{"id":2048,"date":"2019-11-05T00:10:11","date_gmt":"2019-11-05T00:10:11","guid":{"rendered":"http:\/\/kusuaks7\/?p=1653"},"modified":"2024-03-05T07:03:00","modified_gmt":"2024-03-05T07:03:00","slug":"the-next-step-towards-conscious-ai-should-be-awareness","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/ai-ml\/the-next-step-towards-conscious-ai-should-be-awareness\/","title":{"rendered":"The Next Step Towards Conscious AI Should Be Awareness"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2048\" class=\"elementor elementor-2048\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4b28269f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b28269f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4be108bc\" data-id=\"4be108bc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-efd59cb elementor-widget elementor-widget-heading\" data-id=\"efd59cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3 style=\"color: #aaa;font-style: italic\">the developer philosopher<\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c16de3 elementor-widget elementor-widget-image\" data-id=\"0c16de3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hackernoon.com\/hn-images\/1*ETCsMALSkZbwVOV_01sgvw.jpeg\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efc7969 elementor-widget elementor-widget-text-editor\" data-id=\"efc7969\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 11px;\">What is the \u201cmagic trick\u201d to become conscious?<\/span><\/p>\nConsciousness did not appear suddenly from a certain level of complexity in our brain but was the product of a long evolutionary process that shaped it. As a consequence, simply build more and more complex AI systems will not make it emerge miraculously, we first need to understand the underlying \u201cmagic trick\u201d.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31d7c0c elementor-widget elementor-widget-image\" data-id=\"31d7c0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hackernoon.com\/hn-images\/0*7hcF8VCujnK6E6HC.jpg\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cbe30d elementor-widget elementor-widget-text-editor\" data-id=\"2cbe30d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tI\u2019m in awe to see more and more articles focusing on the near future rise of machine consciousness although\u00a0<em>scientists don\u2019t yet know how a collection of electric signals in our brain leads to subjective experiences<\/em>.\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Serendipity\" target=\"_blank\" rel=\"noopener noreferrer\">Serendipity<\/a>\u00a0sometimes allow \u201csagacious\u201d enough individuals to link together apparently innocuous facts in order to come to a valuable conclusion. However, it is not a scientific strategy to tackle a problem, it\u2019s just like looking for the winning numbers at the lottery. In this article I would like to highlight that an answer to the problem of consciousness might be in sight and we should consider it seriously instead of waiting for consciousness to emerge from the increasing complexity of our algorithms.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-838f799 elementor-widget elementor-widget-heading\" data-id=\"838f799\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong>Why consciousness cannot emerge from complexity<\/strong><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd4d432 elementor-widget elementor-widget-image\" data-id=\"bd4d432\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hackernoon.com\/hn-images\/0*Pd_hvC3ZEmImFRTX.jpg\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9d84ec elementor-widget elementor-widget-text-editor\" data-id=\"c9d84ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 11px;\">The evolution of eyes over a span of 350 000 generations<\/span><\/p>\nMost theories state that consciousness is caused by complexity, oscillations in neural activity or massive information integration but they point to a magic trick and\u00a0<em>do not provide any explanation<\/em>. More specifically integration theories usually miss the fact that highly integrated computations occur outside of consciousness like moving or actions performed by the\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Autonomic_nervous_system\" target=\"_blank\" rel=\"noopener noreferrer\">autonomic nervous system<\/a>\u00a0(ANS). Last but not least, consciousness cannot just be a feeling that emerges from information in the brain because we can report about it. Thus, it must act on the brain so that reportable information about itself is supplied.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfe172f elementor-widget elementor-widget-text-editor\" data-id=\"bfe172f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAccording to the theory of evolution human eyes did not suddenly appear as full-fledged eyes, but\u00a0<a href=\"https:\/\/www.nationalgeographic.com\/magazine\/2016\/02\/evolution-of-eyes\/\" target=\"_blank\" rel=\"noopener noreferrer\">evolved from simpler eyes<\/a>, having fewer components, in ancestral species. Even unicellular organisms have tiny organelles to distinguish light from darkness. If every generation small mutations slightly changed one of the parts, step by step after numerous generations these changes can result in the existing human eyes. Something ethereal or indivisible, as consciousness is often depicted,\u00a0<em>cannot have come into existence through natural selection<\/em>. First, if huge mutations (as required by emergence) do not occur frequently, a human eye has zero probability to suddenly appear due to its complexity, even with a large number of generations (not to mention it also necessitates even more complex brain functions). On the other hand, if a lot of huge mutations occur every generation, causing fatalities or permanent injuries within the specie is highly probable, and so its extinction. Even if the existing eyes could suddenly happen, it is unlikely the environment would be relevant: e.g. what could unicellular organisms do with it\u00a0?\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04c34b0 elementor-widget elementor-widget-heading\" data-id=\"04c34b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong>Why consciousness can evolve from attention<\/strong><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-075f697 elementor-widget elementor-widget-text-editor\" data-id=\"075f697\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe\u00a0<a href=\"https:\/\/www.amazon.com\/Consciousness-Social-Brain-Michael-Graziano\/dp\/0190263199\" target=\"_blank\" rel=\"noopener noreferrer\">Attention Schema Theory<\/a>\u00a0(AST) suggests a new path to explain consciousness as a natural evolution process. Our brain needs to construct simplified models of reality because there is too much information to be fully processed. As a consequence it evolved to deeply process a few signals at the expense of others, in short signals compete and a winner emerges. This data-handling method is known as<em>\u00a0<\/em><strong>attention<\/strong>. Once your brain get attentive processing would it possibly be able to influence your behavior\u00a0? The answer is yes,\u00a0<em>a centralized control of attention<\/em>\u00a0can coordinate among all senses and point sensory apparatuses toward anything important, a.k.a.\u00a0<strong>overt attention<\/strong>. The next evolutionary advance is the act to\u00a0<em>mentally shift<\/em>\u00a0your focus without moving sensory apparatuses, a.k.a.\u00a0<strong>covert attention<\/strong>. In order to control that virtual movement, the brain needs an internal model (a sketch of it so to speak), and\u00a0<strong>awareness<\/strong>\u00a0is that model.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1aa130f elementor-widget elementor-widget-image\" data-id=\"1aa130f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hackernoon.com\/hn-images\/0*89RdyiOwrqjL0wKo.jpg\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82e5955 elementor-widget elementor-widget-text-editor\" data-id=\"82e5955\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 11px;\">Consciousness encompasses both, the information about which you are aware and the act of experiencing it (i.e. awareness)<\/span><\/p>\nAlthough we say that we are aware\u00a0<em>of<\/em>\u00a0information, awareness actually\u00a0<em>is<\/em>\u00a0information computed by the brain. Just like the color is a computed representation of a real thing: light, awareness is a computed representation of a real thing: one\u2019s own attention. If so, why awareness is always depicted as non-physical essence\u00a0? Simply because the brain does not need the details of the underlying circuits but only a mere approximation, a quick and efficient guide to behavior. To take another example, white as a color is a physical impossibility (because white light is a mixture of all colors), it\u2019s an inaccurate model of the real world built by the brain. We probably also have the feeling that awareness is an emergent phenomenon because the underlying phenomenon (i.e. attention) is an emergent state information can enter in: it results from the winner selection process among signals.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d59572a elementor-widget elementor-widget-text-editor\" data-id=\"d59572a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tUnderstanding and predicting another\u2019s person behavior plays a key role in the survival of social species like homo sapiens. And among various criteria, the attentional state of a person is probably the most relevant one to predict its behavior. As a consequence, the same machinery used to model one\u2019s own attention finally evolved to model another person\u2019s attention based on computed information in the brain like gaze direction, body langage, previous meetings, etc.\u00a0<em>Consciousness is not something we or another person has but a property our brain attributes to ourselves or others<\/em>. As such its mysterious nature as we usually report it can actually be explained by a\u00a0<a href=\"https:\/\/betterhumans.coach.me\/cognitive-bias-cheat-sheet-55a472476b18\" target=\"_blank\" rel=\"noopener noreferrer\">cognitive bias<\/a>. This is also probably why humans naturally tend to attribute consciousness to a lot of things like puppets (not to say those of ventriloquists), trees, etc.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9503518 elementor-widget elementor-widget-text-editor\" data-id=\"9503518\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe complete evolution process from attention to consciousness is summarized by the following figure.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05b81e8 elementor-widget elementor-widget-image\" data-id=\"05b81e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hackernoon.com\/hn-images\/1*SW7eKye-Un18gnXnBLMAcA.png\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f74b80b elementor-widget elementor-widget-text-editor\" data-id=\"f74b80b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 11px;\">A sketch of the evolution of attention and consciousness. This linear progression is a simplified version of the actual evolutionary process that contains many feedback loops and different types of attention (e.g. spatial attention). The key point is that attention appeared earlier than consciousness and its modelling by the brain led to what we call consciousness.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc5fd0d elementor-widget elementor-widget-heading\" data-id=\"fc5fd0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><strong>Conclusion<\/strong><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70c8a8f elementor-widget elementor-widget-text-editor\" data-id=\"70c8a8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tUnderstanding a phenomenon is the first step toward engineering it, so if we have an explanation of consciousness we can hope to succeed in building the same functionality into our AIs. If the goal is to build an artificial algorithm that mimics humans then it needs to be \u201caware\u201d, i.e. having an attention prediction model and apply it to itself and others. While \u201cconsciousness\u201d or \u201cself-awareness\u201d are vague and amorphous things having no common base, it is easy to mix up apples and oranges when reading articles like this\u00a0<a href=\"http:\/\/www.independent.co.uk\/life-style\/gadgets-and-tech\/news\/a-robot-has-passed-the-self-awareness-test-10395895.html\" target=\"_blank\" rel=\"noopener noreferrer\">one<\/a>. I would have been greatly surprised if the robot has reported by itself what has actually been written by the journalist, but that was not the case, it should therefore be put into perspective. More generally, the\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Turing_test\" target=\"_blank\" rel=\"noopener noreferrer\">Turing Test<\/a>\u00a0mainly assesses social conventions, it doesn\u2019t matter whether a computer is actually conscious or not, it matters only what people think about it.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3881ad elementor-widget elementor-widget-image\" data-id=\"e3881ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hackernoon.com\/hn-images\/0*W90594Ue9fk4SVdr.png\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce768c0 elementor-widget elementor-widget-text-editor\" data-id=\"ce768c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 11px;\">\u00a9\u00a0<a href=\"https:\/\/xkcd.com\/329\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/xkcd.com\/329\/<\/a><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d764dc6 elementor-widget elementor-widget-text-editor\" data-id=\"d764dc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tI am not an AI expert, although I have a strong knowledge of what computers and algorithms are, and when I look at existing AI literature it seems to me that covert attention is not studied a lot (not to say modelling it), except maybe in the specific field of vision. This tells us two possible things. Either, researchers go the wrong way or miss the key point when trying to create conscious AIs. Or, what I tend to believe, AIs differ so largely from humans so that\u00a0<em>the concept is not relevant at all<\/em>. AIs are designed, structured and perform in ways having nothing in common with how humans evolved and do under natural constraints. If one day an AI self-reports that it is conscious, the human signatures of consciousness are likely to be irrelevant to it. Should we just believe it or change our own views on consciousness\u00a0? In any case, it is very unlikely that artificial intelligence with no ability to explain its reasoning with human concepts will be socially acceptable. Equip it with human characteristics such as consciousness would probably be the only way for us to trust it and solve the\u00a0<a href=\"http:\/\/www.sciencefocus.com\/article\/future\/artificial-intelligence-conscience-robots-ai\" target=\"_blank\" rel=\"noopener noreferrer\">black box problem<\/a>, that is to say artificial consciousness out of necessity.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3842944 elementor-widget elementor-widget-text-editor\" data-id=\"3842944\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<em>This article would not exist without the following book:\u00a0<\/em><a href=\"https:\/\/www.amazon.com\/Consciousness-Social-Brain-Michael-Graziano\/dp\/0190263199\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Consciousness and the Social Brain<\/em><\/a><em>\u200a\u2014\u200aMichael Graziano.<\/em>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b753e07 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b753e07\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9fe72c8\" data-id=\"9fe72c8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c8c784f elementor-widget elementor-widget-text-editor\" data-id=\"c8c784f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<blockquote id=\"2b08\">Note: the views expressed in this article are those of the author and do not necessarily reflect the views of the cited references.<\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Understanding a phenomenon is the first step toward engineering it, so if we have an explanation of consciousness we can hope to succeed in building the same functionality into our AIs. In any case, it is very unlikely that artificial intelligence with no ability to explain its reasoning with human concepts will be socially acceptable. Equip it with human characteristics such as consciousness would probably be the only way for us to trust it and solve the&nbsp;black box problem, that is to say artificial consciousness out of necessity.<\/p>\n","protected":false},"author":668,"featured_media":2631,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[183],"tags":[97],"ppma_author":[3442],"class_list":["post-2048","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","tag-artificial-intelligence"],"authors":[{"term_id":3442,"user_id":668,"is_guest":0,"slug":"luc-claustres","display_name":"Luc Claustres","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/a3c01810b2d3266d53606aade885eb047b9ce9682396107b37146b028e33fb12?s=96&d=mm&r=g","user_url":"","last_name":"Claustres","first_name":"Luc","job_title":"","description":"Luc Claustres Ph.D., a digital craftsman, is Co-Founder of Kalisio."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/2048","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/668"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=2048"}],"version-history":[{"count":5,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/2048\/revisions"}],"predecessor-version":[{"id":36234,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/2048\/revisions\/36234"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/2631"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=2048"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=2048"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=2048"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=2048"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}