{"id":23566,"date":"2026-02-25T22:37:31","date_gmt":"2026-02-25T22:37:31","guid":{"rendered":"https:\/\/science-dao.org\/?p=23566"},"modified":"2026-07-03T07:43:18","modified_gmt":"2026-07-03T07:43:18","slug":"what-is-cognitive-independence","status":"publish","type":"post","link":"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/","title":{"rendered":"What Is Cognitive Independence?"},"content":{"rendered":"<div id=\"scien-3544260451\" class=\"scien-before-content scien-entity-placement\"><style>\r\n.amazon-support-link {\r\n    display: inline-flex;\r\n    align-items: baseline;\r\n    gap: 0.3rem;\r\n    padding: 0.35rem 0.55rem;\r\n    color: inherit;\r\n    font-size: 0.88rem;\r\n    line-height: 1.2;\r\n    text-decoration: none;\r\n    opacity: 0.72;\r\n    white-space: nowrap;\r\n    transition: opacity 0.2s ease;\r\n}\r\n\r\n.amazon-support-link:hover,\r\n.amazon-support-link:focus-visible {\r\n    opacity: 1;\r\n    text-decoration: underline;\r\n}\r\n\r\n.amazon-support-link small {\r\n    font-size: 0.65rem;\r\n    opacity: 0.7;\r\n}\r\n\r\n@media (max-width: 900px) {\r\n    .amazon-support-link small {\r\n        display: none;\r\n    }\r\n}\r\n<\/style>\r\n<a class=\"amazon-support-link\"\r\n   href=\"https:\/\/www.amazon.com\/?tag=vpf04-20\"\r\n   target=\"_blank\"\r\n   rel=\"nofollow sponsored noopener\"\r\n   aria-label=\"Shop on Amazon and support World Science DAO\">\r\n    Shop on Amazon <span aria-hidden=\"true\">\u2197<\/span>\r\n    <small>affiliate link<\/small>\r\n<\/a><\/div>\n<p class=\"wp-block-paragraph\"><strong>Cognitive independence<\/strong> is the property of an agent whose judgments are <strong>not statistically derivable<\/strong> from another agent\u2019s training data, architecture, or optimization process.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In practical terms: two agents are cognitively independent if one cannot reliably predict the other\u2019s decisions simply by knowing how the other was trained or constructed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This concept is structural, not psychological. It does <strong>not<\/strong> claim that an agent is correct, moral, or intelligent \u2014 only that its reasoning process is not reducible to another system.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Formal_Definition\" >Formal Definition<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Why_Cognitive_Independence_Matters\" >Why Cognitive Independence Matters<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#AI_Governance_%E2%9A%96%EF%B8%8F\" >AI Governance \u2696\ufe0f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Judicial_and_Institutional_Design\" >Judicial and Institutional Design<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Scientific_Funding_and_Evaluation\" >Scientific Funding and Evaluation<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#AI_Governance_Context\" >AI Governance Context<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Cognitive_Independence_vs_Intelligence\" >Cognitive Independence vs. Intelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Mathematical_Framing\" >Mathematical Framing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Core_Insight\" >Core Insight<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/science-dao.org\/hi\/what-is-cognitive-independence\/#Summary\" >Summary<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Formal_Definition\"><\/span>Formal Definition<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Cognitive independence<\/strong> is the structural property of an agent whose outputs are not functions (directly or indirectly) of another agent\u2019s training corpus, parameterization, or objective function.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Key components:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Training data independence<\/strong><\/li>\n\n\n\n<li><strong>Architectural independence<\/strong><\/li>\n\n\n\n<li><strong>Optimization independence<\/strong><\/li>\n\n\n\n<li><strong>Institutional independence<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">If any of these are shared to a significant degree, independence weakens.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Cognitive_Independence_Matters\"><\/span>Why Cognitive Independence Matters<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Governance_%E2%9A%96%EF%B8%8F\"><\/span>AI Governance \u2696\ufe0f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">When multiple AI systems are trained on similar corpora and optimized under similar objectives, they exhibit <strong>similarity collapse<\/strong> \u2014 converging toward statistically correlated judgments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This creates systemic risk:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Shared blind spots<\/li>\n\n\n\n<li>Coordinated failure modes<\/li>\n\n\n\n<li>Adversarial exploitability<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">An AI judging another AI is not structurally independent if both derive from overlapping datasets and architectures.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Judicial_and_Institutional_Design\"><\/span>Judicial and Institutional Design<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Human legal systems rely on structural independence:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Separation of powers<\/li>\n\n\n\n<li>Independent judiciary<\/li>\n\n\n\n<li>Distinct appointment mechanisms<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Without independence, adjudication becomes circular.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Scientific_Funding_and_Evaluation\"><\/span>Scientific Funding and Evaluation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In centralized academic systems:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Shared paradigms<\/li>\n\n\n\n<li>Shared gatekeepers<\/li>\n\n\n\n<li>Shared reputational incentives<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This reduces cognitive diversity and may suppress unconventional but valid discoveries (\u201ccoveries\u201d).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Projects such as <strong>AI Internet-Meritocracy<\/strong> aim to reduce human institutional bias through algorithmic evaluation \u2014 but AI systems themselves require cognitally independent oversight.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Governance_Context\"><\/span>AI Governance Context<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The term has been explicitly developed in discussions surrounding AI adjudication and governance, particularly in:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI<\/li>\n\n\n\n<li>Anthropic<\/li>\n\n\n\n<li>DeepMind<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These organizations train models on large overlapping internet corpora, raising structural independence concerns when AI systems are used to evaluate one another.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cognitive_Independence_vs_Intelligence\"><\/span>Cognitive Independence vs. Intelligence<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Concept<\/th><th>What It Measures<\/th><\/tr><\/thead><tbody><tr><td>Intelligence<\/td><td>Performance or problem-solving ability<\/td><\/tr><tr><td>Moral reliability<\/td><td>Ethical alignment<\/td><\/tr><tr><td>Cognitive independence<\/td><td>Structural non-derivability of judgments<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">An agent can be:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Highly intelligent but not independent<\/li>\n\n\n\n<li>Independent but incorrect<\/li>\n\n\n\n<li>Morally aligned but structurally dependent<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Independence is a <strong>topological property of system design<\/strong>, not a quality metric.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Mathematical_Framing\"><\/span>Mathematical Framing<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Let agents <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>A<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">A<\/annotation><\/semantics><\/math>A and <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>B<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">B<\/annotation><\/semantics><\/math>B.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mi>P<\/mi><mo stretchy=\"false\">(<\/mo><mi>o<\/mi><mi>u<\/mi><mi>t<\/mi><mi>p<\/mi><mi>u<\/mi><msub><mi>t<\/mi><mi>A<\/mi><\/msub><mo>\u2223<\/mo><mi>t<\/mi><mi>r<\/mi><mi>a<\/mi><mi>i<\/mi><mi>n<\/mi><mi>i<\/mi><mi>n<\/mi><msub><mi>g<\/mi><mi>B<\/mi><\/msub><mo stretchy=\"false\">)<\/mo><mo>\u2248<\/mo><mi>P<\/mi><mo stretchy=\"false\">(<\/mo><mi>o<\/mi><mi>u<\/mi><mi>t<\/mi><mi>p<\/mi><mi>u<\/mi><msub><mi>t<\/mi><mi>A<\/mi><\/msub><mo stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">P(output_A \\mid training_B) \\approx P(output_A)<\/annotation><\/semantics><\/math>P(outputA\u200b\u2223trainingB\u200b)\u2248P(outputA\u200b)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">then A is approximately independent of B.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mi>P<\/mi><mo stretchy=\"false\">(<\/mo><mi>o<\/mi><mi>u<\/mi><mi>t<\/mi><mi>p<\/mi><mi>u<\/mi><msub><mi>t<\/mi><mi>A<\/mi><\/msub><mo>\u2223<\/mo><mi>t<\/mi><mi>r<\/mi><mi>a<\/mi><mi>i<\/mi><mi>n<\/mi><mi>i<\/mi><mi>n<\/mi><msub><mi>g<\/mi><mi>B<\/mi><\/msub><mo stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">P(output_A \\mid training_B)<\/annotation><\/semantics><\/math>P(outputA\u200b\u2223trainingB\u200b)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">significantly reduces entropy, then independence fails.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thus cognitive independence can be described in information-theoretic terms.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Core_Insight\"><\/span>Core Insight<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Systems trained on the same internet cannot serve as mutually independent courts.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">For stable governance:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI requires human oversight.<\/li>\n\n\n\n<li>Human oversight must itself be institutionally diverse.<\/li>\n\n\n\n<li>Diversity must be structural, not cosmetic.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Summary\"><\/span>Summary<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cognitive independence is:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A structural property<\/li>\n\n\n\n<li>A requirement for stable adjudication<\/li>\n\n\n\n<li>A safeguard against similarity collapse<\/li>\n\n\n\n<li>A governance design principle<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Without it, AI-only governance becomes recursively dependent and eventually unstable.<\/p>\n<div id=\"scien-1347056023\" class=\"scien-after-content scien-entity-placement\"><section>\r\n\r\n<h2>Support Independent Science<\/h2>\r\n\r\n<p>Supporting independent science is not only a matter of fairness to researchers whose expertise and work are often underfunded. It is also essential for addressing <a href=\"https:\/\/science-dao.org\/hi\/who-are-science-marketers\/\">systemic failures in scientific publishing<\/a> that delay discoveries and leave important results unnoticed. In science and software, even one missing component can prevent an entire system from working.<\/p>\r\n\r\n<p><strong>Help valuable research and open-source infrastructure move forward.<\/strong> Please <strong><a href=\"https:\/\/science-dao.org\/hi\/donation\/\">make a donation<\/a><\/strong> to support <a href=\"https:\/\/science-dao.org\/hi\/amateur-scientists\/\">independent scientists<\/a> and <a href=\"https:\/\/science-dao.org\/hi\/free-software\/\">free software developers<\/a>.<\/p>\r\n\r\n<p>\r\n\t\tOur flagship product is <a href=\"https:\/\/science-dao.org\/hi\/meritocracy\/\">AI Internet-Meritocracy<\/a> - an app, that unlike universities distributes money directly to researchers and open source developers, without bureaucracy.\r\n<\/p>\r\n\r\n<\/section><\/div><div id=\"scien-1461257234\" class=\"scien-after-content-2 scien-entity-placement\"><div data-nosnippet style=\"max-width: 800px\">\r\n<p style=\"margin-bottom: 0\">Ads:<\/p>\r\n<style>\r\n    \/* Compact Table Styling *\/\r\n    .amazon-ad-table {\r\n        width: 100%;\r\n        max-width: 800px;\r\n        border-collapse: collapse;\r\n        margin: 10px auto;\r\n        font-family: Arial, sans-serif;\r\n        border: 1px solid #e0e0e0;\r\n    }\r\n    .amazon-ad-table th {\r\n        background-color: #f3f3f3;\r\n        padding: 8px;\r\n        text-align: left;\r\n        border-bottom: 2px solid #ddd;\r\n        font-size: 0.9em;\r\n    }\r\n    .amazon-ad-table td {\r\n        padding: 8px 5px;\r\n        border-bottom: 1px solid #e0e0e0;\r\n        vertical-align: middle;\r\n    }\r\n    \/* Column sizing *\/\r\n    .col-image { width: 15%; text-align: center; vertical-align: top; padding-top: 10px; }\r\n    .col-desc { width: 65%; }\r\n    .col-action { width: 20%; text-align: center; }\r\n\r\n    \/* Image Placeholder Styling *\/\r\n    \/* YOU WILL REPLACE THIS ENTIRE BLOCK WHEN YOU INSERT REAL AMAZON CODE *\/\r\n    .img-placeholder {\r\n        width: 80px;\r\n        height: 110px;\r\n        background-color: #eee;\r\n        border: 1px solid #ddd;\r\n        color: #666;\r\n        font-size: 0.7em;\r\n        display: flex;\r\n        justify-content: center;\r\n        align-items: center;\r\n        margin: 0 auto;\r\n        text-align: center;\r\n    }\r\n    \r\n    \/* Typography - Smaller fonts and tighter line heights *\/\r\n    .product-title {\r\n        font-size: 1em;\r\n        font-weight: bold;\r\n        color: #007185;\r\n        text-decoration: none;\r\n        display: block;\r\n        margin-bottom: 2px;\r\n    }\r\n    .product-title:hover { color: #C7511F; text-decoration: underline; }\r\n    .product-author { \r\n        color: #565959; 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}\r\n        .amazon-ad-table tr { display: flex; flex-direction: column; border-bottom: 2px solid #ddd; padding: 10px; }\r\n        .amazon-ad-table td { width: 100%; border: none; padding: 5px 0; text-align: center; }\r\n        .col-desc { text-align: center; }\r\n    }\r\n<\/style>\r\n<table class=\"amazon-ad-table\">\r\n    <thead>\r\n        <tr>\r\n            <th>Description<\/th>\r\n            <th>Action<\/th>\r\n        <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n        <tr>\r\n            <td class=\"col-desc\">\r\n                <a href=\"https:\/\/www.amazon.com\/dp\/0553380168?tag=vpf04-20\" class=\"product-title\" target=\"_blank\" rel=\"nofollow noopener\">A Brief History of Time<\/a>\r\n                <div class=\"product-author\">by Stephen Hawking<\/div>\r\n                <p class=\"product-blurb\">A landmark volume in science writing exploring cosmology, black holes, and the nature of the universe in accessible language.<\/p>\r\n            <\/td>\r\n            <td class=\"col-action\">\r\n                <a href=\"https:\/\/www.amazon.com\/dp\/0553380168?tag=vpf04-20\" class=\"amazon-button\" target=\"_blank\" rel=\"nofollow noopener\">Check Price<\/a>\r\n            <\/td>\r\n        <\/tr>\r\n\r\n        <tr>\r\n            <td class=\"col-desc\">\r\n                <a href=\"https:\/\/www.amazon.com\/dp\/0393609391?tag=vpf04-20\" class=\"product-title\" target=\"_blank\" rel=\"nofollow noopener\">Astrophysics for People in a Hurry<\/a>\r\n                <div class=\"product-author\">by Neil deGrasse Tyson<\/div>\r\n                <p class=\"product-blurb\">Tyson brings the universe down to Earth clearly, with wit and charm, in chapters you can read anytime, anywhere.<\/p>\r\n            <\/td>\r\n            <td class=\"col-action\">\r\n                <a href=\"https:\/\/www.amazon.com\/dp\/0393609391?tag=vpf04-20\" class=\"amazon-button\" target=\"_blank\" rel=\"nofollow noopener\">Check Price<\/a>\r\n            <\/td>\r\n        <\/tr>\r\n\r\n         <tr>\r\n            <td class=\"col-desc\">\r\n                <a href=\"https:\/\/www.amazon.com\/s?k=raspberry+pi+4+starter+kit&tag=vpf04-20\" class=\"product-title\" target=\"_blank\" rel=\"nofollow noopener\">Raspberry Pi Starter Kits<\/a>\r\n                <div class=\"product-author\">Supports Computer Science Education<\/div>\r\n                <p class=\"product-blurb\">Inexpensive computers designed to promote basic computer science education. Buying kits supports this ecosystem.<\/p>\r\n            <\/td>\r\n            <td class=\"col-action\">\r\n                <a href=\"https:\/\/www.amazon.com\/s?k=raspberry+pi+4+starter+kit&tag=vpf04-20\" class=\"amazon-button\" target=\"_blank\" rel=\"nofollow noopener\">View Options<\/a>\r\n            <\/td>\r\n        <\/tr>\r\n\r\n        <tr>\r\n            <td class=\"col-desc\">\r\n                <a href=\"https:\/\/www.amazon.com\/dp\/0596002874?tag=vpf04-20\" class=\"product-title\" target=\"_blank\" rel=\"nofollow noopener\">Free as in Freedom: Richard Stallman's Crusade<\/a>\r\n                <div class=\"product-author\">by Sam Williams<\/div>\r\n                <p class=\"product-blurb\">A detailed history of the free software movement, essential reading for understanding the philosophy behind open source.<\/p>\r\n            <\/td>\r\n            <td class=\"col-action\">\r\n                <a href=\"https:\/\/www.amazon.com\/dp\/0596002874?tag=vpf04-20\" class=\"amazon-button\" target=\"_blank\" rel=\"nofollow noopener\">Check Price<\/a>\r\n            <\/td>\r\n        <\/tr>\r\n    <\/tbody>\r\n<\/table>\r\n<div class=\"affiliate-disclosure\">\r\n    <p>As an Amazon Associate I earn from qualifying purchases resulting from links on this page.<\/p>\r\n<\/div>\r\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Cognitive independence is the property of an agent whose judgments are not statistically derivable from another agent\u2019s training data, architecture, or optimization process. 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