{"id":20467,"date":"2025-10-17T13:31:25","date_gmt":"2025-10-17T13:31:25","guid":{"rendered":"https:\/\/science-dao.org\/?p=20467"},"modified":"2026-02-25T10:39:26","modified_gmt":"2026-02-25T10:39:26","slug":"human-ai","status":"publish","type":"post","link":"https:\/\/science-dao.org\/fr\/human-ai\/","title":{"rendered":"Does Super-Human AI Solve the Problem of Scientific \u201cCoveries\u201d \u2014 and What We, Humans, Can Do in 2026?"},"content":{"rendered":"<div id=\"scien-4089962886\" 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\"><em>It is not confirmed that super-human AI can solve the problem of <a href=\"https:\/\/science-dao.org\/fr\/scientific\/\" data-type=\"post\" data-id=\"20291\">scientific &#8220;coveries&#8221;<\/a> because this problem requires not only intelligence but also goodwill, that we need to take action.<\/em><\/p>\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\/fr\/human-ai\/#What_is_a_covery_%E2%80%94_correctly_defined\" >What is a covery \u2014 correctly defined<\/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\/fr\/human-ai\/#Why_super-human_AI_alone_cannot_solve_coveries\" >Why super-human AI alone cannot solve coveries<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/science-dao.org\/fr\/human-ai\/#The_two_axes_to_fix_coveries_technical_social\" >The two axes to fix coveries: technical + social<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/science-dao.org\/fr\/human-ai\/#The_role_of_science_marketers_%E2%80%94_reframed_for_coveries\" >The role of science marketers \u2014 reframed for coveries<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/science-dao.org\/fr\/human-ai\/#Practical_mechanisms_that_help_and_how_AI_assists\" >Practical mechanisms that help (and how AI assists)<\/a><\/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\/fr\/human-ai\/#Incentives_governance_why_policy_matters\" >Incentives &amp; governance: why policy matters<\/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\/fr\/human-ai\/#Concrete_steps_researchers_and_institutions_can_take_today\" >Concrete steps researchers and institutions can take today<\/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\/fr\/human-ai\/#Conclusion_%E2%80%94_a_balanced_outlook\" >Conclusion \u2014 a balanced outlook<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_a_covery_%E2%80%94_correctly_defined\"><\/span>What is a <em>covery<\/em> \u2014 correctly defined<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A <strong>covery<\/strong> Human AI is <strong>not<\/strong> simply an unpublished result. A <a href=\"https:\/\/science-dao.org\/fr\/scientific-coveries-and-why-we-need-a-new-occupation-science-marketers\/\" data-type=\"post\" data-id=\"20291\"><em>covery<\/em> is a <strong>mis-published<\/strong> discovery<\/a>: a legitimate, priority-worthy finding that was published or announced in a way that breaks the visibility and continuity of its topic. That mis-publication can take many forms \u2014 obscure metadata, wrong keywords, misleading title, poor indexing, fragmented reports, broken links, or publication inside an irrelevant venue \u2014 and the result is the same:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The work <strong>fails to connect<\/strong> with the correct research thread.<\/li>\n\n\n\n<li>Later rediscoveries are also ignored, because the &#8220;covery&#8221; author has priority and are never integrated into the topic\u2019s narrative.<\/li>\n\n\n\n<li>The field fragments; credit is misassigned; progress stalls or repeats.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Examples: a correct proof posted with a misleading title; a dataset published without meaningful schema or DOI; a short blog post using nonstandard notation that prevents indexing Human AI by search engines and citation trackers.<\/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_super-human_AI_alone_cannot_solve_coveries\"><\/span>Why super-human AI <em>alone<\/em> cannot solve coveries<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Super-human AI (models that can read, synthesize, and propose novel science) is an astonishing tool \u2014 but it faces structural and social Human AI limits when confronting coveries.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AI can only analyze what is discoverable.<\/strong><br>If a paper\u2019s metadata is broken, the title is misleading, or the deposit is on an obscure host with no indexing, AI will likely never link it to the right topic.<\/li>\n\n\n\n<li><strong>AI doesn\u2019t restore narrative continuity or correct historical credit.<\/strong><br>Assigning priority and stitching a coherent timeline requires social acknowledgement \u2014 citation updates, curated reviews, curated curricula \u2014 actions performed by communities, journals, or institutions.<\/li>\n\n\n\n<li><strong>AI may reproduce the same visibility biases.<\/strong><br>Training data reflect publication norms; models tend to prioritize well-indexed, high-visibility sources, amplifying the very signals that bury coveries.<\/li>\n\n\n\n<li><strong>AI cannot fix human mistakes and incentives.<\/strong><br>Mis-publication often stems from resource limits, language barriers, perverse incentives, or cultural norms. Those require policy, funding, and human roles to <a href=\"https:\/\/www.researchgate.net\/publication\/365081770_Decentring_the_discoverer_how_AI_helps_us_rethink_scientific_discovery\" data-type=\"link\" data-id=\"https:\/\/www.researchgate.net\/publication\/365081770_Decentring_the_discoverer_how_AI_helps_us_rethink_scientific_discovery\" target=\"_blank\" rel=\"noopener\">change<\/a>.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">In short: AI is powerful, but it\u2019s <em>dependent<\/em> on how humans publish, tag, index, and socially validate science.<\/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=\"The_two_axes_to_fix_coveries_technical_social\"><\/span>The two axes to fix coveries: technical + social<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Solving coveries requires addressing both:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Technical axis:<\/strong> better metadata, universal identifiers, machine-readable formats, robust indexing, provenance records (e.g., blockchain timestamps), Human AI and AI tools trained to detect inconsistent citations and topic-fragmentation.<\/li>\n\n\n\n<li><strong>Social axis:<\/strong> incentives and roles that ensure correct framing, ethical amplification, and lineage tracking \u2014 e.g., science marketers, community curators, decentralized review outfits.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Both axes must work together: technical fixes without social recognition leave ownership ambiguous; social fixes without machine-friendly formats remain fragile at scale.<\/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=\"The_role_of_science_marketers_%E2%80%94_reframed_for_coveries\"><\/span>The role of <em>science marketers<\/em> \u2014 reframed for coveries<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Science marketers are more than PR \u2014 when designed ethically, they are <em>stewards of visibility and lineage<\/em>. For coveries they must:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Detect mis-publication patterns.<\/strong><br>Use domain expertise + tools to find works that are topically misaligned because of bad metadata, poor keywords, or nonstandard formats.<\/li>\n\n\n\n<li><strong>Repair and reframe.<\/strong><br>Help authors re-publish or annotate their work with correct titles, abstracts, keywords, standardized metadata, DOIs, and clear machine-readable summaries so indexing and ML pipelines catch them.<\/li>\n\n\n\n<li><strong>Document provenance and priority.<\/strong><br>Curate signed timestamps, public archives, and clear claims that anchor priority even when original venues are weak.<\/li>\n\n\n\n<li><strong>Integrate works into narratives.<\/strong><br>Produce context pieces (annotated reviews, linked datasets, structured timelines) that connect a covery to later developments \u2014 restoring the field\u2019s intellectual continuity.<\/li>\n\n\n\n<li><strong>Guard against hype.<\/strong><br>Maintain verification standards; marketing should amplify verified claims, not manufacture them.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Science marketing becomes a technical-ethical craft: part librarian, part editor, part community manager, part metadata engineer.<\/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=\"Practical_mechanisms_that_help_and_how_AI_assists\"><\/span>Practical mechanisms that help (and how AI assists)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Machine-readable corrections and annotations.<\/strong><br>Allow researchers and curators to attach canonical annotations to any DOI\/URL \u2014 corrections, topic tags, and lineage links. AI helps by proposing candidate annotations and surfacing likely misfits.<\/li>\n\n\n\n<li><strong>Automated topic-consistency audits.<\/strong><br>AI can scan citation graphs and flag anomalies: a claim that should be cited by later papers but never is, or a cluster of papers that don\u2019t cite a plausible predecessor. Humans then investigate.<\/li>\n\n\n\n<li><strong>Provenance ledgers (timestamp + signed claims).<\/strong><br>Blockchain or similar timestamping can secure priority claims. But the human community must accept those ledgers as part of scholarly record.<\/li>\n\n\n\n<li><strong>Decentralized post-publication review.<\/strong><br>Structured, signed reviews (with reputation) connect self-published pieces to peer recognition. Science marketers can sponsor or moderate these reviews.<\/li>\n\n\n\n<li><strong>Metadata rescue operations.<\/strong><br>Specialist teams (or DAOs) that normalize metadata from legacy archives, personal pages, and small repositories \u2014 feeding corrected records into central indices.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">AI accelerates detection and normalization; people decide trust, context, and credit.<\/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=\"Incentives_governance_why_policy_matters\"><\/span>Incentives &amp; governance: why policy matters<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Coveries often persist because incentives favor speed, brand, and high-impact channels. Fixes include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/science-dao.org\/fr\/ai-internet-socialism\/\" data-type=\"page\" data-id=\"20116\">Funding and rewards<\/a><\/strong> for metadata cleanup and marketing work.<\/li>\n\n\n\n<li><strong>Recognition<\/strong> for curatorial contributions (indexed, citable).<\/li>\n\n\n\n<li><strong>Open standards<\/strong> for machine-readable publication and correction mechanisms.<\/li>\n\n\n\n<li><strong>Community governance<\/strong> (DAOs, editorial boards) that accept decentralized validation as legitimate.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Without shifting incentives, mis-publication will continue to create coveries, no matter how smart our models become.<\/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=\"Concrete_steps_researchers_and_institutions_can_take_today\"><\/span>Concrete steps researchers and institutions can take today<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Publish with correct, machine-readable metadata.<\/strong> Use DOIs, ORCID, clear abstracts, and topic tags. If you publish on a personal site, add schema metadata and deposit to an indexed archive.<\/li>\n\n\n\n<li><strong>Use explicit lineage statements.<\/strong> In your papers, clearly state prior related works (even obscure ones) and give precise citations or links.<\/li>\n\n\n\n<li><strong>Support post-publication annotation.<\/strong> Allow corrections, improved metadata, and curator notes on every record.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/science-dao.org\/fr\/ai-internet-socialism\/\" data-type=\"page\" data-id=\"20116\">Reward curators and marketers<\/a>.<\/strong> Grant panels and hiring committees should recognize metadata rescue, provenance documentation, and science marketing as scholarly service.<\/li>\n\n\n\n<li><strong>Collaborate with AI tools.<\/strong> Use AI to scan your literature area for anomalies and to propose missed prior art \u2014 but validate its suggestions manually.<\/li>\n\n\n\n<li><strong>Join decentralized initiatives.<\/strong> Participate in open publishing, community review platforms, and projects that tokenize credit for curatorial work (if appropriate).<\/li>\n<\/ol>\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=\"Conclusion_%E2%80%94_a_balanced_outlook\"><\/span>Conclusion \u2014 a balanced outlook<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Super-human AI is an accelerator: it can read more, connect patterns faster, and propose new hypotheses. But <strong>coveries<\/strong> are a sociotechnical pathology \u2014 born of mis-publication, metadata failures, and misaligned incentives \u2014 that no model alone will cure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The remedy is collaboration: <strong>AI to detect and normalize; humans to verify, reframe, and reward.<\/strong> Science marketers (ethical, technically capable) will be crucial stewards who restore visibility and credit. Institutions and funders must change incentives so that fixing the record is as valued as producing new results.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If we get these pieces right \u2014 standards, incentives, and human stewardship \u2014 coveries will stop fragmenting knowledge. The result? A more connected, fair, and cumulative science where credit, context, and discovery travel together.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Call to action:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/science-dao.org\/fr\/one-time-donation\/\" data-type=\"page\" data-id=\"19044\"><strong>Donate<\/strong><\/a> to <a href=\"\/fr\/one-time-donation\/\"><strong>AI Internet-Meritocracy project<\/strong> (AIIM)<\/a>, that is designed specifically to end the era of coveries. Somebody has said that the last human occupation will be moral teacher for AI. This project is a form of that: AIIM helps AI to treat the immoral case of coveries successfully,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Start by checking one overlooked paper in your field: can you fix its metadata, add a clear abstract, or write a contextual note that helps future AI and researchers link it correctly? Small acts of curation prevent coveries.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<div id=\"scien-2969285626\" 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\/fr\/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\/fr\/donation\/\">make a donation<\/a><\/strong> to support <a href=\"https:\/\/science-dao.org\/fr\/amateur-scientists\/\">independent scientists<\/a> and <a href=\"https:\/\/science-dao.org\/fr\/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\/fr\/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-1129028472\" 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%; 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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>It is not confirmed that super-human AI can solve the problem of scientific &#8220;coveries&#8221; because this problem requires not only intelligence but also goodwill, that we need to take action. 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