently under the sway of fundamentalism, run by religious lobbies, religious police, and fanatical extremists?</p>
<p>I have nothing against religion &#8211; in fact I am religious myself &#8211; but I don&#8217;t think religion should have anything to do with government, or vice-versa. This is in fact one of the key ideas in our Constitution. Many of our Founding Fathers were deeply religious, but they recognized the need to make a clear distinction between their religious ideals and their political ideals. Thus over time a Constitutional separation of Church and State was formed &#8212; a separation that would not only protect the integrity and objectivity of government, but also that of religious institutions.</p>
<p>However, although they were well-aware of the risks of mixing politics and religion, our nation&#8217;s early Constitutional scholars were not as concerned with the risks of mixing politics and business. And why should they have been? At the time corporations were not nearly as independent or influential as monarchies and the Church. They were not considered threats. It would not be until later in the Industrial Age that corporations became a serious political force to reckon with. But one might well wonder whether our Constitution would have included protections against corporate influence had corporations been more of a force at the time it was devised.</p>
<p>Today corporations are becoming the single most powerful force shaping our societies and governments. While corporations have great potential to benefit society and even governments, they are entirely selfish entities &#8211; they have no accountability to the public, and no responsibility to ensure the public good. A government that is influenced by corporations can easily become a government that caters to corporations, a government that is effectively run by corporations. Such a government is not representative of its people anymore. It is therefore not a democracy.</p>
<p>Corporate influence on government, if not carefully regulated, is a threat to democracy. It is a threat to the American way of life. This threat to democracy may not be as dramatic as terrorism, but in the long-term it may be far more damaging to society. In fact this threat was foreseen by some of our most visionary leaders:</p>
<blockquote><p>&#8220;The liberty of a democracy is not safe if the people tolerate the growth of private power to a point where it becomes stronger than their democratic State itself. That, in its essence, is Fascism &#8212; ownership of government by an individual, by a group or by any controlling private power.&#8221;<br />
&#8211; Franklin D. Roosevelt</p></blockquote>
<p>Because this threat was impossible to envision at the time our nation was formed, our Constitution was not designed with specific countermeasures and as a result our leaders, our government, our democracy, and our citizens, are presently without protection from political influence and manipulation by corporate interests. The danger of this is that our government may be run by corporations, or at least key decisions may be based on commercial interests. But is it democratic for national decisions to be driven by corporations that are only responsible to their shareholders? Are We The People represented by the corporate decision-makers and politicians they fund?</p>
<p>Are we living in a true democracy when many of our highest elected officials continue to receive money from, and hold stock in, large corporations they formerly worked for, or may work for when they are out of office? Are we living in a true democracy when our leaders are able to award lucrative no-bid contracts to their former employers? Are we living in a true democracy when public policy is influenced by corporate-backed political lobbies that spend millions of dollars to influence key decisions and elections? Are we living in a true democracy when the same people who start and run our wars also benefit financially from lucrative military industrial contracts? Is this ethical? Is this what our Founding Fathers intended, or is our Shining City on the Hill starting to get a bit tarnished?</p>
<p>I ask you then: Is it time to modify the Constitution to specifically provide for a formal &#8220;Separation of Corporation and State&#8221; in our democracy? And if we don&#8217;t take action, can our democracy survive?</p>
<p>One viewpoint on the matter is that we should not enforce a specific Separation of Corporation and State but rather seek to provide ethical guidelines to corporations and politicians &#8212; in other words, we should simply trust politicians and business people to maintain ethical boundaries and act appropriately. But can we really rely on them to self-regulate? Can we trust the foxes to guard the hens? After all if politicians require corporate endorsements and funding, or at least the absence of corporate interference, to win elections and stay in power, and if corporations in turn require political influence to cut costs, increase profits and beat the competition, can we really trust them to not do deals with one another?</p>
<p>As America and the world enter the twenty first century there appears to be a blurring of the distinction between capitalism and democracy. Many Americans, let alone others around the world, may not even be aware that there is any distinction at all! In fact, capitalism is not a form of government &#8211; it is an economic framework while democracy is not an economic framework, it is a social system. They are not one entity, they are two complementary systems. While they are often found together and have the potential for profound symbiosis (and in fact cannot really thrive without one another), neither is a sufficient substitute for the other.</p>
<p>For example running a corporation exclusively according to the rules of democracy is probably not good for the bottom line, but neither is running a nation exclusively according to the rules of capitalism good for society. These two forces must be balanced appropriately. In a corporation, democracy must take second place (although I argue elsewhere that perhaps corporations should be at least more democratic than they presently are). In a society however, democracy must take first place; it must never be overwhelmed by capitalist interests.</p>
<p>If there was no separation of Church and State in America, both our government and religious institutions would suffer. Similarly, in the case of the tension between capitalism and democracy, the only viable, sustainable, and effective path is to maintain a very precise balance. If this balance is not maintained, neither democracy nor capitalism can function with full effectiveness and everyone loses in the long-run. Short-term thinkers may gain temporary benefits by taking advantage of imbalances of this nature, but only at the expense of the many, and ultimately even at their own expense.</p>
<p>From the perspective of John Stuart Mill, who advocated the philosophy of &#8220;the greatest good for the greatest number,&#8221; we must not give in to the temptation to seek short-term gain at the expense of long-term sustainability. Ensuring that this does not happen is essential to the sustainability both of democracies and free markets. Unrestrained capitalism is a cancer &#8211; ultimately it consumes everything in its path.</p>
<p>At the same time, unrestrained democracy can easily devolve into socialism and economic gridlock &#8211; the death of the free market economy, and stunted growth. Only a very delicate, precise, and carefully enforced balance between capitalism and democracy can ensure both long-term homeostasis AND growth &#8211; a sustainable civilization.</p>
<p>The issue of the Separation of Corporation and State runs deep &#8211; it is not only our problem, it is everyone&#8217;s problem because America is now leading the world. Our American democracy is the template for new democracies, an example for others to follow. And now that we are in the business of seeding new democracies it is even more important that we practice what we preach. What kind of democracies are we really making in other countries? And what kind of democracy are we ourselves really living in now? What kind of standard &#8211; what kind of a template &#8211; are we providing for others who would emulate us?</p>
<p>What makes this nation so great is that it stands for something &#8211; it always has. We stand for freedom, we stand for equality, we stand for justice, we stand for tolerance, we stand for opportunity, we stand for human rights, we stand for democratic principles &#8211; and in fact, we stand for balance.</p>
<p>Balance between opposing agendas, opposing priorities, opposing points of view, has always been the heart of our nation&#8217;s underlying philosophy. This willingness to live by, and fight for, these basic rights and principles is what has made us great, what has given us moral authority on the world stage. It is also what has made the idea of America &#8211; our cultural <em>meme</em> &#8211; so contagious. If we forget this balance or fail to preserve it, we may lose everything we have worked for, everything we have attained, and the whole world will lose alongside us. What a lost opportunity that would be.</p>
<p>Americans need to think about this issue carefully. The very heart of American democracy and capitalism is balance. To preserve this balance, we must adapt and evolve our nation in the face of change. Today that balance is threatened &#8211; some would argue it is already gone &#8211; due to corporate influence over the political process. In other words, our nation is at risk of losing its heart.</p>
<p>The question is not therefore, &#8220;should there be a Separation of Corporation and State&#8221; but rather &#8220;how can we realistically and practically ensure a Separation of Corporation and State?&#8221; Should we add new protections to the Constitution in some way? Should we legislate? Should we simply &#8220;let the market sort it out&#8221; or trust our leaders and corporations to self-regulate and do the right thing?</p>
<p>I am a dedicated capitalist; I have benefited from the free market and I believe in self-organization, creative chaos, and bottom-up emergent solutions to complex distributed problems. So I would not advocate restraining capitalism to such an extent that it loses its edge. Capitalism is a reflection of nature, of evolution itself &#8211; a basic creative process that leads to innovation, growth, optimization, and development that can benefit individuals and societies in incalculable ways.</p>
<p>Without capitalism democracies lack energy and cannot thrive, grow, innovate and reproduce. Yet at the same time, I believe deeply in democracy and the basic principles that America stands for. Without democracy &#8211; true democracy &#8211; capitalism becomes malignant, destructive, and cannibalistic.</p>
<p>I would not want to live in a non-capitalist society &#8211; how boring, how complacent, how uninspiring and uncreative that would be. But neither would I want to live in a world controlled by corporations that are solely conditioned by profit motives &#8211; that would be a world raped of every natural resource, polluted to the point of being uninhabitable, commercialized and dumbed-down to the point of total conformity and cultural decay &#8212; a world completely for sale and thus completely sold out.</p>
<p>Because neither of these extreme futures &#8212; democracy without capitalism, or capitalism without democracy, is acceptable, I believe it is time to really address this issue of the Separation of Corporation and State as a society, and as a marketplace. Because if we don&#8217;t find a new balance between capitalism and democracy we will lose both.</p>
<p>But is it too late? Is it futile to address this issue? Some would argue the Great Sell-Out happened long ago. Others might even go so far as to suggest that it is not even a meaningful question anymore &#8212; that nations are no longer the primary actors in the world, but rather that we have already begun evolving a new world order that transcends nations altogether &#8211; a world governed by interacting transnational corporations &#8211; what we might call <em>corpocracies</em> that are the new units of civilization. But I hope that&#8217;s not the case. I believe we still have a chance at restoring the balance we&#8217;ve lost.</p>
<p>It is not too late to save democracy. We can and must evolve our democratic system to adapt and survive in a world of giant global corporations. While it is impossible to prevent interactions between government and corporations, or between our political leaders and corporate entities, we may be able to find ways to protect governments and politicians from corporate influence.</p>
<p>What would be some concrete steps to implement this proposed separation of corporation and state? As a first step, I think there should be a serious effort to revise or eradicate the concept of corporate personhood.</p>
<p>Beyond that, we could perhaps require that government officials sever their financial relationships to corporations while they serve in office, and perhaps even for a year or more after their service ends (provided the government still pays them during that grace period). For example it might be considered unethical and unacceptable for a top government official to leave office and immediately go to work for a major lobbying firm, or to receive huge payments for speaking or doing other favors for corporations, at least within some period of time after they serve in office.</p>
<p>In the case of certain high elected or appointed officials such as presidents, vice-presidents, members of Congress and the House of Representatives, cabinet members, chief regulators, and Supreme Court justices, the rules might even be a bit stricter. For instance, in the case of Supreme Court justices for instance, it might be time to require that not only they, but even their spouses, should have no financial connections to corporate influences.</p>
<p>A more moderate approach would be to allow financial connections to corporations while serving in a top government role, but simultaneously to more tightly regulate and monitor them &#8212; even for some time after a person serves at a high level in government.</p>
<p>We could also apply stricter controls to corporations and how they fund political lobbies and campaigns, and how they promote and sell products and services to the government. What these controls might actually be, and how to police them, is a topic for further thinking and debate.</p>
<p>These are just a few example ideas, and I&#8217;m sure much better solutions could be proposed. Beyond merely pointing out the imperative we face, and providing some examples, I do not have the answer, I do not know the formula for the balance we need to create. This is a question for people far more qualified and knowledgeable than myself to address &#8211; a question for our political leaders, our business leaders, our political scientists and Constitutional scholars, and our community activists.</p>
<p>But one thing is certain: The separation of corporation and state, or lack thereof, is an issue which will have the most profound effect on our nation, our society, and the rest of the world. It is perhaps the key challenge that America must address as we enter the twenty-first century.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/best-articles/proposal-for-a-new-constitutional-amendment-a-separation-of-corporation-and-state' addthis:title='Proposal For A New Constitutional Amendment: A Separation of Corporation and State ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>A Physics of Ideas: Measuring The Physical Properties of Memes</title>
		<link>http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=a-physics-of-ideas-measuring-the-physical-properties-of-memes</link>
		<comments>http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes#comments</comments>
		<pubDate>Thu, 08 Jul 2004 22:03:16 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/a-physics-of-ideas-measuring-the-physical-properties-of-memes</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes' addthis:title='A Physics of Ideas: Measuring The Physical Properties of Memes' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>by Nova Spivack, http://www.novaspivack.com Original: July 8, 2004 Revised: February 5, 2005; February 28, 2010 (Permission to reprint or share this article is granted, with a citation to this Web Page: http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes) This paper provides an overview of a new approach to measuring the physical properties of ideas as they move in real-time through information [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes' addthis:title='A Physics of Ideas: Measuring The Physical Properties of Memes ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes' addthis:title='A Physics of Ideas: Measuring The Physical Properties of Memes' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p><strong>by Nova Spivack, http://www.novaspivack.com</strong></p>
<p><strong>Original: July 8, 2004</strong></p>
<p><strong>Revised: February 5, 2005; February 28, 2010<br />
</strong></p>
<p><strong>(Permission to reprint or share this article is granted, with a citation to this Web Page: http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes</strong><strong>)</strong></p>
<p><em>This paper provides an overview of a new approach to measuring the physical properties of ideas as they move in real-time through information spaces and populations such as the Internet. It has applications to information retrieval and search, information filtering, personalization, ad targeting, knowledge discovery and text-mining, knowledge management, user-interface design, market research, trend analysis, intelligence gathering, machine learning,organizational behavior and social and cultural studies.</em></p>
<p><strong>Introduction</strong><strong> </strong></p>
<p>In this article I propose the beginning of what might be called <em>a physics of ideas</em>. My approach is based on applying basic concepts from classical physics to the measurement of ideas &#8212; or what are often called <em>memes</em> &#8212; as they move through information spaces over time.</p>
<p>Ideas are perhaps the single most powerful hidden forces shaping our lives and our world. Human events are really just the results of the complex interactions of myriad ideas across time, space and human minds. To the extent that we can measure ideas as they form and interact, we can gain a deeper understanding of the underlying dynamics of our organizations, markets, communities, nations, and even of ourselves. But the problem is, we are still remarkably primitive when it comes to measuring ideas. We simply don&#8217;t have the tools yet and so this layer of our world still remains hidden from us.</p>
<p>However, it is becoming increasingly urgent that we develop these tools. With the evolution of computers and the Internet ideas have recently become more influential and powerful than ever before in human history. Not only are they easier to create and consume, but they can now move around the world and interact more quickly, widely and freely. The result of this evolutionary leap is that our information is increasingly out of control and difficult to cope with, resulting in the growing problem of information overload.</p>
<p>There are many approaches to combating information overload, most of which are still quite primitive and place too much burden on humans.  In order to truly solve information overload, I believe that what is ultimately needed is a new <em>physics of ideas</em> &#8212; a new micro-level science that will enable us to empirically detect, measure and track ideas as they develop, interact and change over time and space in real-time, in the real-world.</p>
<p>In the past various thinkers have proposed methods for applying concepts from epidemiology and population biology to the study of how memes spread and evolve across human societies. We might label those past attempts as &#8220;macro-memetics&#8221; because they are chiefly focused on gaining a macroscopic understanding of how ideas move and evolve. In contrast, the science of ideas that I am proposing in this paper is focused on the micro-scale dynamics of ideas within particular individuals or groups, or within discrete information spaces such as computer desktops and online services and so we might label this new physics of ideas as a form of &#8220;micro-memetics.&#8221;</p>
<p>To begin developing the physics of ideas I believe that we should start by mapping existing methods in classical physics to the realm of ideas. If we can treat ideas as ideal particles in a Newtonian universe then it becomes possible to directly map the wealth of techniques that physicists have developed for analyzing the dynamics of particle systems to the dynamics of idea systems as they operate within and between individuals and groups.</p>
<p>The key to my approach is to empirically measure the<em> meme momentum </em>of each meme that is active in the world. Using these meme momenta we can then compute the <em>document momentum</em> of any document that contain those memes. The momentum of a meme is a measure of the force of that meme within a given space, time period, and set of human minds (a &#8220;context&#8221;). The momentum of a document is the force of that document within a given context.</p>
<p>Once we are able to measure meme momenta and document momenta we can then filter and compare individual memes or collections of memes, as well as documents or collections of documents, according to their relative importance or &#8220;timeliness&#8221; in any context.</p>
<p>Using these techniques we can empirically detect the early signs of soon-to-be-important topics, trends or issues; we can measure ideas or documents to determine how important they are at any given time for any given audience; we can track and graph ideas and documents as their relative importances change over time in various contexts; we can even begin to chart the impact that the dynamics of various ideas have on real-world events. These capabilities can be utilized in next-generation systems for knowledge discovery, search and information retrieval, knowledge management, intelligence gathering and analysis, social and cultural research, and many other purposes.</p>
<p>The rest of this paper describes how we might attempt to do this, some applications of these techniques, and a number of further questions for research.</p>
<p><strong>Background</strong><strong></strong></p>
<p>Before I go into the details of my proposal, a little background maybe relevant. In 1993 I worked as an analyst at Individual, Inc. Individual&#8217;s business was to provide filtered strategic business intelligence to the top decision-makers of major corporations. In that job I was part of a sophisticated information filter. Individual used artificial intelligence to automatically collect news and other content from thousands of sources in real-time. Their system then filtered this  information into news feeds tailored to the strategic interests of their customers.</p>
<p>It was a two-phase system. First the computers sorted incoming content into topic-oriented buckets. Next these buckets of potentially interesting articles were routed to a team of human analysts with expertise in the relevant topic areas. The analysts would go through the articles in the buckets to prioritize them, remove duplicates or items that had come through in previous articles as well as items that did not belong, and add in any items that should be included. Finally the analysts would place the most strategically relevant articles from these various buckets into newsfeeds for each customer. Thus the humans were a very important part of the algorithm &#8212; they provided the intuition, knowledge, prioritization and trend detection capabilities of the system. This combination of machine and human filtering resulted in very high-quality strategic newsfeeds for their customers.</p>
<p>As one of Individual&#8217;s analysts, what this meant in practical terms was that every night from about 8 PM until 1 AM I had to personally read through around 1600 news articles. My beat was emerging technology, software, broadband, online-services, multimedia and satellite applications. It was a challenge to merely read through, let alone make sense of, such a volume of information every night.Furthermore, not only did I have to figure out what was important and how to prioritize it for each of the approximately 20 global corporations that I filtered for, but I also had to remember if I had ever seen and published anything about a given subject before in the previous year. By trial and error I gradually evolved a solution to this problem and this in turn led me to formulate the ideas that are the foundation of this paper.</p>
<p>The human brain is incredibly adept at recognizing patterns &#8212; and in particular we are tuned to detect subtle changes in size, mass and velocity. Many examples of this can be found in nature &#8212; for example in frogs. Frogs have interesting visual systems. They are tuned to focus on things that move. They are most sensitive to size and velocity, but they also notice changes in velocity. Things that are small and that don&#8217;t move are not of particular interest to them. Things that move in erratic ways are most interesting. But human brains are far more sophisticated &#8212; we don&#8217;t merely detect the size and velocity of things, we track changes in momentum. Momentum relates the &#8220;mass&#8221; or &#8220;size&#8221; of things to the way in which they change or move over time. What is important about momentum is that a low-mass thing moving quickly can have just as large a momentum as a large-mass thing moving slowly. In other words, we can detect small but &#8220;hot&#8221; emerging trends as well as large but gradual trends. We are extremely sensitive to momentum.</p>
<p>What I realized at Individual back in 1993 was that the way I figured out what articles to prioritize was not so different from how a frog finds flies to eat &#8212; but more sophisticated. I realized that I filter information according to the momenta of ideas &#8212; how the various memes in the articles I was reading were growing and moving through space and time in the culture I lived in and the communities I was interested in.</p>
<p>Human brains are highly sophisticated momentum detectors &#8212; our brains are constantly filtering billions of inputs and patterns in real-time and computing their momenta in order to differentiate signal from noise and to attenuate to what is most important at any given time. Furthermore as trends in the world emerge,grow, peak and fade away, so do their momenta, and we are able to very sensitively detect these changes in momentum in real-time,adjusting our priorities and attention accordingly. There is nothing magical about this process: it can be modeled mathematically,  and  therefore there is good reason to believe that computers can eventually be made to do this as well.</p>
<p><strong>Memes</strong><strong></strong></p>
<p>The Physics of Ideas is the science of micro-memetics &#8212; a science of the micro-level dynamics of individual memes. It is therefore necessary to define what we mean by the term &#8220;meme&#8221; (pronounced &#8220;meem&#8221;)? &#8212; basically, a meme is any replicable idea. More formally, a decent definition of a meme is:</p>
<p>&#8220;/meem/ [coined on analogy with `gene' by Richard Dawkins] n. An idea considered as a {replicator}, esp. with the connotation that memes parasitize people into propagating them much as viruses do. Used esp. in the phrase `meme complex&#8217; denoting a group of mutually supporting memes that form an organized belief system, such as a religion. This lexicon is an (epidemiological) vector of the `hacker subculture&#8217; meme complex; each entry might be considered a meme. However, `meme&#8217; is often misused to mean `meme complex&#8217;. Use of the term connotes acceptance of the idea that in humans (and presumably other tool- and language-using sophonts) cultural evolution by selection of adaptive ideas has superseded biological evolution by selection of hereditary traits. Hackers find this idea congenial for tolerably obvious reasons.&#8221; (Definition from: <a href="http://www.worldwideschool.org/library/books/tech/computers/TheHackersDictionaryofComputerJargon/chap35.html">The Hacker&#8217;s Dictionary</a>)</p>
<p>Memes are essential to the way the human brain processes ideas and how it decides what is important. We are basically &#8220;meme processors&#8221; &#8212; we are &#8220;life-support systems for memes&#8221; to put it another way. To use a computer analogy, our physical bodies are like the hardware and operating system, and our minds &#8212; the dynamical activity and state of this hardware &#8212; are like the software applications and content running on the hardware. Our minds could be viewed as systems of interacting memes &#8212; complex systems of ideas that interact within us, and across our relationships.</p>
<p>Memes are capable of spreading across human social relationships via human interactions, and via human usage of static storage vehicles such as printed media, audio or video, and digital storage media &#8212; they are highly &#8220;communicable.&#8221; (And soon, as I have proposed <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2004/06/minding_the_pla.html">in other articles</a>, with the coming Semantic Web memes will be able to spread and interact without needing humans at all &#8212; machines will be able to process them on their own).</p>
<p><strong>The Media is the Mirror</strong><strong></strong></p>
<p>Before we can measure the physical properties of memes, we need a way to identify the memes we are interested in analyzing. We can identify memes by analyzing textual media such as document collections, wire services, and the Web.</p>
<p>The memes within text appear to be dormant &#8212; they are frozen digital representations. They do not move or reproduce on their own &#8212; they need help from humans (for the moment). But by inference, static textual representations of memes provide a mirror of the actual &#8220;active memes&#8221; that are taking place in the minds of the people who author and consume that media. What this indicates is that by analyzing textual media we are not merely looking at the memetic properties of text, we are looking at the memetic properties of people&#8217;s minds and of organizations, societies and cultures. In a sense, by selectively choosing the right media we can make a virtual focus group &#8212; we can see what people in this group are thinking.</p>
<p>The media is a mirror of our minds and cultures. By analyzing suitably selected information sources (for example, &#8220;all news articles from USA newspapers&#8221;) we can effectively focus on a reflection of the memes that are actually present within the minds of humans in a particular place, time, industry, community, demographic, etc. The more we know about the information sources, the more we can infer about the memes we find, and thus the memes taking place within the minds of the people who interact with those information sources.</p>
<p>The simplest approach to identifying memes in textual media is to simply pre-specify a list of memes we are interested in and to then search for any matching strings. For example we might be interested in measuring memes related to a particular trend, such as &#8220;Java technology,&#8221; so we could compile a list of terms related to Java and then use search techniques to locate all instances of those terms. We can then measure their properties.</p>
<p>A more sophisticated approach than specifying interesting memes in advance is to discover them empirically by analyzing text to see what&#8217;s there. To do this we might automatically identify nouns or noun-phrases and then measure their dynamics to see whether they are interesting enough to warrant further analysis. There are many existing computational liguistics techniques for isolating parts of speech and linguistic expressions.</p>
<p>Each of these nouns or phrases is a potential meme (we may consider them to all be actual memes or we may filter for only those memes that exhibit dynamics in space and time that meet our threshold for what constitutes &#8220;interesting&#8221; or &#8220;memelike&#8221; behavior. Another, more brute-force approach, would be to simply analyze every noun and phrase in a document or corpus for any that exhibit &#8220;memelike&#8221; dynamics in order to discover memes empirically instead of specifying them and then gathering their stats.</p>
<p>We can use various standard methods from text-mining and natural language processing to do a smarter job of identifying memes (for example, we can use stemming to consolidate various forms of the same word, we can use translation to consolidate expressions of the same meme in different languages, and we can use conceptual clustering and even ontologies to consolidate different memes that are equivalent to the same underlying meme). But for now, we can start by identifying memes in a simple way &#8212; the same way we might identify &#8220;topics&#8221; or &#8220;keywords&#8221; in a document. Once we can do this we can then measure the physical properties of those memes as they move through time and various spaces of interest.</p>
<p>(Note: We don&#8217;t necessarily have to analyze every document in a corpus to gather valid statistics for memes within it. We can use random sampling techniques for arbitrary degrees of accuracy if we wish to optimize for faster results and less computation. Instead of analyzing every occurance of each meme, we can analyze a statisically valid sample of the corpus.)</p>
<p><strong>The Physics of Ideas</strong><strong></strong></p>
<p>I suggest that the physics of ideas will be quite similar, if not equivalent to, the physics of the natural world. Everything in the universe emerges from the same underlying laws, even memes. The intellectual processes taking place within our own minds, as well as across our relationships and social organizations are similar to the dynamics of particle systems, fluid flows, gasses, and galaxies. We should therefore be able to map existing physical knowledge to the memescape, the dimension of memes.</p>
<p>Here are a set of basic measurements of the physical properties of memes and documents:</p>
<p>(Author&#8217;s Note, February 28, 2010: My latest thinking on this topic has evolved considerably from when this article was originally written in 2005. Instead of viewing memes as classical particles, I now think it is probably more accurate and useful to model them as physical waves or fields. At any given location (a media outlet, or a geographic place, or a person or document) every meme can be represented as a vector at any given time. In any case, regardless of the particular physical model we choose to map to memetics, the key point here is that it should be possible to make such a mapping from physics to memetics. This is a testable hypothesis. For example, select a certain mapping and generate some measurements about the higher order dynamics of memes, and then see if we can make testable predictions from those. Through such a process it should be possible to experimentally test and verify whatever mapping we choose, to find mappings that are most useful and accurate. Once we choose a mapping from physics to memetics that works, it could be an extraordinarily powerful tool for making sense of what is going on in the world, and particularly on the Web. I leave it to the physicists among us to come up the correct model, mappings, and experiments. In addition, since the original date of publication, social media has become an enormous playing field for memes and particularly rich source of data for measuring and mapping meme dynamics. In addition to documents we may also think of people and their lifestreams as sources of memetic data for measuring memes. Below is the original proposed mapping &#8212; which primarily was a classical physical model, focused on documents only.)</p>
<p><strong>- <span style="text-decoration: underline;">Absolute meme mass</span> = how &#8220;large&#8221; the meme is. There are various ways to come up with a measure of mass for memes and I don&#8217;t claim to have come up with the only, or even the best, way to do so. This is still a subject for further investigation. However, to begin, one approach at least is to interpret the mass as the total number of times a meme is mentioned in the corpus since the beginning of time to the present. However, it has been pointed out that this interpretation will cause the mass to increase over time. Still, it may be a useful interpretation, and in this paper I will use it provisionally. Another and perhaps better possibility, is to quantify the relative importance of particular memes in advance (for example by having analysts rate the terms that are most important to them) and to use these values as the mass of those memes.  Note: When computing meme mass, we can choose to count repeat mentions or ignore them &#8212; doing so has slightly different effects on the algorithm. We can also, if we wish, get more fancy and look at clusters of memes (via semantic network indexing or entity extraction, for example) that relate to the same concepts in order to compute &#8220;concept-cluster momenta&#8221; but that is not required.</strong></p>
<p><strong>- <span style="text-decoration: underline;">Absolute meme velocity</span> = how fast the meme is moving in the corpus in the present time interval = The rate of occurrences (or &#8220;mentions&#8221;) of the meme per unit time (minutes, hours, days, etc.) in a given time interval.</strong></p>
<p><strong>- <span style="text-decoration: underline;">Absolute meme momentum</span> = the force or importance of the meme in the corpus = the meme&#8217;s absolute mass x the meme&#8217;s absolute velocity</strong></p>
<p><strong>- <span style="text-decoration: underline;">Relative meme mass</span> = the mass of a meme within a subset of documents or data in the corpus representing some set of interests. (Note: we call a subset of mutually co-relevant documents a &#8220;reference frame&#8221; or a &#8220;context.&#8221;) such as a set of interests, a particular period in time, etc. (rather than in the entire corpus).</strong></p>
<p><strong>- <span style="text-decoration: underline;">Relative meme velocity</span> = the velocity of a meme within a reference frame.</strong></p>
<p><strong>- <span style="text-decoration: underline;">Relative meme momentum</span> = the relative meme mass X the relative meme velocity.</strong></p>
<p>On the basis of these we can then compute derivatives such as:</p>
<p><strong>- <span style="text-decoration: underline;">Absolute meme acceleration</span> = how the absolute meme velocity is changing in the entire corpus = The change in absolute velocity per unit time of the meme in the corpus.</strong></p>
<p><strong>- <span style="text-decoration: underline;">Relative meme acceleration</span> = the change in relative velocity of a meme.</strong></p>
<p><strong>- <span style="text-decoration: underline;">Absolute meme impulse</span> = the change in importance per unit time = the change in a meme&#8217;s absolute momentum.</strong></p>
<p><strong>- <span style="text-decoration: underline;">Relative meme impulse</span> = the change of a meme&#8217;s relative momentum.</strong></p>
<p>Next, we use the above concepts to look at sets of memes, for example documents:</p>
<p><strong>- <span style="text-decoration: underline;">Absolute document momentum</span> = the force or importance of a document in the entire corpus = the sum of the absolute momenta of each meme that occurs in the document.  (Note: we may choose to count or ignore repeat occurrences of an article in different locations or at different times &#8212; this has different effects).</strong></p>
<p><strong>- <span style="text-decoration: underline;">Relative document momentum</span> = the force or importance of a document within a reference frame = the sum of the relative meme momenta in the document. This is a more contextually sensitive measure of document momentum &#8212; it couples momentum more tightly with a context, such as a particular query or time interval, or demographic segment.  (Note: we may choose to count or ignore repeat occurrences of an article in different locations or at different times &#8212; this has different effects).</strong></p>
<p><strong>- <span style="text-decoration: underline;">Hybrid document momentum</span> = a measure of momentum that combines both relative and absolute measurements = either relative mass X absolute velocity or absolute mass X relative velocity.</strong></p>
<p><strong>How To Analyze a Corpus Using These Methods</strong><strong></strong></p>
<p>We can then apply the above measurements to entire corpora (collections of documents). This enables us to empirically rank the ideas occurring in the corpus in any interval of time. Furthermore it enables us to rank and prioritize documents in the corpus according to their momenta within any time interval &#8212; in other words, how representative they are of &#8220;important&#8221; or &#8220;timely&#8221; ideas within any time interval.</p>
<p>To do this, first we must create an index of stats for all memes we are interested in. We can use the above mentioned techniques for identifying memes to do this. For each meme we identify, we create a record in our index that lists the stats we find for it by source location and time. We then analyze our text sources and update the records in this table (for a historical analysis we do this all at once; for a real-time analysis we do it continuously on an ongoing basis or in batches). As new instances of memes are found we append the corresponding records in the index.</p>
<p>We can now use these statistics to plot memes and documents according to our measurements of meme and document mass and velocity. This enables us to segment the memes or documents according to the various possible configurations of these dimensions. Each of these configurations has a useful meaning, for example a document with low absolute mass, moderate or high relative mass, high absolute velocity and high relative velocity contains &#8220;newly emerging trends of interest to the current context&#8221; whereas a document with high absolute mass, low relative mass, high absolute velocity and low relative velocity contains &#8220;established large trends that are not very relevant to the current context.&#8221;</p>
<p>By looking at the impulse (the change in momentum) we can also chart the direction of these trends (increasing or decreasing). Memes that have high positive impulse are becoming more &#8220;important&#8221; than those with lower impulses. This enables us to determine whether memes are &#8220;heating up&#8221; or &#8220;cooling off&#8221; &#8212; a meme is heating up if it is important and timely and has positive impulse.</p>
<p>Thus documents that have high document momenta contain memes that have high meme momenta &#8212; in other words they are representative of whatever ideas happen to be most important now. Tomorrow, when the momenta of various memes may have changed, the same documents might have different document momenta.</p>
<p>These techniques provide a way to rank documents that is in some respects like Google&#8217;s algorithm, except that it works for all types of information &#8212; not just information that is highly interlinked with hotlinks or citations but even for flat text &#8212; and it is capable of arbitrary resolution in time and space. For example, Google is basically estimating document popularity &#8212; or effectively, endorsements implied by citations &#8212; for each query. Google determines the rank of a page in a set of results by estimating the community endorsement of that page as implied by the number of relevant pages that link to it. Using the proposed physics of ideas however we can accomplish the same thing in a different and possibly better way &#8212; we can now compute the &#8216;<em>potential</em> community value&#8217; of a document &#8212; without actually requiring links in order to figure that out. Instead, we can determine the relative strength of the ideas (the memes) that are present in the document and compare them to the memes that are present in the community of documents that are relevant to the keywords in our query.</p>
<p>For example, we do a query for &#8220;space tourism&#8221; and get back 6,830,000 documents in Google. Next we compute the above stats for each of those documents. We then rank the documents returned by this query according to their relative document momenta. This has the effect of ranking the documents according to the strengths of memes that are particularly of interest to the community represented by the query results. Thus it enables us to rank the resulting documents for our &#8220;space tourism&#8221; query to favor those documents that contain the highest momentum memes relative to set of memes that matter to the community &#8212; in other words the documents that contain ideas that are most &#8220;timely for the community&#8221; would appear higher. So this is a way to figure out not just what is <em>relevant</em> but what is <em>important</em> or in other words <em>timely</em> at a given point in time to people with a given set of interests.</p>
<p><strong>Example Applications</strong><strong></strong></p>
<p>Using the above techniques we can use momentum to provide a more sensitive way to filter any collection of information objects for which we can gather stats representing mass and velocity. There are numerous useful applications of doing this. Below I describe some of them.</p>
<p><strong>Filtering E-Mail</strong><strong></strong></p>
<p>For example, one might filter their e-mail using meme and document momenta in order to automatically view messages, people and topics with high momentum, low momentum, growing or declining momentum, etc. One could also use these techniques to data-mine the articles in a news feed or corpus for those that contain the &#8220;hottest trends.&#8221; It could be used to automatically detect &#8220;emerging hot topics,&#8221; &#8220;people to watch,&#8221; &#8220;companies to watch,&#8221; &#8220;products or brands to watch&#8221; etc. When ever you send a message the system measures the memes in that message and updates a special meme-stats index called &#8220;my interests&#8221; which just has the meme-stats for memes in messages you send. All incoming e-mail messages you receive can then be ranked according to their document momenta with respect to the meme momenta in the &#8220;my interests&#8221; index. This e-mail filter is automatically adaptive &#8212; as you send messages it learns what your current interest priorities are and this is reflected in changing meme momenta, even as your interests shift over time. These updated momenta are then used to filter incoming mail. So your mail filter learns what is important to you as you work and adapts to focus on your current priorities and interests, without you having to teach it. It just learns and adapts to model your current interests as you work.</p>
<p><strong>Media Analysis</strong><strong></strong></p>
<p>Beyond just that, these techniques can be used to perform more precise media analysis &#8212; for example they can be applied to measure the success of an advertising or marketing campaign by correlating the campaign placements with changes in momentum of the memes for the brand or product in the media.</p>
<p><strong>Predicting Changes to a Stock Price</strong><strong></strong></p>
<p>We can also use these techniques to make predictions &#8212; for example, we can correlate meme-momenta for memes related to a company with technical properties of its financials and stock price and then make predictions about price changes by analyzing news articles to detect changing meme-momenta related to the company. We can also do pure statistical correlations between meme momentuma and stock momenta for example. The financial news media is like a mirror reflecting what is taking place in the markets &#8212; but investors also use this mirror to decide what to do in the markets. So by measuring what appears in this mirror we can predict what investors are likely to do next.</p>
<p><strong>Prioritizing Search Results and Implicit Query Expansion</strong><strong></strong></p>
<p>We can also use these techniques to prioritize Internet search results &#8212; or any search results for that matter. For example, a set of Web documents can be prioritized by their document momenta, such that those that represent the memes that are currently the hottest can score higher &#8212; in other words, documents that are currently more timely can score higher than those that are less timely, and documents that are more timely yet less relevant (on a keyword level) can be ranked higher than those that are less timely but more keyword-relevant.</p>
<p>For example, suppose you search for &#8220;Asian restaurant.&#8221; If the meme &#8220;Vietnamese food&#8221; is currently in vogue in the media, meaning that it has higher momentum currently, then documents about restaurants that contain &#8220;Asian&#8221; or &#8220;restaurant&#8221; and that contain &#8220;Vietnamese food&#8221; will score higher than those that only mention &#8220;Asian&#8221; or &#8220;restaurant&#8217; and &#8220;Chinese food&#8221; (assuming that Chinese food currently has a lower momentum). But this could change later as trends change. In other words, although we searched for &#8220;Asian food&#8221; we ended up getting documents ranked not merely by the keywords &#8220;Asian food&#8221; but by what topics related to Asian food have highest momentum today. This is a form of &#8220;implicit query expansion&#8221; and &#8220;implicit filtering.&#8221; In other words the system can prioritize search results for you according to the present momenta or in other words, the timeliness, of memes that occur in them. So it can show you the documents that are likely to be most important to you NOW in light of current trends and events, versus just the documents that have the best keyword relevancy.</p>
<p><strong>Market Research</strong><strong></strong></p>
<p>To make things even more interesting, we can add additional arguments to our &#8220;Rank of item&#8221; function and our meme-stats table &#8212; for example, not just a measure of mentions but also a measure of &#8220;hits&#8221; &#8212; hits on a meme increase whenever a document containing the meme is viewed. We can also add another dimension to represent the spatial distribution of memes. This will enable us to track the vectors of memes through time and space. We can do this by associating each source (each publisher) with a geographic location. We then segment our meme-stats table by geography to break out the momentum of each meme in each geographic region. This enables us to do things like filter documents by &#8220;how important they are to people in New York.&#8221;</p>
<p>By adding further dimensions &#8212; such as demographic profiles gleaned for example from the reader-surveys of publishers we can also segment by demographics, so we can even filter documents by &#8220;how important they are in the last month to professional, Democratic party affiliated, college educated, women in New York City who earn a median household income of $100,000.&#8221;</p>
<p>By adding still one more dimension to measure &#8220;sentiment&#8221; for each mention of a meme (as a function of the positive or negative language occurring near it or better yet, about it), we can even start to rank memes according to the percent of members of a given population that support or oppose them.In other words, this system can be used to empirically measure what polls and focus groups do informally. The notion here is that by selecting media sources that are representative of the community you are interested in understanding, you can then view memes and meme data relative to that group. You can also do this in the other direction, simply look to discover what memes have interesting stats for the group your are interested in. Another use of this technology might be to analyze intellectual history by computing meme-stats from historical documents or past news articles.</p>
<p>We can also leverage the fact that meme dynamics can be corellated with those of other memes to determine dynamical dependencies amongst them. This enables us to determine that some memes postively or negatively reinforce others. It also enables us to discover sets of related memes &#8212; such that we can learn that stats on a given meme should be inherited by related &#8220;child memes&#8221; in an automatically or manually generated taxonomy of memes.</p>
<p><strong>Measuring and Mapping Ideas in the Semantic Web</strong><strong></strong></p>
<p>We could also reference metadata about the semantics of various memes we can even filter for various types of memes &#8212; such as &#8220;memes related to vehicles&#8221; or &#8220;memes representing people&#8221; or &#8220;memes representing products ,&#8221; etc. This enables us to start measuring ideas as they occur and interact on the emerging Semantic Web &#8212; but not just particular memes, even conceptual systems of memes that are interacting or somehow ontologically related. By linking with an ontology, for example, we can track the momentum of all memes related to &#8220;American cars&#8221; versus those for &#8220;German cars.&#8221; The ontology enables inferences that help us find all memes that represent types of cars and classify them by nationality of manufacture.</p>
<p><strong>Intelligence Analysis</strong><strong></strong></p>
<p>These techniques might even be used to detect signs of potential terrorism, and to &#8220;get inside the minds&#8221; of various people or groups of interest &#8212; simply analyze the meme-stats for memes in documents they create or view to automatically generate a profile of the main ideas currently occupying their minds. Next by tracking this over time you can start to plot trajectories and make predictions. Intelligent agents can then be trained to notice &#8220;interesting&#8221; patterns in these trajectories and alert analysts as needed.</p>
<p><strong>Advertising Targeting</strong><strong></strong></p>
<p>The same methods could be used to better target advertisements or recommendations to users. Knowing what memes are currently most important to a party enables better personalization and targeting. In this case a Web site could track what memes are hottest for a given user account &#8212; derived from what pages they view and what messages they write or respond to. This data could then be used to augment the users&#8217; interest profile with more dimensions of detail about each interest &#8212; such as how timely it is to the user, what particular nuances are specifically interesting, what their sentiment is. This could result in less irrelevance and spam for users and better results for marketers.</p>
<p><strong>Knowledge Discovery</strong><strong></strong></p>
<p>Now what gets interesting is the above methods can be used on both directions. We can use them to ask questions about memes we are interested in and we can also use to empirically discover memes we <em>should</em> be interested in within any corpus. So for example we can just empirically compute meme momenta and document momenta in any collection of information and then filter for whatever dynamics we are interested in, for example, &#8220;hot new emerging trends to watch.&#8221;</p>
<p><strong>A New Kind of Portal</strong><strong></strong></p>
<p>Using these methods it is possible to build a new kind of portal that provides a window into the collective mind of the planet (or any community of interest). It would show what people within the desired segment think is important over time. We could watch an animation on it of how memes for &#8220;Jihad&#8221; have spread, or for how those for a technology like &#8220;Java&#8221; have spread versus those for &#8220;Microsoft .Net,&#8221; or how a particular war is currently viewed by the public in different states or different demographic segments. A user could &#8220;drill down&#8221; into any meme to see it&#8217;s stats, all articles where it was mentioned, and related items on the Web, and maybe even products etc.</p>
<p><strong>Open Questions &amp; Directions for Further Research</strong><strong></strong></p>
<p>It is important to note that these simple physical concepts could be taken much further. For example, using the above approach we should be able to determine the &#8220;gravity of a meme&#8221; or of a document or any set of memes or documents. We can then start to model the shape of memetic manifolds &#8212; the shape of space-time for ideas. We can also start to look at systems of memes as fields. Perhaps there may even be applications of fluid dynamics, relativity theory, or even quantum mechanics to what is taking place in the memescape &#8212; but today we are just taking baby-steps, just as Newton and the early natural philosophers did long before us. We need to begin to simply have the ability to measure memes and their basic interactions before we can go on to higher levels of analysis. I leave it to the physicists among us to take this to the next level of formalism &#8212; would anyone like to try their hand at formalizing the above proposed equations for the physics of ideas, or perhaps proposing even better ones?</p>
<p>There are a number of open questions I am still thinking about that suggest opportunities to refine these techniques. In particular, should we normalize documents somehow so that large documents don&#8217;t have an unfair advantage over small documents (because large documents have more terms in them and thus have higher document momenta)?</p>
<p>Another question is whether or not we should rank documents first by relevance to query, and then within each &#8220;relevancy band&#8221; further rank by document momentum within that band? This has the effect of limiting the impact of momentum versus relevancy &#8212; which may be useful if relevancy is considered to be more important. For example the top 100 most relevant documents are ranked by relevancy and then within that set they are ranked by document momentum and displayed, next the second 100 most relevant documents are ranked by relevancy and then within that set they are ranked by document momentum and displayed, etc.</p>
<p>Another question is whether there is an ideal set of priorities for the various measurement dimensions above with which to rank documents for general searches. We can let users choose their own priorities of course, for example, by letting users set their priorities for various memetic dimensions, we can then tailor our ranking for their needs. Are they just looking for all documents that are relevant to a query, or are they really trying to find documents that are representative of the most timely issues relevant to a query? We might enable users to set their weights for the absolute and relative measurements of documents in order to view different rankings of search results. Better yet, we could simply provide them with natural language filters to apply, such as &#8220;Filter for documents that contain currently hot topics related to this query.&#8221; In other words they can set priorities for the above dimensions in order to favor one dimension over another &#8212; so they might decide that query relevance is most important, document mass is second and velocity is least important. This would translate to a constraint such that it would be more difficult for documents with low relevance to be ranked higher than documents with high relevancy just because they have higher momenta On the other hand, they might want to favor momenta &#8212; for example if they really want to find documents that mention the latest trends related to a query &#8212; in which case we would favor document mass and/or velocity above document relevancy in our ranking. I am still thinking about the best way to handle these tradeoffs. Letting the user set their priorities is one way &#8212; but it may be possible to do a good job of satisfying most people with a particular set of default priorities. What is the best set of default priorities for general use?</p>
<p>There is also the question of how to best represent the &#8220;footprint of a meme&#8221; in geographic space. We can detect mentions of memes and using the above methods we may be able to associate each mention with a particular geography (the geographic region of the publisher and/or the intended audience &#8212; if the source has an audited audience demographic survey &#8212; as most publications that sell advertising do &#8212; then it is easy to associate any memes that occur within its content with particular geography and demography). Now the question is suppose we are tracking a particular meme &#8212; can we determine its geographic trajectory over time? Can we determine the vector of each meme at each sector in a geographic map? And can we represent that in an animated map for exampe, perhaps with something like a fluid flow animation?</p>
<p>Another open area to study is to analyze the higher order distributions of memes in order to automatically detect memes that are &#8220;interesting&#8221; (ie. not &#8220;noise&#8221; according to our priorities). One easy way to do this is to automatically ignore any memes that have a random distribution. We may also want to de-emphasize memes that have regular distributions &#8212; such as memes for which the dynamics have been the same for a reasonanble period of time. In other words, we want to filter for memes that have dynamics which deviate from being predictable or stable (randomness and regularity are both predictable). My hypothesis is that the really interesting memes &#8212; the memes that represent important emerging trends or current hot issues &#8212; will exhibit high volatility. For example, imagine for a moment that we are tracking memes related to &#8220;digital music&#8221; &#8212; if we look back in time there will be a point where the word &#8220;Napster&#8221; suddenly appears &#8212; at first it is a relatively &#8220;small&#8221; meme but gradually it spreads and gains momentum. Then there is a critical point where it begins to grow exponentially. Then it probably levels off for a while or even inflects after the initial hype phase ends. Next another dramatic increase in momentum should be seen around the time of the music industry&#8217;s lawsuits against Napster. Then following the resolution of these we should see Napster fall off dramatically. Later we see momentum increase again as the new commercial version of Napster is announced. This type of pattern is what we are looking for. Can we characterize these patterns well enough that we can detect them automatically?</p>
<p>Perhaps one way to do this is by training a neural network to recognize the types of patterns that interest us &#8212; we could do this for example by taking historical content (such as the last 10 years of the Associate Press) and then telling a neural net what memes are most important to us. The neural net can then learn from this training data. We can then run the neural net on current or more recent news and let it guess what is important to us based on the patterns of past important trends. We can rate these guesses to provide further feedback to improve learning. This approach could be used to train intelligent agents that specialize in detecting particular types of trends &#8212; for example, we could train agents to alert us when a major new technology trend is about to erupt, or when we should invest in a technology stock, or when a company we track is experiencing a major change of some sort, or to tells us when a new competing product emerges or when an existing competing product overtakes our own product, etc. We could also potentially train agents to recognize the early signs of important cultural or political issues, significant changes in sentiment or focus for a given community we are interested in, or even signs of emerging threats.</p>
<p><strong>Are There Ideal Meme Distributions?</strong><strong></strong></p>
<p>Perhaps one of the most interesting questions I have thought about in relation to the physics of ideas is whether or not there are perhaps &#8220;ideal distributions&#8221; of memes that get the best response from humans? In other words, do the higher order distributions of memes that become major trends, or that get the most attention in noisy environments, have similar characteristics? If it turns out that this is the case then it could provide a powerful new technique for advertising, information filtering, and even for user-interface design. I believe we can analyze memes to answer this question. Here&#8217;s how we might do it:</p>
<p>Approach 1: We choose a representative set of memes for major trends. We analyze their higher order distributions in the media. We then attempt to figure out whether these distributions have anything in common that we can isolate. We then search the media for other memes that have distributions with similar properties and test whether they are in fact major trends. We can provide feedback by scoring the output of these trials and using an evolutionary algorithm to evolve successively better filters. Eventually through such a process we can evolve an agent that is good at discovering major trends in the media.</p>
<p>Approach 2: We can do a perceptual psychology experiment to discover and evolve memes that get the most attention. Create a noisy environment in any sensory modality &#8212; let&#8217;s use visual information for the moment. Put 100 human subjects in a room and show them a computer generated slideshow. Our slideshow consists of 100 images. We change slides rapidly. Each slide is shown many times in the course of the slideshow, with a frequency according to one of many different distributions we wish to test. For example, one slide is shown such that it has low mass, low velocity &#8212; a low momentum. Another is shown to have high momentum. Others are shown to vary such that their momentum inflects and is volatile. We can test a number of different momentum curves in this manner &#8212; such as linear or nonlinear momentum growth, etc. At the end of the slideshow we give each subject all the slides and ask them to prioritize them in order of most important to least important &#8212; we ask them to tell us what they think the most important slides in the slideshow were. This effectively tests the various distributions we ran in the experiment to see which ones had the strongest cognitive effect on the subjects. Two weeks or a month later we repeat this rating test to see which distributions have the strongest long-term effect as well. By doing this experiment many times with many distributions we can experimentally determine which memetic distributions have the strongest cognitive impact. The next step would be to test whether the distributions we discover are applicable across sensory modalities &#8212; for example, do the distributions we found for vision also work for the auditory system. My hypothesis is that they do hold across modalities. If this is the case then we have discovered a key underying meta-pattern in the human perceptual system &#8212; the pattern by which humans recognize what to tune their attention to.</p>
<p>There is another interesting and related question to the above experiments: Do certain distributions retain attention better than others? The human perceptual system attenuates to signals very quickly &#8212; we tune out anything regular or predictable and focus on identifying novelty. But what is &#8220;novelty?&#8221; Any new meme that occurs is novel at first, but whether or not it remains novel or gets tuned out is another question. Which meme distributions do NOT get tuned out as quickly, or ever? Is there an optimal way to vary the distribution of a meme such that it continues to remain novel? In thinking about this, are there any meta-patterns to the memes that have gotten your attention in the past? For example, is there something about the way that particular technology trends or celebrities have moved through the media that made them appear to be hotter and more important to you? Having high momentum at a given time is part of this, but it may in fact be the change in momentum over time &#8212; the &#8220;meme impulse&#8221; &#8212; that really makes the difference. For example in my own experience I notice that trends that exhibit exponential growth in momentum quickly get my attention &#8212; but as soon as the growth becomes predictable I lose interest. So it seems that the trends that retain my interest the best are the ones that have more variable graphs &#8212; graphs that are neither random nor regular. Is there an ideal balance between randomness and order? What patterns have this balance &#8212; can we quantify this and define it more concretely?</p>
<p>A better understanding of the cognitive effects of various higher order distributions of memes in various human sensory modalities could be particularly useful for advertisers, marketers, and user-interface designers. An advertiser or marketer could use this knowledge to design campaigns that get the most attention and that are not &#8220;tuned out&#8221; by people as quickly. A user-interface designer could use this information to design interfaces for manging changing information in which the signal-to-noise ratio is optimized so that users can quickly focus on just the most important changing information &#8212; for example the information display of a stock-trading terminal, executive information system, military situation room, or fighter jet cockpit user-interface could perhaps be improved using these principles.</p>
<p><strong>Concluding Remarks</strong><strong></strong></p>
<p>Given that memes are now among the most powerful &#8220;hidden&#8221; forces shaping our individual minds, our relationships, organizations and our world, wouldn&#8217;t it be great if we could really measure them and analyze them empirically?</p>
<p>That is what I hope the basic techniques provided above will help to catalyze. By making this hidden layer visible we can gain a much better understanding of our world. Let me know if you end up using these techniques for anything interesting (and hopefully you will make your ideas open-source too so everyone can benefit).</p>
<p>What these basic techniques provide is a way to measure the movement of ideas in time and space. For example, we can track the trajectories of ideas in our workspaces, our teams, enterprises, cities, nations or interest-communities. We can also track them across geography or any other set of dimensions.</p>
<p>Because we can compute basic physical properties of memes we can start to apply Newtonian physics to analyze them. Perhaps by doing so we can really develop a &#8220;Physics of Memetics&#8221; with which we may begin to predict the outcomes of interactions among memes, the future trajectories of memes, and the influence changes to memes have on events in the so-called &#8220;real world&#8221; and vice-versa. With this in hand we could potentially teach systems to learn to detect memetic patterns of interest to us &#8212; for example the early &#8220;fingerprints&#8221; in the media that indicate the outcome of a proposed act of legislation or a vote, or a stock price, or a political change. We could also use it to detect emerging cultural trends, and to measure and compare the dynamics of brands or competing technologies in various markets in order to predict winners.</p>
<p>By putting this information into the public domain I hope to see these techniques in use as widely as possible. They will provide dramatic benefits in managing large volumes of information, improving knowledge worker and team productivity, and in discovering and measuring trends in communities.</p>
<p>Ultimately, I would like to see this embodied in a &#8220;grand cultural project&#8221; &#8212; a real-time map of the memetic dynamics taking place around the globe. This map would be filterable in order to show relative memetic dynamics in different places, communities, etc., and to show how various memes are spreading and interacting over time around the world. The data would be open and accessible via an open API so that all services that manage information could provide information to it and query it for stats when needed.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/a-physics-of-ideas-measuring-the-physical-properties-of-memes' addthis:title='A Physics of Ideas: Measuring The Physical Properties of Memes ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Superdistribution is the Solution to Digital Piracy and Marketing &#8212; and a Venture Opportunity too!</title>
		<link>http://www.novaspivack.com/technology/superdistribution-is-the-solution-to-digital-piracy-and-marketing-and-a-venture-opportunity-too?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=superdistribution-is-the-solution-to-digital-piracy-and-marketing-and-a-venture-opportunity-too</link>
		<comments>http://www.novaspivack.com/technology/superdistribution-is-the-solution-to-digital-piracy-and-marketing-and-a-venture-opportunity-too#comments</comments>
		<pubDate>Thu, 08 Jul 2004 08:52:46 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/superdistribution-is-the-solution-to-digital-piracy-and-marketing-and-a-venture-opportunity-too' addthis:title='Superdistribution is the Solution to Digital Piracy and Marketing &#8212; and a Venture Opportunity too!' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Forget about DRM and legal action to prevent piracy &#8212; there is a better way: Superdistribution harnesses basic human drives to save money and make money. It&#8217;s more powerful than copy protection, more powerful than ethical arguments, and more powerful even than fear of legal prosecution. A recent article points out that in 2003 around [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/superdistribution-is-the-solution-to-digital-piracy-and-marketing-and-a-venture-opportunity-too' addthis:title='Superdistribution is the Solution to Digital Piracy and Marketing &#8212; and a Venture Opportunity too! ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/superdistribution-is-the-solution-to-digital-piracy-and-marketing-and-a-venture-opportunity-too' addthis:title='Superdistribution is the Solution to Digital Piracy and Marketing &#8212; and a Venture Opportunity too!' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p><i>Forget about DRM and legal action to prevent piracy &#8212; there is a better way: Superdistribution harnesses basic human drives to save money and make money. It&#8217;s more powerful than copy protection, more powerful than ethical arguments, and more powerful even than fear of legal prosecution.</i></p>
<p>A recent <a href="http://www.upi.com/view.cfm?StoryID=20040707-111203-6292r">article</a> points out that in 2003 around one third of all installed software on PC&#8217;s was pirated. Probably an even higher percentage of digital music was pirated. </p>
<p>Piracy comes about because people like to get things as cheaply as possible. When calculating the &#8220;cost&#8221; of getting something, we need to consider not just the pricetag but also the rest of the transaction-cost &#8212; for example the cost in time to locate something, download it, potentially pirate and crack it, etc. To combat piracy, we need to bring the total cost (including all transaction costs) of paying for digital products down to roughly equal or less than than the total cost of pirating those same items. One way to accomplish this is too keep lowering prices of goods. But there are price-points below which sellers lose their margins and thus cannot pass. The problem arises when the total transaction cost of piracy is still less than the lowest commercially-viable total transaction cost to purchase a digital product legitimately. In such a situation piracy flourishes because sellers simply cannot compete by lowering prices any further. So what is a seller to do in that case?</p>
<p>Fortunately there is a solution: Sellers can effectively lower the total transaction cost of purchasing versus pirating by using superdistribution. Superdistribution enables &#8220;peer-to-peer&#8221; marketing and selling. The concept is simple. I buy a product from Seller X and pay price Y for it. But I can then promote it to my friends and if one of them buys it, I get a commission that reduces my price Y for my copy. If they then further distribute the product to their friends and so on down the line to some number of levels, I get further comissions (fractional by social distance of each purchaser from me). This is sometimes called &#8220;network marketing&#8221; and is fully legal in the USA so long as no up-front fees are charged to parties before they can become resellers and start earning commissions (at least this was the law last time I checked &#8212; but do your own research to be safe if you are planning to go into business doing this!). In other words, you don&#8217;t have to buy a product before you can resell it to others and earn commissions &#8212; you can resell it and earn commissions even if you yourself don&#8217;t own it.</p>
<p>In any case, legal subtleties aside, the concept is what matters here. Superdistribution reduces the buyer&#8217;s total transaction cost, and even enables them to potentially get their product for free or even make a profit if enough downline sales result from their referrals. The catch is that it only works in cases where the product is easily superdistributable, and the customer has good enough connections to easily find downline buyers. Finally, it only makes sense in cases where the market is not already saturated &#8212; where there are still lots of potential buyers who haven&#8217;t bought the product yet.</p>
<p>Superdistribution, if done properly, will virtually eliminate piracy. The reason is simple. If you buy a product wouldn&#8217;t you rather get a lower price or get it free or even make money, if you could? Because superdistributing a product has this potential, but giving it away for free does not, parties who buy products are more likely to then superdistribute them than they are to simply give them away for free to their friends. Now what about the case where a party does not buy a product? Superdistribution wins there too because even non-buyers can act as resellers &#8212; in other words, they can make even greater profits than buyers because they didn&#8217;t even spend anything. So in short, if a suitable superdistribution mechanism is provided, people will use it to resell digital products they download and/or buy rather than giving them away to others for free. This is really the solution to the music industry&#8217;s woes &#8212; it is far more effective than any form of digital rights management or legal action. By enabling non-pirates to benefit financially compared to pirates, non-piracy can naturally be brought about for the majority of cases.
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I already just buy music in iTunes and the Apple Music Store instead of pirating it, because the total cost of transactions is lower than the cost of piracy. It simply takes too much time and effort to locate good quality pirated tracks for entire albums that I want. As well as being illegal and unethical, piracy just takes too much work for me to bother with it. But that&#8217;s not the case for everyone &#8212; there are many people who either have more time, are more efficient pirates, or who have more access to a broader selection of pirated goods than I do &#8212; perhaps for them it is worth saving $.99 per song to pirate. Those people are the problem that the music industry and other digital copyright holders have to deal with &#8212; not yuppies like myself who can afford to buy music and for whom the convenience of doing so is worth the price. Superdistribution really would give those people for whom piracy is the cheaper option a new reason not to be pirates. It would also give people like me who are not pirates an incentive to expend extra effor to help market and sell music I buy to others.</p>
<p>And that brings me to the subject of marketing. Superdistribution doesn&#8217;t just solve the problem of distribution, it solves the problem of marketing of digital products by making viral marketing pay. Not only do superdistributors reduce piracy, they also can externalize their marketing costs by enabling their customers to benefit financially by becoming network marketers along their relationships. Marketing via superdistribution along trusted social networks is ultimately a more effective way to market a digital product than any form of &#8220;in your face&#8221; marketing. </p>
<p>To make this really potent &#8212; suppose that the price for a digital product is discounted if you get it from an existing customer/superdistributor rather than if you buy directly from the retailer or a competing source? Then I would have an incentive to buy from my friends, rather than going direct to the source. This benefits the source in that it increases the willingness of people in social networks to consider offers from their friends, and makes it more likely that they will buy from their friends in the network rather than directly from competitors etc. Furthermore my bond to my friends is stronger than my bond to any particular brand or vendor &#8212; so vendors, by transforming social relationships into distribution channels, get stronger relationships with potential and existing customers than they could get by going directly.</p>
<p>So how might this all work? I would suggest that Apple start this off directly within iTunes. Any iTunes user should be able to superdistribute any song they have purchased, or even tracks they have not purchased but that are listed in the Apple Music Store, to any other iTunes user. This would take the form of sending a &#8220;referral&#8221; to that user via email, or better yet, via a built-in iTunes social networking tool. Apple would take care of tracking and awarding commissions and managing the payment and downloading of superdistributed tracks. The end users would simply reap the benefits. This would result in much improved sales for Apple, and an even more compelling reason to use iTunes for end-users. By enabling iTunes users to even superdistribute to non-iTunes users (via regular e-mail or via posting uniquely keyed offer URLs to their Web pages) then Apple could reach an even broader potential market and bring a lot of new customers to their store. </p>
<p>Superdistribution works not only for music of course, but for just about any type of digital product, and even for many types of physical products. But in the case of digital products it is ideally-suited. It is so well-suited that I believe there is a business opportunity for an independent superdistribution portal &#8212; a site where users could get accounts in which to act as buyers and sellers of superdistributed products from a range of vendors. By singing up to such a site anyone could engage in superdistribution with anyone, anywhere, rather than having to use different networks for doing superdistribution for different products and vendors. In such a site I would have a unified digital wallet &#8212; comissions earned from superdistributing product X from vendor A would come into this wallet and could then offset payments I may have made for product Y from vendor B &#8212; in other words, the benefit of superdistribution is able to encompass all my transactions. This independent superdistribution portal would also benefit the original vendors &#8212; it would provide them with a hosted OEM&#8217;d superdistribution infrastructure, at little to no cost to them, in exchange for a cut of any sales made through the system. I think this could be a very viable business. Anyone interested in building it with me? If we could make a working demo, I think I can get it funded.</p>
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		<title>Can Messages Be Sent Backwards in Time?</title>
		<link>http://www.novaspivack.com/science/can-messages-be-sent-backwards-in-time?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=can-messages-be-sent-backwards-in-time</link>
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		<pubDate>Thu, 08 Jul 2004 06:29:58 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Science]]></category>
		<category><![CDATA[Wild Speculation]]></category>
		<category><![CDATA[Fringe]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/can-messages-be-sent-backwards-in-time</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/can-messages-be-sent-backwards-in-time' addthis:title='Can Messages Be Sent Backwards in Time?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Is it possible to send messages backwards in time? This may actually be a testable hypothesis today. Here is a possible way to test it. Let&#8217;s assume this is possible and that at some point in time in the future, humans on earth develop this technology. We can test whether or not this actually will [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/can-messages-be-sent-backwards-in-time' addthis:title='Can Messages Be Sent Backwards in Time? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/can-messages-be-sent-backwards-in-time' addthis:title='Can Messages Be Sent Backwards in Time?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>Is it possible to send messages backwards in time? This may actually be a testable hypothesis today. Here is a possible way to test it. Let&#8217;s assume this is possible and that at some point in time in the future, humans on earth develop this technology. We can test whether or not this actually will happen in the future by constructing a suitable receiving device now, and making its presence known in the global digital landscape such that it becomes part of the historical record. In the future, if and when suitable technology is developed, the inventors at that time may discover the existence of our device in their past and then may attempt to send a message back in time to our device. Of course, if they are smart they will send us instructions to make a better receiver, and possibly even a transmitter. That would get interesting! Similar ideas to this have been proposed by others, including Jack Sarfatti. My approach is as follows:</p>
<p>1. Construct the receiver device. This device needs to be designed such that it could be receptive to potential messages from the future. For example, it could be a highly ordered crystal lattice, or a sensitive measuring device that could detect any changes to a local region of space (such as the temperature of something or the local physical constants or topology of a small area). The challenge is to construct a system that can do this. It would take a lot of thought to come up with the right type of receiver. </p>
<p>2. We then publicize the location of the Receiver in digital online media and the press. This is to ensure that it becomes part of the historical record, so that in the future, anyone searching for &quot;faster than light communication&quot; or &quot;communicating backwards in time&quot; will find our information and learn enough about the receiver to send us a message. </p>
<p>3. Then we just wait and see what happens. If we are lucky, we might receive a message right away. Maybe it will take a while. If we never receive a message we can conclude that either (a) Humans destroyed themselves in our future and there is nobody left to send the message, (b) Humans (or some form of suitably intelligent lie) exist in the future but never develop the technology for sending messages backwards in time, (c) Intelligent beings exist and do develop such technology in the future, but our physics was wrong and they can&#8217;t communicate without our Receiver, (d) Suitably intelligent beings do exist in our future and they do have the technology but for some reason they cannot or will not send us a message (perhaps safety, or the Prime Directive, or fear of changing their own past in uncontrolled ways).</p>
<p>Now the physics of this proposal could be changed &#8212; for example, perhaps there is a better way to construct a receiver. For example, use a satellite and enable it to receive optical messages from some location nearbye for example, or from Earth. But in any case, the basic design of this project could work. But only if widely publicized &#8212; otherwise what is the chance that a future civilization will find out about it and try to make contact?</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/can-messages-be-sent-backwards-in-time' addthis:title='Can Messages Be Sent Backwards in Time? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Smarter Tail Lights for Cars</title>
		<link>http://www.novaspivack.com/technology/smarter-tail-lights-for-cars?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=smarter-tail-lights-for-cars</link>
		<comments>http://www.novaspivack.com/technology/smarter-tail-lights-for-cars#comments</comments>
		<pubDate>Wed, 05 May 2004 10:41:50 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Technology]]></category>
		<category><![CDATA[My Proposals]]></category>

		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/smarter-tail-lights-for-cars</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/smarter-tail-lights-for-cars' addthis:title='Smarter Tail Lights for Cars' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>The &#8220;stop&#8221; lights on the back of a car should change color from red to green depending on whether the car is decelerating or accelerating. This way they can function as both &#8220;stop&#8221; lights and &#8220;go&#8221; lights. This is an idea that was also recently mentioned on Should Exist. However, I would like to add [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/smarter-tail-lights-for-cars' addthis:title='Smarter Tail Lights for Cars ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/smarter-tail-lights-for-cars' addthis:title='Smarter Tail Lights for Cars' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>The &#8220;stop&#8221; lights on the back of a car should change color from red to green depending on whether the car is decelerating or accelerating. This way they can function as both &#8220;stop&#8221; lights and &#8220;go&#8221; lights. This is an idea that was also recently mentioned on <a href="www.shouldexist.org">Should Exist</a>. However, I would like to add that the lights have an additional feature &#8212; they should blink with a frequency proportional to the rate of change of acceleration or deceleration of the vehicle. The faster a vehicle slows down the faster its &#8220;stop&#8221; light blinks red. The faster a&nbsp;vehicle speeds up, the faster its &#8220;go&#8221; light blinks green.&nbsp;So for example, when a vehicle slows down rapidly,&nbsp;drivers behind it&nbsp;can see how fast it is slowing down by the rate of red flashing of its tail lite. If it speeds up they can tell how quickly it is speeding up by the rate of green flashing of its tail lite.</p>
<p>This could be an important safety modification for automobiles that would prevent many freeway traffic accidents by enabling drivers to better guage the rate of deceleration and acceleration of cars in front of them. To make this system even smarter, there could be a similar (but smaller) light on the front bumper of cars as well, so that when looking in your rear-view mirror you could tell how fast the car behind you was speeding up or slowing down.</p></p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/smarter-tail-lights-for-cars' addthis:title='Smarter Tail Lights for Cars ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>How to Build a Network Automaton</title>
		<link>http://www.novaspivack.com/science/how-to-build-a-network-automaton?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=how-to-build-a-network-automaton</link>
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		<pubDate>Wed, 05 May 2004 00:09:41 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Best Articles]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/how-to-build-a-network-automaton</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/how-to-build-a-network-automaton' addthis:title='How to Build a Network Automaton' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Here is a cool new&#160;kind of complex system I am thinking about a lot that we might call a &#8220;network-automaton&#8221; or a &#8220;graph automaton&#8221; &#8212; a system that evolves networks (graphs) over time. This rule is similar to cellular automata rules such as the famous &#8220;Life&#8221; rule discovered by John Conway, however instead of computing [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/how-to-build-a-network-automaton' addthis:title='How to Build a Network Automaton ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/how-to-build-a-network-automaton' addthis:title='How to Build a Network Automaton' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><div><span class="475094103-05052004"><font face="Arial">Here is a cool new&nbsp;kind of complex system I am thinking about a lot that we might call a &#8220;network-automaton&#8221; or a &#8220;graph automaton&#8221; &#8212; a system that evolves networks (graphs) over time. This rule is similar to cellular automata rules such as the famous &#8220;Life&#8221; rule discovered by John Conway, however instead of computing the states of cells on a grid, it computes the shape of a network. In a nutshell this system applies a simple local rule at each node in a network that determines what other nodes it should connect to in the next step of time as a function of the connections each of those nodes had in the previous step of time. This yields complex network structures and interesting dynamical emergent behaviors over time &#8212; networks that grow and change as time goes by, networks in which there may even be stable or cyclical topological patterns that move across the network, as well as interactions between such patterns (topological interactions) that resemble the interactions between fundamental particles. </font></span></div>
<div><span class="475094103-05052004"><font face="Arial"></font></span>&nbsp;</div>
<div><span class="475094103-05052004"><font face="Arial">Network automata of the sort I propose here may be useful for modeling the structure and dynamics of a wide range of systems from physical systems, to biological systems, to the growth and development of computer networks, to social networks, business networks,&nbsp;and other types of higher-order networks.</font></span></div>
<div><span class="475094103-05052004"><font face="Arial"></font></span>&nbsp;</div>
<div><span class="475094103-05052004"><font face="Arial">(By the way &#8212; I would really like an open-source application &#8212; in Java perhaps &#8212; for generating and visualizing network automata rules such as those in this article. If you are a good programmer and would like to volunteer to make some software that can simulate the dynamics of the class of systems I propose here, please email me! I think this will be a very interesting avenue of exploration, and such a tool could be extremely useful.)</font></span></div>
<p>See the rest of this article for a detailed description of how to build a working network automaton&#8230;.
</p>
<p><span id="more-659"></span></p>
<p>>
<div><span class="475094103-05052004"><font face="Arial"></font></span>&nbsp;</div>
<div><span class="475094103-05052004"><font face="Arial">Here is how a network automaton works&#8230;.</font></span></div>
<div><span class="475094103-05052004"><font face="Arial"></font></span>&nbsp;</div>
<div><span class="475094103-05052004"><font face="Arial">We define a &#8220;network&#8221; as a set of locations called &#8220;nodes&#8221; that may be connected by &#8220;links.&#8221;&nbsp; Nodes are represented as black dots, spaced regularly&nbsp;on a white colored plane. Links are black or white lines that connect pairs of dots. A black line corresponds to a link that is &#8220;on&#8221; and a white line corresponds to a link that is &#8220;off.&#8221;</font></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">We define the state of a given node&nbsp;as the number of &#8220;on&#8221; (black colored) &nbsp;links it has to its neighbor nodes. </font></span></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">Now at each step in time t, for each node, we draw black or white links from it to each of its neighboring nodes, according to a function of the states of each of its neighboring nodes at time t-1. In other words, we update the&nbsp;link structure around each node as function of its local neighborhood. </font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">For example, we draw either a black or white&nbsp;link between each node and each of its neighbor nodes&nbsp;at time t as a function of&nbsp;the state of&nbsp;each neighbor node at t-1. The state of each neighbor node is the number of &#8220;on&#8221; links that it has at time t-1. </font></span></span><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">In other words, this rule deterimines the number of links of each node to its neighboring nodes as a function of the number of links of each of the nodes in its neighborhood. </font></span></span></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"><u>One important note</u> &#8212; You may have realized in visualizing this that there will be cases in which &#8220;conflicts&#8221; occur. For example, for a given pair of nodes A and B, A may compute the link A&#8211;&gt;B as &#8220;on&#8221; but B will compute the link B&#8211;&gt;A as &#8220;off.&#8221; What do we do in such cases? One option is to choose one of these choices randomly, another option is to have them &#8220;cancel out&#8221; to &#8220;off&#8221; or to &#8220;sum&#8221; them to &#8220;on.&#8221; An even more useful option is to keep <em>both</em> states. We can call this a &#8220;superposition&#8221; of states. We can represent this &#8220;indeterminate&#8221; state by a new color of link &#8212; not white or black, but perhaps grey. Our rule can be modified such that each node only sees it&#8217;s relative state for that link. Over time the network can &#8220;collapse&#8221; these indeterminate states as nodes come into agreement. For now, let&#8217;s just keep both states. So every link has two states, one in each direction but nodes can only &#8220;see&#8221; the links that correspond to their perspectives. This allows for the measurements that nodes make of one another to be relative to their own perspectives. Another way of viewing this is that there actually exists two links between every pair of nodes, one in each direction. Each link has 1 state. This is equivalent to the previous suggestion.</font></span></span></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">So now how might this system behave?</font></span></span></span></span></span></span></div>
</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">Let&#8217;s&nbsp;say that we are computing the state of a particular node, K. To do so, we must look at each of the nodes in K&#8217;s neighborhood.&nbsp;K has 8 neighbors named N, S, E, W, NE, SE, NW, SW that correspond to the nearest nodes at&nbsp;major&nbsp;points of the compass around K on the plane (Note: other neighborhood structures could also be possible such as just four neighbors N, S, E, W, or even hexagonal neighborhoods but for this example we will just use 8 neighbors). First we look at neighbor&nbsp;N and get its state: N&#8217;s state is the number of &#8220;on&#8221;&nbsp;links it has to other nodes.&nbsp;Our state-function might work as follows: If N&#8217;s state is 1 or 2 then we set the link from K to N equal to &#8220;off.&#8221; If N&#8217;s state is 3, 4, or 5 then we set the link from K to N equal to &#8220;on.&#8221; If N&#8217;s state is 6, 7 or 8 we set the link from K to N to&nbsp;&#8221;off.&#8221; After we finish this for N, we then do the same thing for the next neighbor, S. (Note: I have not tested this particular state-transition rule, it is just an example, there is a large set of possible rules given that each node can have one of up to 8 states. It would be interesting to try many of them). Once we go through all 8 neighbors of K, we have computed the new&nbsp;state of K (the state of K at time t+1) and so we then move on to the next node K+1. Once we go through all the nodes in the graph, we draw the results of the updated nodes and links. Then we start the cycle again for the next step of time, t+1.</font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004">
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">Rules such as those described above result in graphs that evolve and change shape over time, depending on various initial conditions (sets of initial &#8220;on&#8221; links). Depending on the state-function chosen and the initial conditions we may find &#8220;rules&#8221; with more or less &#8220;interesting&#8221; behaviors. It is certain that some of these rules will display interesting emergent dynamics. This is similar to cellular automata rules such John Conway&#8217;s game of Life. The difference is that here we are using similar techniques &#8212; a set of interacting local rules &#8212; to evolve the topology of a network. </font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<p></span></span></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">But this is just the beginning.&nbsp;</font></span></span></span><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">We can devise many more intersting state-transition rules than the simple example above.</font></span></span></div>
</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">For example&nbsp;we could use probabilities &#8211;<br />
Instead of stating that if K&#8217;s neighbor&nbsp;N&nbsp;has&nbsp;z number of links an &#8220;on&#8221;&nbsp;link is definitely&nbsp;created from K to N, we could instead use a probability P that a link is created. The probability P could&nbsp;in turn&nbsp;be computed as a function the state of N at time t-1, or perhaps as a function of the state of K at t-1, or of the&nbsp;states of both N and the and K at t-1, or perhaps as a function of the states of all of K&#8217;s neighbors at t-1, or as a function of the states of the nodes that K is linked to at t-1, or perhaps even as global property such as a function of the states of all nodes at t-1. As you can see there are many interesting variations to explore here. </font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">Another interesting type of rule would be to have more than just &#8220;off&#8221; and &#8220;on&#8221; links. Instead, color the links as a function of the states of the nodes they point to at t-1, or of the states of both nodes they connect at t-1. </font></span></span><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">This enables the formation of rules that treat the link-states as factors to amplify or dampen the measured states of the nodes they point to. Thus when K measures the state of its neighbor N, the result of that measurement might be a function not only of the number of links N has at t-1, but also a function&nbsp;of the state of the link from K to N at t-1. </font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">We can also go another step further in our explorations. Rather than have purely local neighborhoods, we could combine the above concepts to allow for non-local neighborhoods. In this case, at each step in time, each node computes the state of the link between it and <em>every other node. </em>To accomplish this, each node considers every other node to be in its neighborhood. It looks at the state of the link connecting it to each other node at t-1 as well as the state each other node, and possibly of its own state at t-1 as well, and based on these it computes a state for the link from it to that node at time t. By configuring the rule carefully such as system can be made to evolve various network topologies and dynamics over time.</font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">Another interesting potential modification of the above non-local rule is to compute the state of each node at time t as a function of the link-states and/or node-states of <em>only </em>those nodes to which it has links above a certain threshold (or of a certain value or range) at time t-1. </font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">A final note. <span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">We can represent all the information in this system in an array. Let&nbsp;U be the number of nodes. This array therefore has U * U cells in it. Cells are named by their x,y coordinates in the array. So for example, cell(1,5) refers to the cell at location&nbsp;x=1, y=5 in the array. Now we adopt the convention that the &#8220;nodes&#8221; are represented by the cells where x=y, for example, (1,1), (2,2), (3,3) and so on. Cell (1,1) represents &#8220;node 1&#8243; and cell (2,2) represents &#8220;node 2&#8243; and so on. The &#8220;links&#8221; are all the other cells. So for example, cell (1,2) is the link &#8220;from node 1 to node 2,&#8221; and cell (2,1) is the link &#8220;from node 2 to node 1.&#8221; In each cell we will also store a number representing the state of that cell. So we will add another dimension, s, to this array, for the states. So each cell has values (x,y,s) &#8212; it&#8217;s xy coordinates in the array and its state. This 3 dimensional array is sufficient to represent all&nbsp;the information&nbsp;in the system. </font></span></span></span></span></font></span></span></div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"></font></span></span></span></span></font></span></span>&nbsp;</div>
<div><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><span class="475094103-05052004"><font face="Arial">It is important to&nbsp;realize that this array contains a link from each node to each other node. If that link has a value of zero it can be considered to be &#8220;off&#8221; and thus the nodes it connects may be considered to be non-local to one another. If that link is non-zero however, then the nodes it connects are local to one another. Depending on what the state of&nbsp;each such link is,&nbsp;any desired&nbsp;topology can be modeled. This in turn&nbsp;depends on the&nbsp;functions we use to compute states.&nbsp;We can choose to have a fixed &#8220;Euclidean neighborhood&#8221; in&nbsp;which every node has 8 nearest neighbors that never change, or we can use a rule such as the final rule above in which every node is in the neighborhood of every node. In the latter case, using a probability function or other more subtle functions the states of the links connecting nodes to all other nodes can change such that various local neighborhood structures can emerge over time in feedback with the node states. This is ultimately a more general model, but probably not a good starting point due to the complexity of visualizing it (it may require more dimensions &#8212; 3D, 4D or more). </font></span></span></span></span></font></span></span></div</p>
<p>NOTES:</p>
<p>- Andy Ilachinski, e-mailed a very helpful response to this article in which he provided a number of links to related research on what are called Structurally Dynamic Cellular Automata or SDCA&#8217;s. What I have proposed above is an approach to making SDCA&#8217;s in which the neighborhood topologies are the states of the nodes in the network. In other words, each node&#8217;s state is its local topology. Andy gave me some references to very interesting papers on the subject, including:<br />
* There are some wonderful illustrations of the output of SDCA&#8217;s in Andy&#8217;s book <a href="http://www.worldscientific.com/books/chaos/4702.html">&#8220;Cellular Automata: A Discrete Universe&#8221;</a>. These illustrations are exactly what I have been visualizing &#8212; essentially beautiful sequences of the evolution of various topologies based on local rules. They vary from simple geometric symmetries to fascinating complex and chaotic networks. If you are interested in this I can&#8217;t recommend enough that you take a look at this book. Anyone working on the physics of networks should know about this.<br />
* Steve Majercik wrote a <a href="http://citeseer.ist.psu.edu/majercik94structurally.html<br />
&#8220;>thesis on extensions of SDCA</a> that he also rigorously proved are capable of universal computation.<br />
* A very recent independent &#8220;rediscovery&#8221; of essentially the same class of topological CA rules in the context of quantum field theory is due to <a href="http://arxiv.org/pdf/gr-qc/0308089">Manfred Requardt</a></p>
<p>- The rules I am interested in compute the topology of each neighborhood as a function of the topologies of neighborhoods it is connected to. In the most general case (the last rule above), every neighborhood is connected to every other neighborhood, but the links have states as well. By having both node states and link states we can generate very sophisticated rules in which the way that any two nodes interact is a function of their link states (one in each direction). Thus the topologies of neighborhoods are functions of the states of nodes and links that comprise them. As these states change over time the topology of the network evolves. This effectively links the &#8220;energy in space&#8221; to the &#8220;shape of space&#8221; &#8212; unifying them at a fundamental level. Everything reduces to topology.</p>
<p>- In the final model that I came to in my thinking on this subject I realized that in the general case every node should have 2 directed links with every other node (on in each direction &#8220;to&#8221; and &#8220;from&#8221;). The state of a node is a function of the state of all its links. The state of each link is a function of the state of the node it comes from (or alternatively, of the states of both nodes it connects). I believe this model is capable of containing any topology, including systems in which the topology and geometry of space from the perspective of any location is relative (this is the value of having 2 directed links connecting each pair of nodes &#8212; it enables each node to measure the other independently of the other&#8217;s measurement of it &#8212; the link can can have a different state in each direction). This is basically a superset of the SDCA concept &#8212; any SDCA can emerge within such a network.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/how-to-build-a-network-automaton' addthis:title='How to Build a Network Automaton ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>How to Make a Smarter Spam Filter</title>
		<link>http://www.novaspivack.com/technology/how-to-make-a-smarter-spam-filter?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=how-to-make-a-smarter-spam-filter</link>
		<comments>http://www.novaspivack.com/technology/how-to-make-a-smarter-spam-filter#comments</comments>
		<pubDate>Tue, 06 Apr 2004 18:15:40 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Technology]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/how-to-make-a-smarter-spam-filter</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-a-smarter-spam-filter' addthis:title='How to Make a Smarter Spam Filter' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>I have been using Earthlink&#8217;s built-in spam filter on my personal email &#8212; it works really well. It is basically a whitelist system: Any messages from pre-approved parties get through to me while anything else goes into a &#8220;suspect email&#8221; folder for me to look at and potentially approve or delete. This doesn&#8217;t really eliminate [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-a-smarter-spam-filter' addthis:title='How to Make a Smarter Spam Filter ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-a-smarter-spam-filter' addthis:title='How to Make a Smarter Spam Filter' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>I have been using Earthlink&#8217;s built-in spam filter on my personal email &#8212; it works really well. It is basically a whitelist system: Any messages from pre-approved parties get through to me while anything else goes into a &#8220;suspect email&#8221; folder for me to look at and potentially approve or delete. This doesn&#8217;t really eliminate spam, but at least it gets it out of my inbox. I still have to go through the &#8220;suspect email&#8221; messages though &#8212; and this takes a bit of time every day. Fortunately there is a solution to that based on a few simple heuristics. I would like to see these features in spam-filters in the future &#8212; they would cut down the task of managing &#8220;suspect messages&#8221; by about 90%. Hopefully one of you works for a spam-filtering company and will read this and add these ideas to your feature list for an upcoming release:</p>
<p>1. Automatically bounce a challenge reply back to any incoming message that has an empty subject line. The reply should say &#8220;Nova does not accept messages without subjects. Your message has not been delivered. Please add a subject and resend.&#8221;  This would eliminate a lot of the &#8220;(no subject)&#8221; spams that I get.</p>
<p>2. Any message with a subject line that contains my name in it is likely to be spam, as in &#8220;Spivack: Las Vegas Vacations on Sale&#8221; etc. Rank them lower in the list, or cluster them together, or bounce a challenge back to sender, or just delete them.</p>
<p>3. Messages with grammatically incorrect or meaningless subject lines such as &#8220;Octopus airframe linguine&#8221; should also result in a bounced challenge to sender, or should be clustered lower in list, or deleted. </p>
<p>4. Messages containing symbols such as *, *&#038;, $, #, @ in the subject line should be ranked as highly suspect, as in messages that contain a string such as &#8220;A*D*L*T&#8221;</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-a-smarter-spam-filter' addthis:title='How to Make a Smarter Spam Filter ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>A New Way to Find Patterns in Distributions of Numbers</title>
		<link>http://www.novaspivack.com/science/a-new-way-to-find-patterns-in-distributions-of-numbers?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=a-new-way-to-find-patterns-in-distributions-of-numbers</link>
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		<pubDate>Fri, 26 Mar 2004 08:49:02 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Science]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/a-new-way-to-find-patterns-in-distributions-of-numbers</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/a-new-way-to-find-patterns-in-distributions-of-numbers' addthis:title='A New Way to Find Patterns in Distributions of Numbers' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>This evening I had an interesting idea for a new way to look for patterns in the distribution of numbers such as the prime numbers and the digits of Pi. In a nutshell I propose that there may be patterns in these number sequences that might not be evident to a computer but could be [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/a-new-way-to-find-patterns-in-distributions-of-numbers' addthis:title='A New Way to Find Patterns in Distributions of Numbers ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/a-new-way-to-find-patterns-in-distributions-of-numbers' addthis:title='A New Way to Find Patterns in Distributions of Numbers' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>This evening I had an interesting idea for a new way to look for patterns in the distribution of numbers such as the prime numbers and the digits of Pi. In a nutshell I propose that there may be patterns in these number sequences that might not be evident to a computer but could be evident to the human eye and human intelligence, which among other things is tuned to find order in chaos, even when that order is &#8220;fuzzy.&#8221; In this article I propose a new class of rules that are similar in some respects to cellular automata, for generating visualizations of the distribution of numbers, and for leveraging distributed human intelligence to evalute those visualizations for meaningful patterns. 
</p>
<p><span id="more-680"></span></p>
<p>Let&#8217;s use the prime numbers as an example for this essay. We can represent the distribution of prime numbers visually as a line of black dots that is interspersed with white dots wherever primes occur. We can also represent primes that belong to various classes with various corresponding colors if we wish. In any event, it&#8217;s just a line of pixels. Now let&#8217;s define a program that generates rules for displaying this line of pixels in various ways.  </p>
<p>(Note: After writing this article, I discovered some software that illustrates one instance of this idea <a href="http://hermetic.nofadz.com/pns/pns.htm">beautifully</a>, based on work by Stanislaw Ulam, one of the originators of cellular automata theory. The &#8220;Ulam Spiral&#8221; generates interesting visualizations of the distribution of primes that illustrate that they are clearly non-randomly distributed. </p>
<p>For example:</p>
<p><a href="http://novaspivack.typepad.com/nova_spivacks_weblog/Primenums.JPG"><img alt="Primenums.JPG" src="http://novaspivack.typepad.com/nova_spivacks_weblog/Primenums-thumb.JPG" width="993" height="751" border="0" /></a></p>
<p>The basic difference between my conception and Ulam&#8217;s is that I do away with the constraint that the primes should be arranged in a spiral &#8212; that is just one way to pack the primes into a plane and why should it be the one we choose? My approach generates different packings of primes in space in the hopes that one of them will reveal even more interesting hidden structure to the distribution of primes, that structure being expressed by the rule that generates the packing. It&#8217;s interesting that I came up with this idea without first knowing about Ulam&#8217;s work on this, but it&#8217;s not surprising that Ulam was onto this; he was one of my inspirations in the early years of my interest in cellular automata theory).</p>
<p>In my approach the rules for generating layouts are simple &#8212; they are based on the analogy of the &#8220;Etch-a-Sketch&#8221; (a drawing toy in which you make picture by drawing a single line and simply turning it left and right) &#8212; a pixel is drawn and then depending on various variables (such as the number of pixels already drawn, the number of pixels drawn before of a single color, the color of the most recent pixel, and the colors of pixels about to be drawn, to name a few possibilities) the next pixel is placed in a certain direction relative to the previous pixel (any direction, depending on the number of dimensions &#8212; in a 2D visualization there could be at least 9 directions in which to draw the next pixel &#8212; same place, north, northeast, east, southeast, south, southwest, west, northwest).  </p>
<p>A more general, and ultimately better, version of my rule for laying out the numbers is to simply say that the location on the screen in which to place the next number in the number sequence, is determined as a function of the number itself and/or preceding numbers (and/or some set of numbers that follow it, if desired). This allows for all types of layouts to be generated, from layouts in which the numbers are arranged contiguously in space to those in which adjacent numbers do not appear in adjacent locations in space. </p>
<p>My hypothesis is that there may be a hidden structure in the distribution of prime numbers that is only evident when they are arranged on the right type of surface, according to the right algorithm. For example, consider arranging the number line on a sphere, then where do the primes appear and does that reveal hidden structure? What about higher-dimensional layouts?</p>
<p>One rule that such a system could generate might wrap the line at every n pixels, in order to fit it in some sort of a rectangular array. Another rule might wrap the line in a much more complex way, making right and left turns to wind it through a complex path in two dimensions. Still other rules could potentially wrap the line to fill a 3D space, or even higher dimensional spaces. Because these rules can also potentially draw pixels on places where pixels were once drawn in the past, they can even appear to be animated over time &#8212; for example, suppose a rule draws a square of pixels and then redraws a new square over that square &#8212; if this runs fast enough it would appear to be a movie of sorts and this opens up the possibility that the pattern in the primes might be visible as a sequence in <i>time</i> and <i>space</i> &#8212; which actually makes sense given that our universe consists of space-time. Who knows, perhaps our universe IS simply the pattern generated by such a rule running on the distribution of primes in a certain number of dimensions. </p>
<p>In any case, using such simple rules, the line displaying the distribution of primes can be displayed according to an infinite variety of geometric visualizations. My hypothesis is that while the vast majority of such visualizations will appear to be random, some perhaps may display unexpected structure &#8212; for example, suppose that in some the primes line up in a certain way, or form a complex but recognizable geometric shape or tiling. </p>
<p>The human eye is capable of recognizing even the slightest traces of order in such chaotic fields, and this is key to my approach. There may be patterns in the distributions of primes that are not precise, but are rather &#8220;fuzzy&#8221; or &#8220;nearly precise&#8221; in the same chaotic way that Nature is. Computers are not good at recognizing &#8220;fuzzy patterns&#8221; &#8212; but human senses and brains are tuned specifically for this. In fact, a variant on the above visual pattern scheme might be to render these distributions with sound &#8212; for example by interpreting a Rule as a specification for a soundwave or rhythm for example. In any case, the key is to leverage the ability of the human brain to find order in chaos, especially when that order is only semi-ordered. So how can we accomplish this, given that the search space of possible patterns is infinite?</p>
<p>One way might be to leverage the minds of millions of people at once &#8212; for example by making  a distributed screensaver &#8212; similar to SETI@home &#8212; on which randomly selected visualizations of prime number sequences are rendered according to randomly selected rules. As these visualizations flash across thousands or millions of computer monitors, users can click to rank the ones they see as &#8220;more patterned&#8221; or &#8220;less patterned&#8221; and this feedback goes back into the system to affect the rules being used to generate further visualizations. In this manner perhaps we can guide the evolution of rules towards more interesting regions of the search space. We might also just get lucky &#8212; perhaps someone sitting at their computer terminal one evening will see a surprisingly ordered pattern flash in front of them &#8212; perhaps it will be a complex geometric tiling, or a shape, an animation, or a gradient &#8212; and this pattern, may reveal a hidden structure to the primes that could open up incredible new vistas in our understanding of mathematics, science and even perhaps our universe itself. </p>
<p>I often wonder whether there is something potentially cosmic hidden in the distribution of prime numbers &#8212; perhaps something related to the deepest structure and dynamics of our universe in fact. Is the key to chaos hiding there &#8212; the meta-pattern that explains all natural patterns, including for example, the chaotic fluctuations in the weather, in population dynamics, and in stock markets? Or will it turn out that the pattern we find requires a space with 11 dimensions, for example &#8212; and what might that imply about the universe we live in? Or will the pattern by dynamical &#8212; a changing sequence that has certain repeating or at least self-similar properties over time and space? And wouldn&#8217;t it be interesting if the best way to find that structure was with human (not computer) intelligence, with all its inherent fuzziness and imprecision? </p>
<p>And now for the Big Idea in all of this. I have a hypothesis that there exists a particular manifold on which the prime numbers &#8220;line up&#8221; perfectly to form some sort of structure, and that this particular manifold is something fundamental &#8212; it will tell us something fundamental about the structure and nature of spacetime, number theory and physics &#8212; in a sense it will unify them. You might call this Platonic Unification in that it unifies abstract number theory with physical space and time &#8212; it bridges the gap between &#8220;the Forms&#8221; and the world of &#8220;shadows&#8221; that we live in, to put it in Platonic terms. But as long as we are speculating, let&#8217;s not stop there &#8212; what if the structure of the primes on this manifold is actually of interest as well &#8212; for example, suppose it is a map of something &#8212; a map of the universe, or perhaps the key to chaotic system dynamics. </p>
<p>In other words, what I am suggesting here is that the fact that the distribution of primes is non-random is a &#8220;clue&#8221; to some Big Secret that we are &#8220;supposed to discover&#8221; &#8212; a clue left for us to find by &#8220;God&#8221; so to speak, that will lead us to the Ultimate Secret. We can approach this problem iteratively, starting from a small number of dimensions, and trying every packing in spaces of a certain shape and volume. By using a genetic algorithm approach we can tune our search to focus on the packings that yield the most promising structure. It&#8217;s like solving a high-dimensional &#8220;Rubik&#8217;s Cube&#8221; problem. But actually it&#8217;s really a &#8220;Reverse Rubik&#8217;s Cube&#8221; &#8212; that is we start from the assumption that the colors on the Cube already line up and now given a sequence of colors we have to figure out the shape of the &#8220;Cube.&#8221; Of course it may not be a cube at all &#8212; it may be a torus, or hypercube, or some other complex topology.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/a-new-way-to-find-patterns-in-distributions-of-numbers' addthis:title='A New Way to Find Patterns in Distributions of Numbers ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Neuromarketing and Memetic Attenuation</title>
		<link>http://www.novaspivack.com/science/neuromarketing-and-memetic-attenuation?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=neuromarketing-and-memetic-attenuation</link>
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		<pubDate>Tue, 02 Mar 2004 03:45:25 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/neuromarketing-and-memetic-attenuation</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/neuromarketing-and-memetic-attenuation' addthis:title='Neuromarketing and Memetic Attenuation' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>This article discusses new research in how the brain makes buying decisions and other choices &#8212; what is now called &#8220;neuromarketing&#8221;. Neuromarketing researchers seek to discover, and influence, the neurological forces at work inside the mind of potential customers. According to the article, most decisions are made subconsciously and are not necessarily rational at all [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/neuromarketing-and-memetic-attenuation' addthis:title='Neuromarketing and Memetic Attenuation ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/neuromarketing-and-memetic-attenuation' addthis:title='Neuromarketing and Memetic Attenuation' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>This article discusses new research in how the brain makes buying decisions and other choices &#8212; what is now called <a href="http://www.time.com/time/insidebiz/article/0,9171,1101040308-596161,00.html">&#8220;neuromarketing&#8221;</a>. Neuromarketing researchers seek to discover, and influence, the neurological forces at work inside the mind of potential customers. According to the article, most decisions are made subconsciously and are not necessarily rational at all &#8211; in fact they may be primarily governed by emotions and other more subtle cognitive factors such as identity and sense of self. For example, when studied under a functional MRI, the reward centers of brains of subjects who were given &#8220;The Pepsi Challenge&#8221; lit up when they tasted Pepsi, but Coke actually lit up the parts of the brain responsible for &#8220;sense of self&#8221; &#8212; a much deeper response. In other words, the Coke brand is somehow connected to deeper neurological structures than Pepsi. </p>
<p>Neuromarketing is interesting &#8212; it&#8217;s actually something I&#8217;ve been thinking about on my own in an entirely different context. What I am interested in is the question of &#8220;What makes people decide that a given meme is &#8216;hot&#8217;?&#8221; Each of us is immersed in a sea of memes &#8212; we are literally bombarded with thousands or even millions of ideas, brands, products and other news every day &#8212; But how do we decide which ones are &#8220;important,&#8221; &#8220;cool,&#8221; and &#8220;hot?&#8221; What causes the human brain to pick out certain of these memes at the expense of the others? In other words, how do we differentiate signal from noise, and how do we rank memetic signals in terms of their relative &#8220;importance?&#8221; Below I discuss some new ideas about how memes are perceived and ranked by the human brain.
</p>
<p><span id="more-714"></span></p>
<p>
Let&#8217;s call an individual instance of a meme at a particular time and place an &#8220;occurance.&#8221; An occurance might be a mention of the meme in the media, or in a direct or overheard conversation, or an advertisement, etc. What&#8217;s interesting is that the occurance patterns of memes do not have the same space-time dynamics. For example, some memes &#8212; such as mentions of common nouns &#8212; behave pretty much like &#8220;noise&#8221;. They occur in our experience with random distributions. Other memes, such as a steadily growing or declining trend, have linear dynamics &#8212; the number of occurances per unit of time is either constant or gains or declines in frequency with fairly predictable dynamics. Then there are nonlinear memes that behave chaotically &#8212; they exhibit erratic growth, sudden inflections, and are hard to predict. </p>
<p>Memes with random dynamics are quickly tuned out by the human perceptual system and by the brain. Memes with linear dynamics are treated differently by the human brain depending on whether they are unchanging, gaining or declining in frequency. Unchanging frequency is quickly tuned out as &#8220;background&#8221; noise. Memes that linearly gain or decline in frequency are attenuated as signal in proportion to their slope: The steeper the slope of frequency change, the more they are regarded as &#8220;signal.&#8221; Memes with nonlinear dynamics however are perhaps the most potentially interesting to the human nervous system &#8212; this is because it appears that humans are tuned to attend to &#8220;novelty&#8221; above all else. Nonlinear dynamics tend to be more novel than random or linear dynamics because they are hard to predict &#8212; the trajectories of nonlinear memes are &#8220;full of surprises&#8221; &#8212; they can suddenly change frequency and inflect. But not all nonlinear dynamics are equally interesting to humans &#8212; at the extreme of nonlinearity they are just random noise. </p>
<p>So the &#8220;ideal&#8221; dynamics is somewhere between chaos and order. What trajectories are optimally balanced between chaos and order? If we can figure this out, this is the key to a whole new science of marketing and advertising. Why is that? Because for example, it would enable us to mathematically optimize the frequency of an ad campaign in order to spend less money while actually generating better results in the minds of the target audience.</p>
<p>What&#8217;s interesting about this is that the way most advertising and marketing campaigns are conducted may in fact be almost maximally non-optimal. For example, showing an ad with regular, random or linear frequency over space and time in a market will quickly desensitize subjects &#8212; their brains will start to tune the ad out as &#8220;noise.&#8221; In other words, the brain attenuates to ad campaigns over time. So to get more attention, advertisers and marketers should vary their ad campaigns to make them more novel, more interesting, and less like &#8220;noise&#8221; or &#8220;background.&#8221; But how should they vary them, on what schedule, and in what manner, in order to generate the maximum effect? This is the interesting question to explore. What advertising distributions are perceived as most &#8220;interesting,&#8221; &#8220;memorable,&#8221; &#8220;positive,&#8221; and &#8220;important&#8221; to the human brain?</p>
<p>I believe it is possible to empirically test for the memetic dynamics that are MOST effective at getting attention in noisy perceptual environments by humans. By doing this we can, in a double-blind manner, figure out just what patterns work best. An experiment of this nature could be conducted in the following manner:<br />
1. Create a mosiac of 100 frames, each capable of displaying an image<br />
2. At each step in time (where a step is an intervale of time of fixed length, for example .1 seconds), show an image in every frame of the mosaic.<br />
3. The particular image that is shown in any given frame at any step in time is determined by a computer.<br />
4. At the start of the experiment the computer assigns a different &#8220;trajectory&#8221; to each of a set of 100 images. A trajectory can include frequency distribution over time as well as x/y coordinate trajectory over time. <br />
5. Randomly select a set of test subjects to watch the slideshow for 1 hour.<br />
6. After the slideshow, ask the subjects to rank the images they saw in order of &#8220;importance&#8221;<br />
7. Two weeks later, without showing the subjects the slideshow again, ask the subjects to rank the images again in order of importance to see which images are retained as important for longer.<br />
8. Test to see whether images that were shown with particular trajectories are consistently ranked as more or less important by subjects.<br />
9. Run the experiment many times with different sets of subjects and many different candidate trajectories.<br />
10. For each experimental run, the computer can use the trajectories that scored best in previous runs in order to narrow in on the best trajectories.</p>
<p>Over time this experiment might yield a set of trajectories that are most effective in getting and retaining attention in noisy perceptual environments. This would be a very useful discovery &#8212; it could be applied in many fields to overcome &#8220;information overload.&#8221; It would not only be of use to advertisers and marketers, but also to lobbyists, analysts in homeland security and intelligence, pilots in noisy cockpit environments, and even to help knowledge workers manage their email, prioritize search results, and monitor news more effectively.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/neuromarketing-and-memetic-attenuation' addthis:title='Neuromarketing and Memetic Attenuation ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Social Networks, Physics, Civilizations &#8212; Do they All Obey the Same Underlying Rules?</title>
		<link>http://www.novaspivack.com/science/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules</link>
		<comments>http://www.novaspivack.com/science/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules#comments</comments>
		<pubDate>Thu, 29 Jan 2004 18:40:36 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules' addthis:title='Social Networks, Physics, Civilizations &#8212; Do they All Obey the Same Underlying Rules?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>I am having an interesting conversation with Howard Bloom, author, memeticist, historian, scientist, and social theorist. We have been discussing network models of the universe and the underlying &#8220;metapatterns&#8221; that seem to unfold at every level of scale. Below is my reply to his recent note, followed by his note which is extremely well written [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules' addthis:title='Social Networks, Physics, Civilizations &#8212; Do they All Obey the Same Underlying Rules? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules' addthis:title='Social Networks, Physics, Civilizations &#8212; Do they All Obey the Same Underlying Rules?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>I am having an interesting conversation with <a href="http://www.howardbloom.net/">Howard Bloom</a>, author, memeticist, historian, scientist, and social theorist. We have been discussing network models of the universe and the underlying &#8220;metapatterns&#8221; that seem to unfold at every level of scale. Below is my reply to his recent note, followed by his note which is extremely well written and interesting&#8230;</p>
<blockquote>
<p>&#8212;&#8212;&#8212;&#8212;<br />
From: Nova Spivack<br />
To: Howard Bloom<br />
Subject: Re: Graph Automata &#8212; Is the Universe Similar to a Social Network?</p>
<p>Howard, what a great reply!</p>
<p>Indeed the metapattern you point out seems to happen at all levels of scale. I am looking for the underlying Rule that generates this on abstract graphs &#8212; networks of nodes and arcs. </p>
<p>In thinking about this further, I think we live in a &#8220;Social Universe.&#8221; What binds the universe together, and causes all structure and dynamics at every level of scale, is communication along relationships. Communication takes place via relationships. And relationships in turn develop based on the communication that takes place across them. </p>
<p>Relationships and communications take place between locations in the manifold of spacetime, as well as between fundamental particles, cells, people, ideas, network devices, belief systems, organizations, economies, civilizations, ecosystems, heavenly bodies, galaxies, superclusters, or entire universes. Whether you call it &#8220;gravitation&#8221; and &#8220;repulsion&#8221; and other forces are really just emergent properties of the dynamics of relationships and communications. It&#8217;s really all very self-similar. </p>
<p>I believe that we can make an abstract model of this &#8212; just a graph comprised of nodes connected by arcs &#8212; where the nodes (and possibly the arcs too) have states, and information may travel across them. Then, at each moment in time, we may apply simple local rules to modify the states of nodes and arcs in this network based on their previous states and the states of their neighbors. </p>
</blockquote>
<p><span id="more-749"></span></p>
<blockquote>
<p>For example, at time t+1, the state of each node is a function of the states of the nodes within some number of arcs from it and states of the arcs along each path to each of those nodes. Also, at time t+1, the state of each arc is a function of the states of the nodes it connects and perhaps also the states of the arcs of those nodes. </p>
<p>A node represents an entity &#8212; for example a particle or a person or a stock symbol. The state of a node can be a single number or an array of numbers representing many different variables, depending on our simulation. Arcs represent communications channels, through which nodes measure one another. The state of each arc encodes the strength of the relationship  &#8212; the communication channel &#8212; it represents. Measurements can only happen via relationships &#8212; for a measurement to take place some information must travel from the thing being measured to the thing that measures it. In my abstract model I use a directed graph &#8212; so each relationship (arc) is only one-way from one node to another node. Thus a &#8220;bidirectional relationship&#8221; is a case where two nodes, x and y, are connected by two arcs xy and yx.</p>
<p>I also start with a maximally connected graph &#8212; every single node has one relationship arc to every other node and one from every other node. This allows for every node to potentially make a relative measurement of every other node according to its &#8220;perspective&#8221; on the relationship. </p>
<p>At every step in the simulation, every node x measures the state of every other node y via the relationship from that other node y to x &#8212; but the measurement is conditioned by the state of the arc along which it takes place such that in some cases it is enahnced dramatically, or dampened to the point where it is simply not strong enough to matter. When a measurement is dampened to that degree it is equivalent to there being &#8220;no relationship&#8221; between the nodes. </p>
<p>Thus although there are always virtual relationships between all entities, only some relationships are &#8220;actual&#8221; in the sense that they are strong enough to enable measurement to take place. And this changes over time, based on how the entities interact. Our rule should evolve the strength of relationships based on the measurements that take place across them. </p>
<p>The philosophy of this model is based on the insight that a relationship is in fact the most fundamental thing in the universe &#8212; even more fundamental than particles or locations in space-time. This is very much philosophically in the camp of Liebniz as opposed to Newton. </p>
<p>In fact, in my model, both nodes and arcs are actually relationships &#8212; a &#8220;node&#8221; is represented by an arc that loops back on itself &#8212; it is something that measures itself &#8212; a circular relationship; an arc is a relationship that does not loop back on itself &#8212; a relationship that connects one node to another. Therefore there are really just relationships in this model but they are interpreted differently depending on their shape &#8212; an &#8220;entity&#8221; is a node, a self-relationship, a communication channel is an arc &#8212; an other-relationship.  I mention this only because of its elegance &#8212; it makes it possible ultimately to have a single rule that operates only on arcs at each step in the simulation (since nodes are arcs too in this conception), rather than having different rules to compute node states and arc states.</p>
<p>The most basic act in the universe is to measure something via a relationship. A measurement is therefore the most fundamental unit of communication. A series of measurements that take place between two entities is an interaction &#8212; a process of communication. Relationships are communication channels (arcs) that affect the measurements that travel across them: strong channels may enhance measurements, weak ones may dampen them. So the measurements that nodes make of each other are conditioned by the arcs that mediate them. Likewise, the state of a relationship, and therefore its effectiveness as a communication channel, may change based on the measurements that take place across it over time. </p>
<p>This model is essentially very similar to a neural network, and in fact a modified neural network algorithm may be just what we are looking for. I would not be surprised if in fact we could empirically discover this rule by looking for a pattern in the way relationships and interactions develop among neurons in the brain, people in social networks, memes in belief systems, services on the Internet, stocks in economies, stars in galaxies, etc. As you point out, gravitation between stars is similar to the attraction between people. And relationships between people are not so different from topological connections between locations in space-time, or the forces that bind particles together. </p>
<p>Using networks to model these various phenomena is not merely interesting, it may be essential to discovering a unified theory of the universe &#8212; there may actually be a metapattern to all &#8220;social networks&#8221; that helps us to discover the key underlying laws of the universe, at every level of scale. And that is something our civilization has not done yet &#8212; we have not found a general theory of structure and dynamics that applies equally well at every level of scale, in every context. Quantum mechanics is still not unified with Relativity, let alone with Biology, Society, Ecology, Economics, etc. </p>
<p>I think this &#8220;metaunification&#8221; will be easier to accomplish if we use the same basic model to represent structure and dynamics at every level of scale. Currently very different models and languages are used by thinkers to represent systems at different levels of scale &#8212; and this is one of the reasons we have not achieved much unification to date. We need to get everyone speaking the same language &#8212; using the same modelling tools &#8212; so it is easier to map between discoveries in different domains. Network models are ideal for this purpose. </p>
<p>I believe that an empirical study of existing social networks on different levels of scale is one route to finding the general pattern we are looking for: All social networks &#8212; at all levels of scale &#8212; should obey certain laws that we can discover through observation and then generalize into a general theory. Another approach is purely through mathematics &#8212; it should be possible to derive an abstract mathematics of social networks. Finally there is also the computational approach &#8212; simply generate and test different social network rules, and perhaps even use a genetic algorithm to evolve an optimal one. Perhaps that is the computation that our universe is running?</p>
<p>&#8212; Nova Spivack</p>
<p>
&#8212;&#8211;Original Message&#8212;&#8211;<br />
From: Howard Bloom<br />
To: Nova Spivack<br />
Subject: Re: Graph Automata &#8212; Is the Universe Similar to a Social Network?</p>
<p>
Nova&#8211;Fancy running into you here on paleopsych, The International Paleopsychology Project email list.</p>
<p>Pavel Kurakin and I, curiously enough, are looking at the basic patterns underlying social connections among quantum particles, insects, and, implicitly, humans for an upcoming paper.  Pavel is with the Keldysh Institute of Applied Mathematics of the Russian Academy of Science.</p>
<p>Something you&#8217;ve said hits a nerve: &#8220;the network seeks to help each node optimally balance its connectivity against information overload&#8221;.  Bear with me while I seem to go way out beyond left field.  I&#8217;m working on a book called Reinventing Capitalism: Putting Soul In the Machine&#8211;A Quick Re-Vision of Western History.  One of the chapters is called &#8220;Marketing Meaning—Moses And The Slogan&#8221;.</p>
<p>It&#8217;s about the way in which Moses marketed his new religion&#8230;the way in which he drummed it into the head of his Chosen People.  If you can believe the Bible and Sigmund Freud&#8217;s brilliant analysis of Moses and of the basics of community building in his Moses and Monotheism, Moses boiled his entire system of belief down to a slogan&#8211;&#8221;Hear, oh Israel, the Lord The God, the Lord is one.&#8221;  Then the sociologically wise prophet told his followers to hang this bumper-sticker distillation on their doorposts so they would see it in the morning when they walked out of the house and in the evening when they walked back in again.  He ordered the men to bind the slogan to their wrists, arms, and foreheads twice a day.  And he apparently made darned sure that this catch-phrase was repeated a lot.</p>
<p>Today we call this sort of thing branding.  Why is it so necessary to us human beings?  Why do we need to have just a small Olympus of stars and leaders we can gossip about?  Why do we focus on brands like Coke, Pepsi, and Dr. Pepper, but toss lesser known brands aside?  Why do we show interest in only two or three presidential primary candidates&#8211;Kerry, Dean, and Clark&#8211;much to the consternation of the other five or six?</p>
<p>We have only seven slots for immediate memory in the brain.   This limits the information we can handle.  It limits the number of choices we can comprehend..or tolerate. (From the description of another Reinventing Capitalism chapter: &#8220;A little choice is freedom.  Too much choice is agony.&#8221;)</p>
<p>So to get through to us, you have to make it simple and you have to make it stick.  You have to repeat it over and over again until we get it.  Once we&#8217;ve gotten it, we can slide it from consciousness to habit (from explicit memory to implicit memory) and concentrate on something else.</p>
<p>What does this cellular automata-style rule of individual capacity mean when writ large in group behavior?  It means that we need to do a lot of quorum sensing.  We need to go along with the herd. We need to pay attention to what everyone else is paying attention to.  We need to buck it and criticize it if we want, but to fixate on it one way or the other.  If George Bush Jr and the Iraq War are the topics of the day, we can hate Bush, love Bush, hate the war, love the war, but not get sidetracked by detailed examinations of who the Chechen rebels are.</p>
<p>We go with the flow of popularity.  We follow fads, even if we only come along for the ride and criticize them.</p>
<p>This rule pretty much applies to the cosmos, too.  Gas whisps and dust clouds in the early cosmos went where the action was.  They congregated around self-forming swirls called galaxies.  Then they aggregated even further in suns and planets.  The general rule was this:  To he who hath it shall be given.  From he who hath not, even what he hath shall be taken away.</p>
<p>Why the repetition of this rule on two very different levels&#8211;the gravity wars that led to galaxy formation and the popularity wars, the wars of social gravity, that determine who will be the candidates in a presidential election and who will be the hot rock and TV stars of the day?  Humans aggregate to limit the flow of information.  But do specks of interstellar dust interpret information, too?</p>
<p>Specks of dust do respond to attraction and repulsion cues.  If they&#8217;re negatively charged they avoid other negatively charged things.  They move in the patterns dictated by magnetic waves surrounding stars and furling in galaxies.  And, of course, they pick up on the come-hither cues of gravity.</p>
<p>But surely interstellar dust flecks and whisps of gas can&#8217;t work to optimize their information flow.  They can&#8217;t gravitate around stars because of a need to keep their seven slots of memory from radical overflow.  Nor can they use those stars to keep them entertained&#8211;to assure that they don&#8217;t suffer the pain of boredom that comes from information underload. </p>
<p>Whither comes this common pattern  that keeps the big getting bigger yet provides a few key choices?  Why do embryonic stars in a star nest or cluster compete like starlets in Hollywood to become the next big center of attraction?</p>
<p>There&#8217;s a primal pattern, an evolutionarily stable strategy, what I&#8217;ve been calling an Ur-pattern, rearing its head here on many levels of emergence.   But how does this similarity appear and why?  </p>
<p>&#8212; Howard</p>
</blockquote>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/social-networks-physics-civilizations-do-they-all-obey-the-same-underlying-rules' addthis:title='Social Networks, Physics, Civilizations &#8212; Do they All Obey the Same Underlying Rules? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Graph Automata &#8212; What Can Social Networks Teach us About Underlying Physical Laws?</title>
		<link>http://www.novaspivack.com/science/graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws</link>
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		<pubDate>Tue, 27 Jan 2004 18:15:31 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
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		<category><![CDATA[Physics]]></category>
		<category><![CDATA[Space]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws' addthis:title='Graph Automata &#8212; What Can Social Networks Teach us About Underlying Physical Laws?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Hello all, I have been thinking about the general problems of social networks on the Internet. It occurs to me that these issues are closely related to digital physics. For more on digital physics see the work of Ed Fredkin, Stephen Wolfram, Norman Margolus, Tomasso Toffoli, and other pioneers of the field of cellular automata. [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws' addthis:title='Graph Automata &#8212; What Can Social Networks Teach us About Underlying Physical Laws? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws' addthis:title='Graph Automata &#8212; What Can Social Networks Teach us About Underlying Physical Laws?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>Hello all, I have been thinking about the general problems of social networks on the Internet. It occurs to me that these issues are closely related to digital physics. For more on digital physics see the work of Ed Fredkin, Stephen Wolfram, Norman Margolus, Tomasso Toffoli, and other pioneers of the field of cellular automata. </p>
<p>In the past I have worked informally on cellular automata at MIT in the lab of Fredkin, Margolus and Toffoli &#8212; and in particular that led me to get interested in what could be called &#8220;graph automata&#8221; &#8212; rules that operate on arbitrary graphs in a manner that is similar to the way that cellular automata operate on cells in rigidly defined neighborhood topologies. The general concept is that the structure of a graph can be optimized for various parameters in a bottom-up, iterative, emergent fashion by running local rules at each node based on the neighborhood structure around each node (taking into account the number of arcs around each node, the directionality of arcs if any, and the states of nodes if any). There is a general class of rules that we could call &#8220;graph automata&#8221; that are quite interesting to study because in many ways they are better metaphors for physics than simple CA&#8217;s, in my opinion. </p>
<p>In any case, that&#8217;s not the point of this note. Instead, I would like to propose that one way to discover the &#8220;general laws&#8221; of digital physics might be to study social networks. Social networks are an interesting &#8220;macro-level&#8221; phenomenon that could be considered to be useful analogs for discovering the general properties of physical information networks. They are comprised of nodes connected by arcs in which information flows. We could view all physical systems through this lens and perhaps learn quite a bit from this approach.
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<p>
Currently social networks on the Internet are either totally informal and decentralized or totally centralized and formal. However in either case they are not being effectively optimized because nobody knows how to optimize them. </p>
<p>To optimize a social network we need to continually evolve the graph as members join, interact and form and end relationships. As the network evolves the paths that information takes between interacting (or frequently interacting) members are therefore evolved (and are hopefully optimized in the process). In other words, if the goal is to optimize the communications between nodes in the network, then the rule we choose should seek to continually optimize the signal to noise ratio of each node. Another way to say this is that the network seeks to help each node optimally balance its connectivity against information overload. </p>
<p>It seems to me that this is a general principle that may apply in many domains &#8212; including perhaps digital physics. It reminds me of general relativity in certain respects. Perhaps there are people out there, more mathematical than myself, who are able to take this idea further? I have a strong hunch that this is a clue to a general physical law that might be useful at many levels of scale, and for many purposes. Is there a simple rule that evolves graphs to optimize relationships among interacting nodes? If so, I would not be surprised if this rule generates dynamically changing graphs that obey the principles of Relativity. The rule we discover could be of great value in physics, biology, chip design, communications and network architectures, artificial intelligence and machine learning, information architectures and search, and social network architectures, as well as many other fields, like economics, for example.</p>
<p>While all of this is speculative and I am not a mathematician or a physicist, I have a long history in cellular-automata and AI and I have a strong hunch that there is something here worth looking into further. Keep me posted!</p>
<p>Here is a <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2004/01/optimization_of.html">link to an article about this</a>  &#8212; I would enjoy hearing your comments!   </p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/graph-automata-what-can-social-networks-teach-us-about-underlying-physical-laws' addthis:title='Graph Automata &#8212; What Can Social Networks Teach us About Underlying Physical Laws? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Optimization of Social Network Architectures Using Tiling Rules</title>
		<link>http://www.novaspivack.com/science/optimization-of-social-network-architectures-using-tiling-rules?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=optimization-of-social-network-architectures-using-tiling-rules</link>
		<comments>http://www.novaspivack.com/science/optimization-of-social-network-architectures-using-tiling-rules#comments</comments>
		<pubDate>Tue, 27 Jan 2004 17:10:34 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Science]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[Web/Tech]]></category>
		<category><![CDATA[Weblogs]]></category>
		<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Cellular Automata]]></category>
		<category><![CDATA[Collaboration Tools]]></category>
		<category><![CDATA[Knowledge Management]]></category>
		<category><![CDATA[My Proposals]]></category>
		<category><![CDATA[Physics]]></category>
		<category><![CDATA[Semantic Web]]></category>
		<category><![CDATA[Society]]></category>
		<category><![CDATA[Systems Theory]]></category>
		<category><![CDATA[The Future]]></category>

		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/optimization-of-social-network-architectures-using-tiling-rules</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/optimization-of-social-network-architectures-using-tiling-rules' addthis:title='Optimization of Social Network Architectures Using Tiling Rules' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Here&#8217;s an interesting follow-up thought on my suggestion of some Hypothetical Laws of Social Networks. What if in fact there is an entirely new way to design social networks, based on the mathematics of tilings? A tiling is a method of filling a space with geometric shapes. For example, you can tile a space with [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/optimization-of-social-network-architectures-using-tiling-rules' addthis:title='Optimization of Social Network Architectures Using Tiling Rules ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/optimization-of-social-network-architectures-using-tiling-rules' addthis:title='Optimization of Social Network Architectures Using Tiling Rules' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>Here&#8217;s an interesting follow-up thought on my suggestion of some <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2004/01/some_hypothetic.html">Hypothetical Laws of Social Networks</a>.</p>
<p>What if in fact there is an entirely new way to design social networks, based on the mathematics of tilings? A tiling is a method of filling a space with geometric shapes. For example, you can tile a space with squares, hexagons, quasicrystals, spheres, etc. &#8212; depending on the dimensions and topology of the space. 
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We could view a social network as a tiling problem &#8212; each &#8220;tile&#8221; represents a set of nodes and arcs. &#8220;Corners&#8221; (nodes) are members of the network (such as people or organizations), the edges (arcs) are relationships between members. For this to be meaningful we must require tiles that have at least one node in them (so no circles or spheres or other tiles with only a single arc but no nodes).</p>
<p>Viewed in this way, we can look at particular tilings as designs for optimal social networks. What all this leads to is an insight that if there is an optimal number of relationships per member of a social network, and an optimal number of hops between members of social networks, then given a number of users in a network there is a particular tiling that optimizes those parameters. This tiling could be used as a template for the relationship structure of the social network. </p>
<p>So for example, when a member of a certain network adds a &#8220;new friend&#8221; in fact the network may not add that friend directly to their node, but rather may reconfigure the tiling structure such that they are optimally connected to that friend, via some number of hops instead of directly.</p>
<p>In other words, if the goal of a social network is to optimize relationship networking and communications &#8212; it may require not always directly connecting people when they add one another as friends. And furthermore, it may require continual reconfigurations to optimize the evolving relationship structure as people join the network and form new relationships. </p>
<p>When parties add one another as friends it is essentially placing a constraint on the tiling of the network &#8212; it makes the network attempt to optimize the H value (number of hops connecting them) for those parties. I have a hunch that this could be computed recursively and in a distributed fashion &#8212; in fact, I think a cellular automaton rule or a tiling rule may be just the way to do this. </p>
<p>Roger Penrose might be a good source of ideas for this. I have a feeling that the best tilings will be highly irregular and chaotic, and ultimately we may be dealing with a high-dimensional manifold (not a simple 2 dimensional plane). But the same principles apply in any number of dimensions. Also I would suggest looking what is going on in the field of &#8220;loop quantum gravity&#8221; as a source of ideas for this. Of course graph theory, cellular automata, and the theory of geometric tilings are all relevant as well. </p>
<p>The key point I am making is that it should be possible to optimize the structure of the network using local distributed rules &#8212; or at least regional neighborhood rules &#8212; rather than global rules &#8212; computed recursively perhaps &#8212; that seek to optimize local tilings around nodes so that they are optimally connected to parties they add to their social networks. </p>
<p>Optimal connectivity is a balance between sparsity and density. The current trend in social networks of directly connecting parties to their friends is actually the very WORST way to structure these networks. A much more intelligent, and adaptive, paradigm would be to continuously reconfigure the network to suit the priorities of the nodes while seeking to provide them with optimal connectivity to their contacts. Direct connectivity is not necessarily optimal connectivity.</p>
<p>We need a way to design a social network such that it self-optimizes as members join and as they form relationships, such that members are optimally connected (not underconnected, not overconnected, and within range of their friends). As the network grows it has to continually retile itself to stay optimal. What this looks like is an evolving, self-optimizing irregular chaotic tiling.</p>
<p>I also have a hunch that this is a hint towards a general physical law &#8212; similar to the universe optimizing the shape of space so that light travels most efficiently, I think a discrete universe could be viewed as a big social network of sorts where the relationships are the topology, the nodes are the locations in space, and the messages they exchange are light pulses. </p>
<p>The goal is to optimize the shape of this network around every node such that it does not experience &#8220;information overload&#8221; and is also optimally connected to other nodes it interacts with. Whenever an interaction takes place between two nodes we should consider them to have a stronger relationship, and this should bring about a perturbation and re-shaping of the network connecting them such that they are optimally connected. </p>
<p>Every interaction therefore brings about topological changes to the network based on the goal of optimizing information flow of further interactions. Seems to me that this could become a general physical law &#8212; just has to be expressed in the right mathematical language. The law should be invariant across levels of scale and domains &#8212; all networks should basically be optimizable using the same &#8220;network physics.&#8221; Is this the network-equivalent of general relativitiy? I think there are some very interesting similarities.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/optimization-of-social-network-architectures-using-tiling-rules' addthis:title='Optimization of Social Network Architectures Using Tiling Rules ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<slash:comments>1</slash:comments>
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		<title>More on Auto-Caching of URL&#039;s on Weblogs: Need for a New Service and API</title>
		<link>http://www.novaspivack.com/technology/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api</link>
		<comments>http://www.novaspivack.com/technology/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api#comments</comments>
		<pubDate>Tue, 27 Jan 2004 16:43:39 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Technology]]></category>
		<category><![CDATA[Web/Tech]]></category>
		<category><![CDATA[Weblogs]]></category>
		<category><![CDATA[Knowledge Management]]></category>
		<category><![CDATA[My Proposals]]></category>

		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api' addthis:title='More on Auto-Caching of URL&#039;s on Weblogs: Need for a New Service and API' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>I blogged about this earlier, but here are some new thoughts about how it should work. I would like my Weblog provider to auto-cache every URL I link to from my blog. When I put a URL into the content of a posting, my Weblog engine should strip it out and replace it with an [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api' addthis:title='More on Auto-Caching of URL&#039;s on Weblogs: Need for a New Service and API ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api' addthis:title='More on Auto-Caching of URL&#039;s on Weblogs: Need for a New Service and API' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>I <a href="http://novaspivack.typepad.com/nova_spivacks_weblog/2004/01/autocaching_a_n.html">blogged about this earlier,</a> but here are some new thoughts about how it should work. </p>
<p>I would like my Weblog provider to auto-cache every URL I link to from my blog. When I put a URL into the content of a posting, my Weblog engine should strip it out and replace it with an intermediary URL. The intermediary URL should go to a page that provides the actual URL that I put in my content, as well as another URL that links to a cached copy of the content that I linked to originally. </p>
<p>The cache-link could point to Google&#8217;s cached version, or better yet to a local cached hosted by my Weblog provider (Google does not guarantee that cached copies will always be available, whereas my Weblog provider could make that guarantee; furthermore Google may not even have a cached copy of the item I link to, whereas my local Weblog provider could make that cached copy at the time I post the article). </p>
<p>This would ensure that all content that I refer to in my Weblog will always be available, even if the original source is taken offline. I think this is essential &#8212; without it someday a significant portion of the links in my weblog may be broken due to content going offline or moving, which would render much of my Weblog content obsolete. </p>
<p>There are some copyright issues to consider perhaps &#8212; but I am not sure they are obstacles. After all HTML does provide a way to designate that a page should not be cached, and Google is caching a lot of pages without any legal challenges. Another approach to this would be to use the <a href="http:www.archive.org">Internet Archive</a> as a cache &#8212; at least they are non-profit, thus perhaps the legal issue of hosting cached copies of sites may be easier to resolve: they do it already. </p>
<p>Perhaps my friend Brewster and his pals at the Internet Archive should create an API that bloggers can use for this purpose. When the API is pinged with a URL, the archive makes a cache of that URL and returns a new permalink to that cached copy. Blog engines can use this API to submit URLs and get cache-URLs in return, which can then be inserted into blog postings automatically for the posters. This would be a great use of the Archive and would help bloggers immensely.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/more-on-auto-caching-of-urls-on-weblogs-need-for-a-new-service-and-api' addthis:title='More on Auto-Caching of URL&#039;s on Weblogs: Need for a New Service and API ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<slash:comments>2</slash:comments>
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		<title>A New Solution to Spam: &quot;The Internet Member&#039;s License&quot;</title>
		<link>http://www.novaspivack.com/technology/a-new-solution-to-spam-the-internet-members-license?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=a-new-solution-to-spam-the-internet-members-license</link>
		<comments>http://www.novaspivack.com/technology/a-new-solution-to-spam-the-internet-members-license#comments</comments>
		<pubDate>Mon, 26 Jan 2004 16:49:38 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Technology]]></category>
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		<category><![CDATA[My Proposals]]></category>
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		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/a-new-solution-to-spam-the-internet-members-license</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/a-new-solution-to-spam-the-internet-members-license' addthis:title='A New Solution to Spam: &#34;The Internet Member&#039;s License&#34;' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>I keep hearing about various half-baked proposals for solving spam, so I couldn&#8217;t help but add my own half-baked proposal into the mix. Actually my proposal may be more than half-baked &#8212; It might be the solution we&#8217;ve all been waiting for. I call it the &#8220;Internet Member&#8217;s License&#8221; (IML &#8212; pronounced &#8220;I-mail&#8221;). Basically what [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/a-new-solution-to-spam-the-internet-members-license' addthis:title='A New Solution to Spam: &#34;The Internet Member&#039;s License&#34; ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/a-new-solution-to-spam-the-internet-members-license' addthis:title='A New Solution to Spam: &quot;The Internet Member&#039;s License&quot;' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>I keep hearing about various half-baked proposals for solving spam, so I couldn&#8217;t help but add my own half-baked proposal into the mix. Actually my proposal may be more than half-baked &#8212; It might be the solution we&#8217;ve all been waiting for. I call it the &#8220;Internet Member&#8217;s License&#8221; (IML &#8212; pronounced &#8220;I-mail&#8221;). </p>
<p>Basically what I am proposing is an Internet-equivalent of a driver&#8217;s license &#8212; only it works very differently. Unlike a driver&#8217;s licnese the Internet Member&#8217;s License is not about granting permission to use the Net &#8212; you don&#8217;t need to have one in order to get online or surf etc. &#8212; instead, its purpose is to simply encode the holder&#8217;s &#8220;identity and reputation&#8221; in a standardized manner that enables others to test and screen messages and content you create. 
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So to be very clear &#8212; I am not proposing a license-to-surf like Howard Dean just did. I am proposing a license-to-get-listened-to. It&#8217;s very different. Having an IML or not having an IML has no effect on your ability to exercise your right to free-speech nor does it affect your ability to get online &#8212; rather it enables others to decide if they want to hear your free-speech and enables them to ignore it effectively if they choose to. So the purpose is not to clamp down on Net access &#8212; that would be evil &#8212; rather it is to provide a new way to filter information according to the reputations of those who post it.</p>
<p>The IML system works as follows: IML certificates would be issued by a central IML registry that runs as a non-profit. Getting an IML is similar to getting a driver&#8217;s license from the Registry of Motor Vehicles: Email service providers may apply for these certificates and once they get them, they may then issue sub-certificates off of their identities to their members. Email service providers (such as ISPs, enterprises, etc.) automatically append IMLs onto the end of every outgoing message they route (as ASCII text or a MIME attachment) that authenticate the identity of the service provider as well as the sender of the message. Alternatively individuals can apply for IMLs directly from the IML Registry and/or they can just add their IMLs into their sig files if their email providers are not IML-compliant yet. IML&#8217;s can also be put into the metadata for content that individuals and services post onto the Net in order to authenticate that content as &#8220;not spam.&#8221; </p>
<p>Every IML starts with a certain number of &#8220;points&#8221; on it &#8212; just like a driver&#8217;s license. Individual email client applications (whether Webmail or desktop mail clients) can then simply screen each incoming message for a valid IML certificate. Messages with valid IML&#8217;s are accepted and the sender&#8217;s may also be automatically whitelisted; incoming messages without valid IML&#8217;s can be blocked or go into a &#8220;suspect e-mail folder&#8221; and can get a bounced message informing the sender that their IML was missing or invalid.</p>
<p>Now here&#8217;s where it gets interesting: If you get a message from someone that you feel is &#8220;spam&#8221; you can simply mail it to the IML registry to report abuse. If a certain number of &#8220;spam&#8221; citations are filed against any IML holder per unit of time, the holder gets a &#8220;traffic violation citation&#8221; &#8212; in other words a ticket. The &#8220;cost&#8221; of the ticket depends on how far over the &#8220;spam limit&#8221; they are. The ticket deducts points from their IML certificate, based on the cost, as well as from the IML certificate for their ISP. Lost points can be regained with good behavior (every IML earns back 1 point per month), or from community service (to the IML Registry perhaps), or by paying a fine to the IML Registry. </p>
<p>Now what&#8217;s nice about this system is that the IML Registry can dynamically re-issue new IMLs to ISPs and their users based on their current status. So for example, if a user gets a ticket they get a new IML that replaces their previous one and which encodes the new number of points remaining on their license. Because each IML holder&#8217;s current license points can be encoded in their IML (cryptographically), spam filters and recipient apps can not only check for valid IMLs on incoming mail, but if they wish they can even prioritize or screen messages by the number of points on the IMLs of the senders and their ISPs. Those who have very few points may be considered to be &#8220;on probation&#8221; or &#8220;likely to be spam.&#8221; If any party loses all their points they may still send email, but their IML certificate will reflect that they have no points on their license. Thus IML-compliant spam filters can simply screen them out or treat them as suspect senders. </p>
<p>Another nice feature of this system is that the reputation of email providers is linked to the reputations of their members, and vice-versa. This helps to reinforce good behavior at both levels of the community (ISPs and their users, mutually; a nice cybernetic feedback loop.) Thus if an email provider allows misuse they could lose points on their provider-IML, which in turn is then inherited down to the member-IMLs of all their members (because their members&#8217; IMLs are sub-certificates of their certificate). So as an email sender, I will want to use an ISP that has a sterling IML, because I don&#8217;t want my own reputation tarnished. Similarly as an ISP I will want to be careful about not routing spam because if I route spam for my members then it harms my reputation, which means messages from my service may not be accepted by others, and that may cause my members to go elsewhere &#8212; therefore as an ISP my policy may be that I only allow members with IMLs that have a certain number of points: if one of my member&#8217;s IML goes below a certain number of points I may kick them out of my service. </p>
<p>The central IML Registry can charge a modest fee to applicants to get an IML and renew it every year, and this can support the cost of running the Registry as a non-profit. Furthermore, the IML Registry can open up an API that lets other applications query it by inputting an IML certificate to it in order to get the current status of that license (e.g. whether or not it is valid and the number of points remaining on it). Ultimately this entire infrastructure could be decentralized such that every ISP could run their own sub-Registry. Thus the central Registry would issue and maintain IMLs for ISPs, and then ISPs would issue and maintain the IMLs for their members &#8212; this is similar to the global DNS infrastructure, only better, hopefully.</p>
<p>I think it&#8217;s time for something like the IML proposal. The IML system would help to prevent the current &#8220;tragedy of the commons&#8221; that is taking place on the Internet by providing a community-based feedback mechanism that everyone could benefit from. While still ensuring everyone&#8217;s right to free-speech, it would provide protection for a new and perhaps unacknowledged basic freedom that we should all have as well: &#8220;Freedom <i>from</i> Speech.&#8221; Just as we all need to freedom to say what we want, we should all have the freedom to not have to hear what others say unless we want to. I think the IML proposal accomplishes both freedoms and may be the answer to the spam problem. </p>
<p>I am sure some people will not like this proposal because they will doubtless object to having their reputation encoded on messages they send &#8212; however I would point out that reputation-encoding has been a key reason why marketplaces such as eBay work. The key is to do it in a way that protects privacy (by encrypting the contents of IMLs so that they cannot be tampered with or read,  but can be verified and matched against) and that protects individual liberties (by making sure that IMLs are not used to give permission to senders to publish content, but rather are used to filter what is published by recipients). Finally I believe this service should be a non-profit so that it can spread far and wide and not be co-opted by any one commercial entity.</p>
<p>I am putting this idea in the public domain because I don&#8217;t want anyone to patent it. I think this should be a non-profit and should be used by all ISP&#8217;s and email software providers.</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/a-new-solution-to-spam-the-internet-members-license' addthis:title='A New Solution to Spam: &quot;The Internet Member&#039;s License&quot; ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>How to Make the iPod Better</title>
		<link>http://www.novaspivack.com/technology/how-to-make-the-ipod-better?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=how-to-make-the-ipod-better</link>
		<comments>http://www.novaspivack.com/technology/how-to-make-the-ipod-better#comments</comments>
		<pubDate>Sun, 18 Jan 2004 19:44:01 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Technology]]></category>
		<category><![CDATA[Music]]></category>
		<category><![CDATA[My Proposals]]></category>
		<category><![CDATA[Wireless Technology]]></category>

		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/how-to-make-the-ipod-better</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-the-ipod-better' addthis:title='How to Make the iPod Better' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>Well I finally made the leap and got a 40 Gb iPod recently. Thanks to RipDigital the process of digitizing my nearly 1000 CDs took only 1 day and I got it all back on a nice new 250 Gb Maxtor external drive (as well as a stack of DVDs containing a backup of all [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-the-ipod-better' addthis:title='How to Make the iPod Better ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-the-ipod-better' addthis:title='How to Make the iPod Better' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>Well I finally made the leap and got a 40 Gb iPod recently. Thanks to <a href="http://www.ripdigital.com">RipDigital</a> the process of digitizing my nearly 1000 CDs took only 1 day and I got it all back on a nice new 250 Gb Maxtor external drive (as well as a stack of DVDs containing a backup of all the new MP3s). After a few days of hacking around I got everything working and all my music organized, categorized into playlists and synched with my iPod. I also downloaded a useful little utility that I found on <a href="http://www.ipodloung.com">iPod Lounge</a> that enables me to load all my Palm Desktop contacts onto my iPod addressbook too. The iPod is a fantastic innovation that is very well designed. After only a short time using I know I can&#8217;t live without it, and I can&#8217;t imagine how I surivived for the last year without one. Not only that but iTunes and the Apple Music Store are totally addictive. I&#8217;ve already spent quite a bundle on music there. But although the iPod is great, I do have a wishlist of features that I would like to see in a future version of the device and the software. I will list some of my suggestions for improving the iPod here. I will update it from time to time. Feel free to add comments with your own feature suggestions to this posting. Maybe Apple will notice it someday and use some of these ideas.</p>
<p><span id="more-780"></span></p>
<p><b>Improving the iPod Hardware</b></p>
<p>- The back of the iPod case should not be &#8220;chrome&#8221; or at least it should be scratchproof. The shiny chrome surface very quickly gets covered with scratches. I think a rubberized black or grey backing would be far more practical and durable.</p>
<p>- The iPod dock should have a toggle button that &#8220;locks&#8221; the iPod into the dock when it is booted so that it cannot be removed from the dock without &#8220;unlocking&#8221; it from the dock. This is essential to protect against removing the iPod when in manual synch mode or during a disk operation. When the unlock button is pressed it should cause the disk to stop writing, etc. and instantly eject the iPod so that it can be removed from the dock.</p>
<p>- The iPod wired remote should have a miniclip on it for coiling the wire and clipping it in coiled position for times when the user doesn&#8217;t want to wire to be so long. </p>
<p>- Put a wireless LAN chip in the iPod please.</p>
<p>
<b>Improving the iPod User Interface</b></p>
<p>- I find it counterintuitive that the center Select button and the Menu button both operate on Menus. To go into a Menu, which sometimes results in getting a new sub-menu, you use Select. To go out or to get a menu you use &#8220;Menu.&#8221; But why not just use &#8220;Menu&#8221; to get a context-menu at any point and then use the scroller to go left or right (in or out) of the menu? That would make more sense. The Select button should only be used to choose a menu item (it is the equivalent of &#8220;in&#8221; or &#8220;right&#8221; on the scroller). To go &#8220;out&#8221; or &#8220;left&#8221; you could therefore use the scroller or perhaps tap Menu twice instead of once. I think it would be clearer from a UI perspective to seperate the functionality of the Menu and Select buttons.</p>
<p>- There should be a way to adjust the text size, or at least scroll the right in the LCD to view long songnames.</p>
<p>- Why not have an audio menus option? The iPod could store a spoken version of every menu command, and could potentially even speak songnames. This would enable navigation of menus in the dark or without looking at the screen. The iPod should speak the message &#8220;battery low&#8221; over the current track when playing if the battery is dangerously low. </p>
<p>- From the Now Playing screen it should be possible to add the currently playing song directly to the On-The-Go playlist. Instead, it seems that the user can only add songs to the On-The-Go list by surfing out to the songname in the current playlist and then holding Select on the songname to add it to the list. Why can&#8217;t you easily add the currently playing song to the On-The-Go list?</p>
<p>- There should be a way to easily &#8220;include&#8221; or &#8220;exclude&#8221; a given album, artist or track from shuffle mode. </p>
<p>- There should be a way to easily assign ratings to an artist, album, or track &#8212; not just to a track</p>
<p>- There should be a way to easily add any song to any playlist directly on the iPod &#8212; perhaps by clicking Menu on the Now Playing screen to get a menu of options for that song (rather than causing the parent-menu to open)</p>
<p>- There should be a way to easily save the &#8220;Recently played&#8221; smartlist (or in fact any playlist) as a new playlist with a different name that can then be easily edited.</p>
<p>- There should be an easy way to rate the currently playing song, or any song, from the iPod remote. </p>
<p>-  The Apple Music store, or someone else, should make a service that you can synch iTunes and/or your iPod with that updates all your music metadata and album art. </p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/technology/how-to-make-the-ipod-better' addthis:title='How to Make the iPod Better ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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		<title>Using Nanoparticles to Augment Human Brains&#8230;?</title>
		<link>http://www.novaspivack.com/science/using-nanoparticles-to-augment-human-brains?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=using-nanoparticles-to-augment-human-brains</link>
		<comments>http://www.novaspivack.com/science/using-nanoparticles-to-augment-human-brains#comments</comments>
		<pubDate>Fri, 09 Jan 2004 17:22:16 +0000</pubDate>
		<dc:creator>Nova</dc:creator>
				<category><![CDATA[Science]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[Wild Speculation]]></category>
		<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Biology]]></category>
		<category><![CDATA[Collaboration Tools]]></category>
		<category><![CDATA[Collective Intelligence]]></category>
		<category><![CDATA[Consciousness]]></category>
		<category><![CDATA[Fringe]]></category>
		<category><![CDATA[Genetic Engineering]]></category>
		<category><![CDATA[Group Minds]]></category>
		<category><![CDATA[Intelligence Technology]]></category>
		<category><![CDATA[Interspecies Communication]]></category>
		<category><![CDATA[Knowledge Management]]></category>
		<category><![CDATA[Medicine]]></category>
		<category><![CDATA[My Proposals]]></category>
		<category><![CDATA[Society]]></category>
		<category><![CDATA[Systems Theory]]></category>
		<category><![CDATA[The Future]]></category>
		<category><![CDATA[Wireless Technology]]></category>

		<guid isPermaLink="false">http://www.novaspivack.com/uncategorized/using-nanoparticles-to-augment-human-brains</guid>
		<description><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/using-nanoparticles-to-augment-human-brains' addthis:title='Using Nanoparticles to Augment Human Brains&#8230;?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div>CNN posted an article today about the potential risk of nanotechnology on the human brain. Basically some research shows that nano-scale particles such as industrial waste, or even components of nanotechnologies, can migrate through the human circulatory system and eventually lodge in the brain. This could cause harmful effects. But on the other hand, maybe [...]<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/using-nanoparticles-to-augment-human-brains' addthis:title='Using Nanoparticles to Augment Human Brains&#8230;? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></description>
				<content:encoded><![CDATA[<div class="addthis_toolbox addthis_default_style" addthis:url='http://www.novaspivack.com/science/using-nanoparticles-to-augment-human-brains' addthis:title='Using Nanoparticles to Augment Human Brains&#8230;?' ><a class="addthis_button_twitter"></a><a class="addthis_button_facebook"></a><a class="addthis_button_facebook_like"></a><a class="addthis_button_google_plusone"></a><a class="addthis_button_tumblr"></a><a class="addthis_button_email"></a><a class="addthis_button_compact"></a></div><p>CNN posted an <a href="http://www.cnn.com/2004/TECH/ptech/01/09/nanotech.health.reut/index.htmlhttp://www.cnn.com/2004/TECH/ptech/01/09/nanotech.health.reut/index.html">article</a> today about the potential risk of nanotechnology on the human brain. Basically some research shows that nano-scale particles such as industrial waste, or even components of nanotechnologies, can migrate through the human circulatory system and eventually lodge in the brain. This could cause harmful effects. But on the other hand, maybe this &#8220;bug&#8221; is actually a &#8220;feature!&#8221; </p>
<p>The fact that this is possible could be used to introduce nanoscale computational devices into the human nervous system &#8212; essentially splicing a distributed computer into a living human brain. Suppose the nanoparticles could establish an ad hoc local area network amongst themselves, and suppose they lodged throughout the human nervous system, attaching to neurons. Suddenly it might be possible to do real-time sensing &#8212; and triggering &#8212; of any neuron in the human body. And all of this could be monitored by an external computer system. This could enable amazing new biofeedback systems. But that&#8217;s just the beginning &#8212; because it might also enable people to &#8220;backup&#8221; their nervous systems &#8212; including perhaps their memories and skills. It could also potentially enable software augmentation of human thinking as it happens &#8212; an external computer network could interact with your own &#8220;internal network&#8221; and as you think or sense things, it could search the entire Net or an expert system, or the brains of other people in your network, and give you suggestions, knowledge, etc. </p>
<p>Essentially this could be a way to network humans to computers, the Internet, and then to other humans. This could enable future &#8220;group minds&#8221; and &#8220;collective intelligences&#8221; that we cannot even imagine yet. It could also enable humans to easily interact with virtual reality environments &#8212; they could be overlaid onto their sensory experience to augment information (such as a visual scene being augmented with labels or diagrams etc.), or even to &#8220;switch channels&#8221; from this &#8220;reality&#8221; (which may also be virtual) that we experience to other synthetic realities that exist in our computer networks. It might even enable people to record their dreams, and/or enter the dreams of other people &#8212; that would be the most advanced &#8220;virtual reality&#8221; possible. </p>
<p>Another interesting application of this technology might be to deliver neural drugs more effectively. It could also be used to facilitate interspecies communication &#8212; for example imagine a system that could map between a human brain and a dolphin brain. You permeate both a human and dolphin&#8217;s nervous systems with nanocomputing particles. First there is &#8220;learning phase&#8221; where an external system monitors them as they do things in order to learn how their brains work. Then it starts to learn how to map between them by observing how they interact with other organisms of their species and with their environments in order to figure out their language, communicat and memory representation schemes. </p>
<p>Once that is known it could directly map information between them, maybe even in real-time, enabling not only communication but even memory uploading and downloading. That would be cool &#8212; imagine being able to do virtual telepresence into the nervous system of a dolphin as it swims around with its pod in the wild. You could &#8220;look through it&#8217;s sense organs&#8221; as it swims around, and maybe even observe what it thinks and feels like &#8212; sort a window into being someone else &#8212; in this case someone who is of a different species. Among the many other applications of this technology of course there would be amazing potential in the arts, education, therapy, collaboration, entertainment, science, relationships, etc. and many other enjoyable diversions that people would probably figure out they could engage in once their nervous systems are networked. </p>
<p>Anyway the idea of permeating a human nervous system with networkable nanocomputers is definitely something to think about, or think twice about, as the case may be (pun intended!).</p>
<div class="addthis_toolbox addthis_default_style addthis_32x32_style" addthis:url='http://www.novaspivack.com/science/using-nanoparticles-to-augment-human-brains' addthis:title='Using Nanoparticles to Augment Human Brains&#8230;? ' ><a class="addthis_button_preferred_1"></a><a class="addthis_button_preferred_2"></a><a class="addthis_button_preferred_3"></a><a class="addthis_button_preferred_4"></a><a class="addthis_button_compact"></a></div>]]></content:encoded>
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