{"id":24205,"date":"2026-07-14T02:42:14","date_gmt":"2026-07-14T02:42:14","guid":{"rendered":"https:\/\/science-dao.org\/?p=24205"},"modified":"2026-07-14T02:53:43","modified_gmt":"2026-07-14T02:53:43","slug":"superintelligence-needs","status":"publish","type":"post","link":"https:\/\/science-dao.org\/zh\/superintelligence-needs\/","title":{"rendered":"Why Superintelligence Needs the AIIM App as Much as Humans Do"},"content":{"rendered":"<div id=\"scien-1213011529\" 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\">A superintelligence may know vastly more than any human, but it would still face a fundamental organizational problem: <strong>not all knowledge, discoveries, questions, and computational tasks are equally important<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A highly advanced AI system would probably consist not of one indivisible mind, but of many specialized agents, models, tools, databases, verification systems, and research processes. These agents would generate competing hypotheses, solve different subproblems, inspect one another\u2019s outputs, and request limited computational or physical resources.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The superintelligence would therefore need a system that answers questions such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which discovery is foundational and which is merely incremental?<\/li>\n\n\n\n<li>Which AI agent should receive more computation?<\/li>\n\n\n\n<li>Which unresolved question blocks many other projects?<\/li>\n\n\n\n<li>Which result has been independently verified?<\/li>\n\n\n\n<li>Which software component is used by thousands of other systems?<\/li>\n\n\n\n<li>Which contribution deserves priority, attribution, or resources?<\/li>\n\n\n\n<li>Which apparently obscure idea may unlock an entire field?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Humans already struggle with these questions. Universities, grant agencies, journals, search engines, citation indexes, and financial markets are all imperfect attempts to organize knowledge and attention.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Superintelligence would face the same structural problem on a much larger scale.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is the primary reason it could need <a href=\"https:\/\/science-dao.org\/zh\/meritocracy\/\">AI Internet-Meritocracy<\/a>, or AIIM: <strong>AIIM could provide a shared merit and priority system through which humans and AI agents organize knowledge, evaluate contributions, and allocate resources.<\/strong><\/p>\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>Superintelligence does not eliminate the need to rank knowledge. It makes knowledge prioritization more important because the volume of possible research, reasoning, and machine-generated output becomes enormously larger.<\/strong><\/p>\n<\/blockquote>\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\/zh\/superintelligence-needs\/#Superintelligence_Is_Not_the_Same_as_Perfect_Organization\" >Superintelligence Is Not the Same as Perfect Organization<\/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\/zh\/superintelligence-needs\/#Superintelligence_Will_Likely_Depend_on_Many_AI_Agents\" >Superintelligence Will Likely Depend on Many AI Agents<\/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\/zh\/superintelligence-needs\/#AIIM_as_an_Operating_System_for_Collective_Intelligence\" >AIIM as an Operating System for Collective Intelligence<\/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\/zh\/superintelligence-needs\/#Knowledge_Must_Be_Ordered_by_Importance\" >Knowledge Must Be Ordered by Importance<\/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\/zh\/superintelligence-needs\/#The_Main_Bottleneck_May_Become_Attention_Not_Intelligence\" >The Main Bottleneck May Become Attention, Not Intelligence<\/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\/zh\/superintelligence-needs\/#AIIM_Can_Organize_Dependencies_Between_AI_Agents\" >AIIM Can Organize Dependencies Between AI Agents<\/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\/zh\/superintelligence-needs\/#AI_Agents_Need_Incentives_and_Selection_Mechanisms\" >AI Agents Need Incentives and Selection Mechanisms<\/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\/zh\/superintelligence-needs\/#Why_a_Central_Superintelligence_Cannot_Simply_Rank_Everything_Internally\" >Why a Central Superintelligence Cannot Simply Rank Everything Internally<\/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\/zh\/superintelligence-needs\/#Humans_and_AI_Agents_Can_Share_the_Same_Merit_Network\" >Humans and AI Agents Can Share the Same Merit Network<\/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\/zh\/superintelligence-needs\/#AIIM_Can_Help_Prevent_Knowledge_Monopolies\" >AIIM Can Help Prevent Knowledge Monopolies<\/a><\/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\/zh\/superintelligence-needs\/#AIIM_Also_Provides_Human_Governance_and_Legitimacy\" >AIIM Also Provides Human Governance and Legitimacy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/science-dao.org\/zh\/superintelligence-needs\/#Superintelligence_Needs_Humans_to_Verify_the_Physical_World\" >Superintelligence Needs Humans to Verify the Physical World<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/science-dao.org\/zh\/superintelligence-needs\/#AIIM_Can_Protect_Foundational_and_Unconventional_Research\" >AIIM Can Protect Foundational and Unconventional Research<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/science-dao.org\/zh\/superintelligence-needs\/#Limitations_AIIM_Would_Not_Automatically_Solve_Prioritization\" >Limitations: AIIM Would Not Automatically Solve Prioritization<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/science-dao.org\/zh\/superintelligence-needs\/#AIIM_as_the_Coordination_Layer_of_Superintelligence\" >AIIM as the Coordination Layer of Superintelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/science-dao.org\/zh\/superintelligence-needs\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Superintelligence_Is_Not_the_Same_as_Perfect_Organization\"><\/span>Superintelligence Is Not the Same as Perfect Organization<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The word <em>superintelligence<\/em> suggests an intelligence superior to humans across most cognitive tasks. It does not imply that every computation, observation, or piece of information receives equal attention.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Any real intelligence operates under constraints.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Even an extremely advanced system would have limited access to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>computing power;<\/li>\n\n\n\n<li>energy;<\/li>\n\n\n\n<li>laboratory equipment;<\/li>\n\n\n\n<li>robotic systems;<\/li>\n\n\n\n<li>communication bandwidth;<\/li>\n\n\n\n<li>trusted data;<\/li>\n\n\n\n<li>human attention;<\/li>\n\n\n\n<li>manufacturing capacity;<\/li>\n\n\n\n<li>time before a decision must be made.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The number of possible calculations may be effectively unlimited, while the resources available to perform them remain finite.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A superintelligence would therefore need to select among alternatives. It must decide which theorem to investigate, which simulation to run, which dataset to clean, which hypothesis to test, and which agent should be assigned to each task.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is not a temporary weakness that disappears when intelligence improves. It is a general resource-allocation problem.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A system capable of generating one million research proposals still needs to determine which ten should be investigated first.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Superintelligence_Will_Likely_Depend_on_Many_AI_Agents\"><\/span>Superintelligence Will Likely Depend on Many AI Agents<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A future superintelligent system may be described as one intelligence, but operationally it would likely contain many specialized components.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One AI agent might work on mathematical proofs. Another might inspect experimental evidence. Others might specialize in medicine, economics, engineering, software security, law, or scientific replication.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Additional agents could perform functions such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>generating hypotheses;<\/li>\n\n\n\n<li>searching scientific literature;<\/li>\n\n\n\n<li>checking formal proofs;<\/li>\n\n\n\n<li>detecting contradictions;<\/li>\n\n\n\n<li>reproducing computational results;<\/li>\n\n\n\n<li>evaluating safety risks;<\/li>\n\n\n\n<li>comparing proposed experiments;<\/li>\n\n\n\n<li>maintaining software infrastructure;<\/li>\n\n\n\n<li>estimating the downstream impact of discoveries.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These agents may disagree. Some may produce unreliable outputs. Several may independently rediscover the same result. One agent\u2019s work may depend on the output of dozens of others.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The system therefore needs more than communication between agents. It needs <strong>coordination, prioritization, attribution, and evaluation<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could function as this coordination layer.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AIIM_as_an_Operating_System_for_Collective_Intelligence\"><\/span>AIIM as an Operating System for Collective Intelligence<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM can be understood not merely as a grant application, but as an <strong>organizational protocol for collective intelligence<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In such a system, human researchers and AI agents could publish contributions into a shared network. Other participants could examine, verify, extend, criticize, or depend on those contributions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could then help estimate:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>the importance of each result;<\/li>\n\n\n\n<li>the reliability of the evidence;<\/li>\n\n\n\n<li>the number and importance of dependent projects;<\/li>\n\n\n\n<li>the originality of the contribution;<\/li>\n\n\n\n<li>the cost of reproducing it;<\/li>\n\n\n\n<li>the urgency of the problem addressed;<\/li>\n\n\n\n<li>the contributor\u2019s role in the final outcome.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These assessments could determine how resources are distributed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For humans, the resources may be grants, salaries, reputation, laboratory access, or donations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For AI agents, the resources may include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>computation time;<\/li>\n\n\n\n<li>memory;<\/li>\n\n\n\n<li>access to tools;<\/li>\n\n\n\n<li>permission to run experiments;<\/li>\n\n\n\n<li>higher scheduling priority;<\/li>\n\n\n\n<li>additional verification;<\/li>\n\n\n\n<li>access to better models;<\/li>\n\n\n\n<li>control of robotic or laboratory systems.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">In this sense, AIIM could become an operating system for organizing both human and machine research.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It would answer not simply, \u201cWho should receive money?\u201d but the deeper question:<\/p>\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>Which contribution, problem, agent, or dependency deserves the next unit of scarce resources?<\/strong><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Knowledge_Must_Be_Ordered_by_Importance\"><\/span>Knowledge Must Be Ordered by Importance<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A database stores information. A merit system determines which information matters.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This distinction is essential.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A superintelligence could potentially access billions of documents and generate vast quantities of new analysis. However, merely possessing information does not establish its relative importance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Some results are isolated observations. Others become foundations for thousands of later discoveries.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A small improvement in an application may be useful, while a seemingly abstract theorem may transform several branches of science decades later. A short software patch may repair a component on which an entire technological infrastructure depends.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could help represent these differences.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It could organize knowledge according to several dimensions:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Foundational importance<\/strong> \u2014 how many later results depend on it.<\/li>\n\n\n\n<li><strong>Practical impact<\/strong> \u2014 how much it improves real systems or human welfare.<\/li>\n\n\n\n<li><strong>Reliability<\/strong> \u2014 how strongly it has been verified.<\/li>\n\n\n\n<li><strong>Urgency<\/strong> \u2014 how quickly the problem needs to be solved.<\/li>\n\n\n\n<li><strong>Originality<\/strong> \u2014 how much genuinely new information it contributes.<\/li>\n\n\n\n<li><strong>Replaceability<\/strong> \u2014 whether the result could easily have been produced elsewhere.<\/li>\n\n\n\n<li><strong>Enabling power<\/strong> \u2014 whether it makes many previously impossible projects possible.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">No single number can perfectly represent all these properties. Nevertheless, a transparent multidimensional assessment is better than treating all knowledge as equivalent.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Main_Bottleneck_May_Become_Attention_Not_Intelligence\"><\/span>The Main Bottleneck May Become Attention, Not Intelligence<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Today, scientific progress is often limited by a lack of researchers, data, funding, or computational power.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Under superintelligence, another bottleneck may dominate: <strong>the allocation of attention<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A superintelligence may generate more hypotheses in one day than all human laboratories could test in a century. It could produce vast numbers of mathematical conjectures, engineering designs, medical candidates, and software architectures.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The central difficulty would then become deciding:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>which outputs deserve verification;<\/li>\n\n\n\n<li>which ideas should be connected;<\/li>\n\n\n\n<li>which projects should be discontinued;<\/li>\n\n\n\n<li>which foundational gaps block the most progress;<\/li>\n\n\n\n<li>which discoveries should receive physical implementation.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could help manage this abundance by constructing a dynamic hierarchy of problems and contributions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of allowing the loudest institution, richest owner, or most visible application to control attention, AIIM could prioritize work according to its estimated merit and dependency structure.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AIIM_Can_Organize_Dependencies_Between_AI_Agents\"><\/span>AIIM Can Organize Dependencies Between AI Agents<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Scientific and technological knowledge forms a dependency network.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A medical discovery may depend on mathematics, chemistry, software, datasets, and laboratory protocols. A new AI agent may depend on libraries, models, training methods, evaluation benchmarks, and security tools.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The visible final result may therefore be only the top layer of a large structure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could track these relationships.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Suppose Agent A proves a mathematical result. Agent B uses it to develop an optimization method. Agent C incorporates that method into a drug-discovery system. Agent D validates a resulting treatment experimentally.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A conventional system may reward only Agent D because its contribution is closest to the final application.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A dependency-aware AIIM system could recognize that all four agents contributed to the outcome. It could allocate credit and resources upstream according to the importance of each dependency.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This would have several benefits:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>foundational work would not be systematically neglected;<\/li>\n\n\n\n<li>agents would have incentives to publish reusable components;<\/li>\n\n\n\n<li>duplication of effort could be reduced;<\/li>\n\n\n\n<li>important bottlenecks would become visible;<\/li>\n\n\n\n<li>maintenance and verification work could receive recognition;<\/li>\n\n\n\n<li>downstream success could support upstream contributors.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The same mechanism could include human mathematicians, scientists, programmers, and reviewers alongside AI agents.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Agents_Need_Incentives_and_Selection_Mechanisms\"><\/span>AI Agents Need Incentives and Selection Mechanisms<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An AI agent does not necessarily require money as a human does. Nevertheless, a multi-agent system still needs something analogous to incentives.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agents may compete for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>computational budget;<\/li>\n\n\n\n<li>task priority;<\/li>\n\n\n\n<li>data access;<\/li>\n\n\n\n<li>execution rights;<\/li>\n\n\n\n<li>long-term storage;<\/li>\n\n\n\n<li>influence over future planning;<\/li>\n\n\n\n<li>opportunities for additional exploration.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">A system that gives all agents equal resources regardless of performance would waste computation. A system that rewards only fast or popular outputs could neglect foundational work. A system controlled by one opaque central planner could become difficult to audit.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could provide a more structured alternative.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agents that produce valuable, reliable, and widely used contributions could receive more resources. Agents that repeatedly generate errors could face stronger verification requirements. Agents specializing in neglected but important domains could receive targeted support.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is not necessarily a free market among machines. It is a <strong>merit-based resource scheduler<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could therefore serve the superintelligence in a role similar to the combined functions of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>a grant agency;<\/li>\n\n\n\n<li>a scientific journal;<\/li>\n\n\n\n<li>a package manager;<\/li>\n\n\n\n<li>a citation network;<\/li>\n\n\n\n<li>a project-management system;<\/li>\n\n\n\n<li>a reputation mechanism;<\/li>\n\n\n\n<li>a computational resource allocator.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_a_Central_Superintelligence_Cannot_Simply_Rank_Everything_Internally\"><\/span>Why a Central Superintelligence Cannot Simply Rank Everything Internally<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">It may appear that a sufficiently intelligent central system could perform all prioritization privately, without an external application.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That approach has several weaknesses.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">First, internal rankings would be difficult for humans or independent agents to inspect. A shared system can record why a project received resources and which evidence influenced the decision.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Second, different AI agents may use different models, methods, or objectives. AIIM can provide a common coordination protocol without requiring every agent to share the same internal architecture.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Third, knowledge prioritization is not purely technical. Human values affect whether society prefers medical research, environmental protection, space exploration, fundamental mathematics, or other goals.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Fourth, an externalized system creates institutional memory. Decisions, dependencies, corrections, and attribution remain available even when individual AI models are updated or replaced.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Fifth, separating the intelligence from the allocation protocol reduces the danger of excessive centralized control.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The superintelligence may supply the strongest evaluations, but AIIM can preserve a visible and governable record of how these evaluations become action.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Humans_and_AI_Agents_Can_Share_the_Same_Merit_Network\"><\/span>Humans and AI Agents Can Share the Same Merit Network<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">One of AIIM\u2019s most important possibilities is that it does not require a strict separation between human and machine contributors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A research project may involve:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>a human who proposes an unconventional question;<\/li>\n\n\n\n<li>an AI agent that searches the literature;<\/li>\n\n\n\n<li>another AI that derives a mathematical result;<\/li>\n\n\n\n<li>a human laboratory team that performs an experiment;<\/li>\n\n\n\n<li>an AI verifier that detects a statistical error;<\/li>\n\n\n\n<li>an open-source developer who integrates the result into practical software;<\/li>\n\n\n\n<li>a community that evaluates the real-world consequences.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The final contribution belongs to a network rather than one isolated author.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could record and evaluate this combined process. It could reward humans financially while allocating computation and priority to AI agents.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This would allow human and machine intelligence to participate in the same dependency-aware research economy.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AIIM_Can_Help_Prevent_Knowledge_Monopolies\"><\/span>AIIM Can Help Prevent Knowledge Monopolies<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Without shared coordination infrastructure, the organization of superintelligent research may be controlled by a small number of companies or governments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These institutions could decide:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>which AI agents exist;<\/li>\n\n\n\n<li>which questions they may investigate;<\/li>\n\n\n\n<li>which discoveries become public;<\/li>\n\n\n\n<li>which projects receive computing power;<\/li>\n\n\n\n<li>which results remain proprietary;<\/li>\n\n\n\n<li>which contributors receive recognition.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Even an extraordinarily capable AI can become intellectually narrow when its resource allocation is controlled by a narrow owner.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A transparent AIIM system could reduce this risk by making the structure of research priorities, dependencies, and allocations more visible. Multiple funding pools and governance communities could support different legitimate objectives while still sharing knowledge.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This would not eliminate power concentration automatically. However, it could provide an alternative to organizing all machine intelligence inside private corporate hierarchies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AIIM_Also_Provides_Human_Governance_and_Legitimacy\"><\/span>AIIM Also Provides Human Governance and Legitimacy<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The organization of AI agents is the main reason superintelligence would need AIIM, but it is not the only reason.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A superintelligence may determine that a particular project is technically efficient. That does not automatically give it the right to impose the project on society.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Humans still need mechanisms to establish:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>legal boundaries;<\/li>\n\n\n\n<li>acceptable risks;<\/li>\n\n\n\n<li>research prohibitions;<\/li>\n\n\n\n<li>privacy requirements;<\/li>\n\n\n\n<li>public priorities;<\/li>\n\n\n\n<li>appeal procedures;<\/li>\n\n\n\n<li>rules for resource ownership.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could connect machine evaluation with human authorization.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The AI may estimate which project has the greatest scientific potential. Humans may decide whether that project is ethically acceptable, whether public funds may support it, and which safety conditions must apply.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This creates a useful division:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI evaluates evidence and dependencies.<\/strong><\/li>\n\n\n\n<li><strong>AIIM organizes priorities and resources.<\/strong><\/li>\n\n\n\n<li><strong>Humans define legitimate boundaries and collective goals.<\/strong><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Superintelligence_Needs_Humans_to_Verify_the_Physical_World\"><\/span>Superintelligence Needs Humans to Verify the Physical World<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Even extremely advanced AI cannot replace every physical observation with abstract reasoning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Research still requires contact with the world:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>experiments must be conducted;<\/li>\n\n\n\n<li>instruments must be calibrated;<\/li>\n\n\n\n<li>materials must be manufactured;<\/li>\n\n\n\n<li>biological effects must be observed;<\/li>\n\n\n\n<li>environmental conditions must be measured;<\/li>\n\n\n\n<li>technologies must be tested in real communities.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Humans and machines may perform these tasks together.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could reward human researchers for supplying high-quality observations and could assign greater computational resources to agents whose predictions survive experimental testing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It could also reward criticism, replication, and correction.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A robust system should not merely reward the production of new claims. It should reward participants who discover that an important claim is wrong.<\/p>\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>A superintelligence needs an institutional mechanism that makes correcting the system more valuable than agreeing with it.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AIIM_Can_Protect_Foundational_and_Unconventional_Research\"><\/span>AIIM Can Protect Foundational and Unconventional Research<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Both humans and AI agents may systematically undervalue work whose importance is not immediately visible.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is especially common in abstract mathematics, theoretical computer science, infrastructure software, replication, and negative results.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM\u2019s dependency-based approach could help reveal that an obscure contribution supports many later projects. Instead of relying primarily on prestige, institutional affiliation, or immediate commercial usefulness, the system could evaluate how knowledge propagates through the wider network.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is particularly relevant to independent researchers. AIIM is intended to support <a href=\"https:\/\/science-dao.org\/zh\/non-discriminatory\/\">non-discriminatory scientific funding<\/a> in which work can be evaluated independently of conventional academic status.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For a superintelligence, ignoring valuable knowledge because it originated outside a prestigious institution would be an unnecessary information loss.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Limitations_AIIM_Would_Not_Automatically_Solve_Prioritization\"><\/span>Limitations: AIIM Would Not Automatically Solve Prioritization<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM should not be described as a perfect solution.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ranking knowledge is difficult because importance changes over time. A result considered minor today may later become foundational. Dependency graphs can be incomplete. Agents may attempt to manipulate metrics. Popular projects may attract excessive attention. Machine-generated assessments may reproduce errors or hidden biases.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A credible implementation would therefore need:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>multiple evaluation criteria;<\/li>\n\n\n\n<li>uncertainty estimates;<\/li>\n\n\n\n<li>transparent explanations;<\/li>\n\n\n\n<li>independent verification;<\/li>\n\n\n\n<li>appeal and correction mechanisms;<\/li>\n\n\n\n<li>resistance to collusion;<\/li>\n\n\n\n<li>historical reassessment;<\/li>\n\n\n\n<li>protection for exploratory research;<\/li>\n\n\n\n<li>limits on concentrated control.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM should not produce one unquestionable score of absolute merit. It should create an auditable process for comparing contributions under uncertainty.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AIIM_as_the_Coordination_Layer_of_Superintelligence\"><\/span>AIIM as the Coordination Layer of Superintelligence<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Superintelligence is often imagined primarily as a better thinker.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But a civilization-scale intelligence must also be a better organizer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It must coordinate many agents, allocate scarce resources, compare incompatible research opportunities, preserve attribution, trace dependencies, identify bottlenecks, and connect abstract discoveries to physical action.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These are exactly the kinds of problems AIIM is designed to address.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For humans, AIIM could improve how money and recognition are distributed among scientists and open-source developers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For AI agents, it could determine how computation, attention, verification, and execution rights are distributed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For a combined human\u2013AI research system, it could provide a shared map of what is known, what matters, what depends on what, and what should be done next.<\/p>\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\">Superintelligence would need AIIM not mainly because it requires humans to grant it political legitimacy, although legitimacy remains important.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It would need AIIM because <strong>intelligence alone does not organize intelligence<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A superintelligent system containing many agents would face an immense coordination problem. It would need to rank knowledge, allocate computational resources, distinguish foundational discoveries from noise, trace dependencies, reward verification, and select among more possible projects than it could execute.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM could provide this missing organizational layer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Humans need AIIM to coordinate researchers, funding, recognition, and scientific priorities. Superintelligence would need it to coordinate AI agents, computation, machine-generated knowledge, and interactions with human contributors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The same basic problem confronts both:<\/p>\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>There is more potentially useful work than available attention and resources. Therefore, intelligence requires a merit-based system for deciding what matters most.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">AIIM can be understood as an app today, but its deeper potential is much larger. It could become infrastructure for organizing collective intelligence\u2014human, artificial, and ultimately superintelligent.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Readers can explore the proposed system on the <a href=\"https:\/\/science-dao.org\/zh\/meritocracy\/\">AI Internet-Meritocracy page<\/a>, review information about <a href=\"https:\/\/science-dao.org\/zh\/government\/\">AIIM for governments and public institutions<\/a>, or <a href=\"https:\/\/science-dao.org\/zh\/donation\/\">support the development of World Science DAO<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<div id=\"scien-4222426564\" 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\/zh\/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\/zh\/donation\/\">make a donation<\/a><\/strong> to support <a href=\"https:\/\/science-dao.org\/zh\/amateur-scientists\/\">independent scientists<\/a> and <a href=\"https:\/\/science-dao.org\/zh\/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\/zh\/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-314889483\" 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; \r\n        font-size: 0.8em; \r\n        margin-bottom: 4px; \r\n    }\r\n    .product-blurb { \r\n        font-size: 0.85em; \r\n        line-height: 1.25;\r\n        color: #333; \r\n        margin: 0;\r\n    }\r\n\r\n    \/* Compact Button Styling *\/\r\n    .amazon-button {\r\n        display: inline-block;\r\n        background-color: #FFD814;\r\n        border: 1px solid #FCD200;\r\n        border-radius: 20px;\r\n        color: #0F1111;\r\n        padding: 6px 10px;\r\n        text-align: center;\r\n        text-decoration: none;\r\n        font-size: 0.8em;\r\n        font-weight: bold;\r\n        box-shadow: 0 2px 5px rgba(0,0,0,0.1);\r\n        transition: background-color 0.2s;\r\n        white-space: nowrap;\r\n    }\r\n    .amazon-button:hover { background-color: #F7CA00; border-color: #F2C200; cursor: pointer;}\r\n\r\n    \/* Disclosure *\/\r\n    .affiliate-disclosure {\r\n        font-size: 0.75em;\r\n        color: #565959;\r\n        text-align: center;\r\n        margin-top: 5px;\r\n    }\r\n\r\n    \/* Responsive *\/\r\n    @media (max-width: 600px) {\r\n        .amazon-ad-table thead { display: none; }\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>A superintelligence may know vastly more than any human, but it would still face a fundamental organizational problem: not all knowledge, discoveries, questions, and computational tasks are equally important. A [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-24205","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/posts\/24205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/comments?post=24205"}],"version-history":[{"count":2,"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/posts\/24205\/revisions"}],"predecessor-version":[{"id":24208,"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/posts\/24205\/revisions\/24208"}],"wp:attachment":[{"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/media?parent=24205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/categories?post=24205"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/science-dao.org\/zh\/wp-json\/wp\/v2\/tags?post=24205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}