{"id":21944,"date":"2025-12-21T07:57:43","date_gmt":"2025-12-21T07:57:43","guid":{"rendered":"https:\/\/science-dao.org\/?p=21944"},"modified":"2026-02-18T09:38:56","modified_gmt":"2026-02-18T09:38:56","slug":"algorithmic-funding","status":"publish","type":"post","link":"https:\/\/science-dao.org\/ru\/algorithmic-funding\/","title":{"rendered":"Algorithmic Funding: Design Choices That Decide Who Gets Rich in 2026"},"content":{"rendered":"<div id=\"scien-2487944813\" 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>Algorithmic choices in money-allocation systems do intersect with ideology. It could be said, they <strong>are<\/strong> the ideology of modern financing.<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/science-dao.org\/ru\/meritocracy\/\"><strong>Funding algorithms<\/strong><\/a> increasingly determine which ideas survive, which communities grow, and which individuals accumulate wealth and influence. From grant distribution platforms to decentralized public goods funding, algorithmic systems are often presented as <em>neutral<\/em>, <em>objective<\/em>, or <em>purely technical<\/em>. This framing is misleading.<\/li>\n\n\n\n<li>Funding algorithms encode values. Seemingly minor design parameters\u2014weighting formulas, eligibility constraints, recursion depth, or ecosystem boundaries\u2014quietly determine who benefits and who is excluded. In practice, these choices often concentrate power rather than distribute opportunity.<\/li>\n\n\n\n<li>This article examines how algorithmic funding works in reality, using Gitcoin and similar platforms as case studies, and outlines design alternatives that are auditable, appealable, and more aligned with open scientific and technological progress.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"826\" height=\"469\" src=\"https:\/\/science-dao.org\/wp-content\/uploads\/2025\/12\/image-1.png\" alt=\"Algorithmic Funding\" class=\"wp-image-21953\" title=\"Algorithmic Funding\" srcset=\"https:\/\/science-dao.org\/wp-content\/uploads\/2025\/12\/image-1.png 826w, https:\/\/science-dao.org\/wp-content\/uploads\/2025\/12\/image-1-300x170.png 300w, https:\/\/science-dao.org\/wp-content\/uploads\/2025\/12\/image-1-768x436.png 768w, https:\/\/science-dao.org\/wp-content\/uploads\/2025\/12\/image-1-575x326.png 575w, https:\/\/science-dao.org\/wp-content\/uploads\/2025\/12\/image-1-380x216.png 380w\" sizes=\"(max-width: 826px) 100vw, 826px\" \/><\/figure>\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' ><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#The_Myth_of_Neutral_Funding_Algorithms\" >The Myth of Neutral Funding Algorithms<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Case_Study_Quadratic_Funding_and_Network_Bias\" >Case Study: Quadratic Funding and Network Bias<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Recursive_Weighting_and_Feedback_Loops\" >Recursive Weighting and Feedback Loops<\/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\/ru\/algorithmic-funding\/#Ecosystem_Lock-In_as_a_Funding_Filter\" >Ecosystem Lock-In as a Funding Filter<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Why_These_Choices_Matter_for_Science_and_Open_Knowledge\" >Why These Choices Matter for Science and Open Knowledge<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Toward_Auditable_and_Appealable_Funding_Algorithms\" >Toward Auditable and Appealable Funding Algorithms<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Transparent_and_Auditable_Design\" >Transparent and Auditable Design<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Appeal_and_Review_Mechanisms\" >Appeal and Review Mechanisms<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Pluralistic_Allocation_Models\" >Pluralistic Allocation Models<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Algorithmic_Funding_Is_Governance_Not_Infrastructure\" >Algorithmic Funding Is Governance, Not Infrastructure<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/science-dao.org\/ru\/algorithmic-funding\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Myth_of_Neutral_Funding_Algorithms\"><\/span>The Myth of Neutral Funding Algorithms<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Algorithms do not emerge in a vacuum. Every funding mechanism reflects assumptions about merit, trust, legitimacy, and risk. When these assumptions are embedded in code, they become harder to question than human decision-making, even though they may be far more rigid.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The claim that \u201cthe algorithm decides\u201d obscures three facts:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Someone chose the inputs.<\/li>\n\n\n\n<li>Someone chose the optimization target.<\/li>\n\n\n\n<li>Someone chose which outcomes are acceptable collateral damage.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">When funding is automated at scale, these choices determine who gets rich, who gets visibility, and who is systematically filtered out.<\/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=\"Case_Study_Quadratic_Funding_and_Network_Bias\"><\/span>Case Study: Quadratic Funding and Network Bias<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Quadratic Funding (QF), popularized through platforms like Gitcoin, is often described as a breakthrough in democratic funding. In theory, it amplifies small donors and rewards broad community support rather than wealthy <a href=\"https:\/\/medium.com\/@georgemortoninvest\/best-algorithmic-trading-platform-for-hedge-funds-in-2026-f1560d4b485f\" data-type=\"link\" data-id=\"https:\/\/medium.com\/@georgemortoninvest\/best-algorithmic-trading-platform-for-hedge-funds-in-2026-f1560d4b485f\" target=\"_blank\" rel=\"noopener\">backers<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In practice, QF strongly favors <strong>dense social graphs<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Projects embedded in large, well-connected networks receive disproportionate amplification. This creates structural advantages for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Established ecosystems over independent or cross-ecosystem projects<\/li>\n\n\n\n<li>Socially active communities over technically valuable but niche work<\/li>\n\n\n\n<li>Marketing-savvy teams over researchers, infrastructure maintainers, or outsiders<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The algorithm does not measure value. It measures <em>network activation<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is not neutral\u2014it is a design choice that rewards popularity over contribution.<\/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=\"Recursive_Weighting_and_Feedback_Loops\"><\/span>Recursive Weighting and Feedback Loops<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Many funding platforms apply recursive mechanisms: past success influences future weighting, reputation affects eligibility, and historical participation increases visibility.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These feedback loops resemble financial compounding:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Early winners gain algorithmic credibility.<\/li>\n\n\n\n<li>Algorithmic credibility increases future funding probability.<\/li>\n\n\n\n<li>New entrants face a mathematically uphill battle.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Over time, this leads to <strong>algorithmic oligarchy<\/strong>, where a small set of actors repeatedly capture funds\u2014not necessarily because they produce the most value, but because the system structurally reinforces their position.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Without intervention, recursive weighting converts \u201ccommunity funding\u201d into path-dependent wealth concentration.<\/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=\"Ecosystem_Lock-In_as_a_Funding_Filter\"><\/span>Ecosystem Lock-In as a Funding Filter<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Another underexamined design choice is <strong>ecosystem restriction<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/science-dao.org\/ru\/gitcoin-is-leaning\/\" data-type=\"post\" data-id=\"1687\">Some platforms explicitly or implicitly require projects to benefit a specific blockchain, protocol, or technology stack to qualify for funding.<\/a> This transforms public goods funding into ecosystem subsidies.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The consequences are predictable:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cross-ecosystem tools are penalized.<\/li>\n\n\n\n<li>Fundamental research without immediate ecosystem ROI is excluded.<\/li>\n\n\n\n<li>Innovation becomes inward-looking and politically aligned rather than exploratory.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This is not decentralization\u2014it is algorithmic gatekeeping.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_These_Choices_Matter_for_Science_and_Open_Knowledge\"><\/span>Why These Choices Matter for Science and Open Knowledge<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">In <a href=\"https:\/\/science-dao.org\/ru\/meritocracy\/\"><strong>scientific research and open-source infrastructure<\/strong><\/a>, value often precedes popularity by years. Many foundational breakthroughs begin as marginal, unfashionable, or incomprehensible to non-specialists.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When funding algorithms prioritize social signaling, ecosystem loyalty, or prior recognition, they systematically disadvantage:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Independent researchers<\/li>\n\n\n\n<li>Uncredentialed contributors<\/li>\n\n\n\n<li>Long-horizon theoretical work<\/li>\n\n\n\n<li>Infrastructure that benefits everyone but markets poorly<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Over time, this reshapes not only who gets funded, but what kinds of ideas are allowed to exist.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Toward_Auditable_and_Appealable_Funding_Algorithms\"><\/span>Toward Auditable and Appealable Funding Algorithms<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">If algorithmic funding is to be legitimate, it must be <strong>contestable<\/strong>. At minimum, funding systems should satisfy three criteria.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Transparent_and_Auditable_Design\"><\/span>Transparent and Auditable Design<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Funding formulas should be fully documented and reproducible. Participants must be able to simulate outcomes and understand how changes in inputs affect results.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Black-box scoring systems are incompatible with public goods funding.<\/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=\"Appeal_and_Review_Mechanisms\"><\/span>Appeal and Review Mechanisms<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Algorithms should not be final arbiters. Projects must have the right to challenge exclusions, weighting errors, or misclassification.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An appeal layer\u2014human or hybrid\u2014is essential to prevent silent systemic bias.<\/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=\"Pluralistic_Allocation_Models\"><\/span>Pluralistic Allocation Models<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">No single metric captures value. Robust systems combine multiple, independently weighted signals, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Peer review by domain experts<\/li>\n\n\n\n<li>Long-term impact tracking<\/li>\n\n\n\n<li>Cross-ecosystem benefit measures<\/li>\n\n\n\n<li>AI-assisted but explainable evaluation<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This reduces the risk that one ideological assumption dominates all outcomes.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Algorithmic_Funding_Is_Governance_Not_Infrastructure\"><\/span>Algorithmic Funding Is Governance, Not Infrastructure<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The central mistake in today\u2019s funding platforms is treating algorithms as infrastructure rather than governance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Infrastructure moves data.<br>Governance allocates power.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Once this distinction is acknowledged, the conversation shifts from \u201cwhich formula is best\u201d to \u201cwhich values are we encoding, and who benefits from them.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That shift is uncomfortable\u2014but necessary.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If we want funding systems that genuinely support science, open knowledge, and long-term progress, we must design algorithms that are accountable, revisable, and openly political rather than silently ideological.<\/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=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/science-dao.org\/ru\/meritocracy\/\">Algorithmic funding<\/a> does not eliminate bias; it formalizes it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Small design choices decide who gets rich, who gets ignored, and which futures are funded into existence. Platforms like Gitcoin demonstrate both the promise and the danger of automated allocation at scale.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The path forward is not abandoning algorithms, but subjecting them to the same scrutiny we expect of human institutions: transparency, accountability, and the right to challenge power.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<div id=\"scien-3837959313\" 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\/ru\/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\/ru\/donation\/\">make a donation<\/a><\/strong> to support <a href=\"https:\/\/science-dao.org\/ru\/amateur-scientists\/\">independent scientists<\/a> and <a href=\"https:\/\/science-dao.org\/ru\/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\/ru\/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-1331519118\" 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>Algorithmic choices in money-allocation systems do intersect with ideology. It could be said, they are the ideology of modern financing. The Myth of Neutral Funding Algorithms Algorithms do not emerge [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,34,32],"tags":[],"class_list":["post-21944","post","type-post","status-publish","format-standard","hentry","category-ai-internet-meritocracy","category-grant-science","category-meritocracy"],"_links":{"self":[{"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/posts\/21944","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/comments?post=21944"}],"version-history":[{"count":7,"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/posts\/21944\/revisions"}],"predecessor-version":[{"id":23209,"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/posts\/21944\/revisions\/23209"}],"wp:attachment":[{"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/media?parent=21944"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/categories?post=21944"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/science-dao.org\/ru\/wp-json\/wp\/v2\/tags?post=21944"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}