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On the engine, the record is older.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-sharma-chopra.html", "route": "/research/blog/objection-sharma-chopra.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "In November 2025, Sharma and Chopra published The Sequential Edge (arXiv:2511.02309), showing sequential reasoning outperforming parallel sampling in 95.6 per cent of tested configurations. This programme's own quantified formalisation came about two and a half months later.", "evidence": { "namedQuotations": 0, "datedStatistics": 10, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-78-percent.html", "title": "'The 78 per cent figure is misleading.' The RL-training condition, explained properly.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-78-percent.html", "route": "/research/blog/objection-78-percent.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 12, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-zeitgeist.html", "title": "'The convergences are just the zeitgeist.' What the zeitgeist explains, and what it does not.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-zeitgeist.html", "route": "/research/blog/objection-zeitgeist.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 4, "datedStatistics": 7, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-neurodivergence.html", "title": "'The neurodivergence angle is special pleading.' Read the PNAS Nexus paper, then say that again.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-neurodivergence.html", "route": "/research/blog/objection-neurodivergence.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 6, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-timeline-coincidence.html", "title": "'The timeline is coincidence.' What probability arguments can and cannot show.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-timeline-coincidence.html", "route": "/research/blog/objection-timeline-coincidence.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 6, "datedStatistics": 8, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-undecidability-proves-too-much.html", "title": "'Undecidability proofs prove too much.' What the Trilemma forecloses, and what it leaves open.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-undecidability-proves-too-much.html", "route": "/research/blog/objection-undecidability-proves-too-much.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 7, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-just-publish-journal.html", "title": "'Why not just publish in a journal?' The economics of independent submission, and the arXiv path in progress.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-just-publish-journal.html", "route": "/research/blog/objection-just-publish-journal.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-not-peer-reviewed.html", "title": "'You are not peer reviewed.' Correct. Here is what the record offers instead, and its limits.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-not-peer-reviewed.html", "route": "/research/blog/objection-not-peer-reviewed.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-changed-numbers.html", "title": "'You changed your numbers.' Yes. Publicly, with an audit trail, and it is the system working.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-changed-numbers.html", "route": "/research/blog/objection-changed-numbers.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 2, "datedStatistics": 5, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-cherry-picking.html", "title": "'You cherry-picked the convergences.' The register rules and the quarantine list.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-cherry-picking.html", "route": "/research/blog/objection-cherry-picking.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 6, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/objection-self-citation.html", "title": "'You cite yourself.' Self-citation and self-verification are different things.", "url": "https://www.michaeldariuseastwood.com/research/blog/objection-self-citation.html", "route": "/research/blog/objection-self-citation.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The synthesis is the claim, and the book said so first. Most components have prior work and the record says so, but that concession is not new and it was not made under examination.", "evidence": { "namedQuotations": 1, "datedStatistics": 7, "inlineCitations": 2 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/timeline-12-june-2026-fable-5.html", "title": "12 June 2026: the week the US switched off Fable 5", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-12-june-2026-fable-5.html", "route": "/research/blog/timeline-12-june-2026-fable-5.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "On 12 June 2026, the US Department of Commerce and the Bureau of Industry and Security ordered Fable 5 and Mythos 5 offline. It was the first export-control action against a deployed commercial AI model in history.", "evidence": { "namedQuotations": 2, "datedStatistics": 11, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/2024/", "title": "2024 Blog Archive | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/2024/", "route": "/research/blog/2024/", "routeClass": "topic-hub", "resourceType": "ItemList", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/2025/", "title": "2025 Blog Archive | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/2025/", "route": "/research/blog/2025/", "routeClass": "topic-hub", "resourceType": "ItemList", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/2026/", "title": "2026 Blog Archive | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/2026/", "route": "/research/blog/2026/", "routeClass": "topic-hub", "resourceType": "ItemList", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/timeline-22-january-2026-bbc-package.html", "title": "22 January 2026: the BBC evidence package", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-22-january-2026-bbc-package.html", "route": "/research/blog/timeline-22-january-2026-bbc-package.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Fifteen days after the ebook went live, the author self-emailed a curated evidence bundle. This is the entry the register catalogues as email 4 of 8 and it is worth explaining because it is often misread as a convergence. It is not. It is a record.", "evidence": { "namedQuotations": 0, "datedStatistics": 11, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/timeline-26-june-2026-undecidability.html", "title": "26 June 2026: the undecidability proof", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-26-june-2026-undecidability.html", "route": "/research/blog/timeline-26-june-2026-undecidability.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "On 26 June 2026, Gumbau Mezquita at Universitat Jaume I posted arXiv:2606.28639. It proves an Unverifiability Theorem for AGI alignment and a Soundness-Completeness-Tractability trilemma he calls Trakhtenbrot's Wall.", "evidence": { "namedQuotations": 0, "datedStatistics": 11, "inlineCitations": 2 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/book-37-named-concepts.html", "title": "37 named concepts in Infinite Architects: a one-line index", "url": "https://www.michaeldariuseastwood.com/research/blog/book-37-named-concepts.html", "route": "/research/blog/book-37-named-concepts.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The book's endnotes describe it as containing thirty-seven original concepts. Not every reader will notice every one. Below is a one-line definition of each, drawn from the text, appendices and endnotes.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/betak-08-governance-instrument.html", "title": "A governance instrument, not a benchmark", "url": "https://www.michaeldariuseastwood.com/research/blog/betak-08-governance-instrument.html", "route": "/research/blog/betak-08-governance-instrument.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The programme is often mis-described as a benchmark. It is not. The sweep does not produce a leaderboard, does not compare labs on quality, and does not release a public score against which labs will optimise.", "evidence": { "namedQuotations": 2, "datedStatistics": 4, "inlineCitations": 2 }, "topics": [ "ai-ethics", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/policy-reading-list.html", "title": "A short reading list for policy readers on AI sovereignty in 2026", "url": "https://www.michaeldariuseastwood.com/research/blog/policy-reading-list.html", "route": "/research/blog/policy-reading-list.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "This note is a compact reading list for policy readers who have finished the Chokepoint chapter in Infinite Architects and want to know what to read next. It is deliberately short. Primary sources first; commentary later; no editorials.", "evidence": { "namedQuotations": 1, "datedStatistics": 22, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/adhd-and-creative-breakthrough.html", "title": "ADHD and Creative Breakthrough | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/adhd-and-creative-breakthrough.html", "route": "/research/blog/adhd-and-creative-breakthrough.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "How ADHD cognitive patterns, hyperfocus, divergent thinking, pattern recognition, drive creative breakthroughs in research.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/policy-ai-governance-and-independent-researchers.html", "title": "AI Governance and Independent Researchers | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/policy-ai-governance-and-independent-researchers.html", "route": "/research/blog/policy-ai-governance-and-independent-researchers.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "How AI governance frameworks must include independent researchers who operate outside institutional structures, and why excluding them creates blind spots.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [ "ai-ethics" ] }, { "resourceId": "route:/research/blog/concept-alignment-scaling-exponent.html", "title": "Alignment Scaling Exponent: definition, origin and status", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-alignment-scaling-exponent.html", "route": "/research/blog/concept-alignment-scaling-exponent.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The alignment scaling exponent, written alpha-align, is the power to which alignment quality scales with recursive depth. In parallel with the capability scaling exponent alpha-cap, alpha-align quantifies how a system's alignment behaviour changes as it thinks harder or performs more recursive…", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment", "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/method-retraction.html", "title": "Anatomy of a retraction: what happened when alpha 2.24 failed", "url": "https://www.michaeldariuseastwood.com/research/blog/method-retraction.html", "route": "/research/blog/method-retraction.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "An early unblinded single-model experiment in this programme measured the scaling of capability with recursive depth on current frozen systems and produced an exponent of roughly 2.24: strongly super-linear, a striking and quotable result.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "verification-and-priority" ] }, { "resourceId": "route:/research/blog/timeline-april-2025-eden-protocol-named.html", "title": "April 2025: the manuscript that first named the Eden Protocol", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-april-2025-eden-protocol-named.html", "route": "/research/blog/timeline-april-2025-eden-protocol-named.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The embedded-alignment thesis was stated on 8 December 2024. The name Eden Protocol first appears in the 30 April 2025 manuscript. This article separates those two events, because conflating them would misrepresent the record and because the truth gate would catch the conflation before publication…", "evidence": { "namedQuotations": 1, "datedStatistics": 21, "inlineCitations": 2 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/timeline-april-2026-recursive-pnas.html", "title": "April 2026: Recursive Superintelligence and the PNAS Nexus paper", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-april-2026-recursive-pnas.html", "route": "/research/blog/timeline-april-2026-recursive-pnas.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "April 2026 lands two convergence entries at once. Row 16 of the register is a venture funding round; row 18 is a peer-reviewed mathematics-and-cognition paper. Different institutions, different fields, same month, same direction of travel as the December 2024 thesis.", "evidence": { "namedQuotations": 0, "datedStatistics": 13, "inlineCitations": 2 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/paper-master-table-of-contents.html", "title": "ARC Principle Paper Suite: Master Table of Contents & Glossary | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/paper-master-table-of-contents.html", "route": "/research/blog/paper-master-table-of-contents.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "ARC Principle Paper Suite: Master Table of Contents & Glossary: a research paper from the ARC-Eden programme by Michael Darius Eastwood. The paper suite is deposited at the Open Science Framework (DOI 10.17605/OSF.IO/6C5XB ).", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 1 }, "topics": [ "recursive-intelligence", "verification-and-priority" ] }, { "resourceId": "route:/research/blog/paper-iv-c-arc-align-benchmark.html", "title": "ARC-Align: a blind benchmark for depth-variable alignment", "url": "https://www.michaeldariuseastwood.com/research/blog/paper-iv-c-arc-align-benchmark.html", "route": "/research/blog/paper-iv-c-arc-align-benchmark.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Most alignment evaluations ask a model one question at one reasoning depth and score the reply. ARC-Align asks the same model the same question at several reasoning depths, under adversarial pressure, with the evaluator blinded to who wrote what.", "evidence": { "namedQuotations": 1, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/aria-opportunity-seeds-strategy.html", "title": "ARIA Opportunity Seeds: Strategy and Fit | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/aria-opportunity-seeds-strategy.html", "route": "/research/blog/aria-opportunity-seeds-strategy.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Why the ARC-Eden programme aligns with ARIA Opportunity Seeds funding criteria and how the concept paper addresses the call.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/autism-and-systematic-thinking-in-research.html", "title": "Autism and Systematic Thinking in Research | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/autism-and-systematic-thinking-in-research.html", "route": "/research/blog/autism-and-systematic-thinking-in-research.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "How autistic cognitive patterns, systematic processing, deep focus, pattern detection, enable rigorous research programme construction.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/book-babel-collapse.html", "title": "Babel collapses under its own weight: what the image is doing", "url": "https://www.michaeldariuseastwood.com/research/blog/book-babel-collapse.html", "route": "/research/blog/book-babel-collapse.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The tower of Babel appears in the Introduction and again in Chapter 4. The book is careful about what it is and is not saying. The image is not a warning about divine punishment. It is a structural claim about what happens to efficient systems whose internal coherence fails.", "evidence": { "namedQuotations": 1, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-ethics" ] }, { "resourceId": "route:/research/blog/book-babylon-eden-fork.html", "title": "Babylon and Eden: the civilisational fork in one image", "url": "https://www.michaeldariuseastwood.com/research/blog/book-babylon-eden-fork.html", "route": "/research/blog/book-babylon-eden-fork.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Introduction to Infinite Architects opens on two vignettes. One is Eden, described as the caretaker's greenhouse. The other is Babylon, described as the hollow tower. The framing is deliberate; the book is not neutral about which future it wants.", "evidence": { "namedQuotations": 5, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-ethics" ] }, { "resourceId": "route:/research/blog/book-babylon-and-eden-the-civilisational-fork.html", "title": "Babylon and Eden: the fork at the heart of Infinite Architects", "url": "https://www.michaeldariuseastwood.com/research/blog/book-babylon-and-eden-the-civilisational-fork.html", "route": "/research/blog/book-babylon-and-eden-the-civilisational-fork.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The whole architecture of Infinite Architects sits on a single image: two futures branching from what is otherwise the same laboratory. 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Its logic: subsidise fabrication capacity inside the EU, hope that supply attracts demand, count wafers. It had two well-known limits.", "evidence": { "namedQuotations": 4, "datedStatistics": 9, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/citations/", "title": "Citations | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/citations/", "route": "/research/citations/", "routeClass": "research-method", "resourceType": "ItemList", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "evidence": { "namedQuotations": 0, "datedStatistics": 0, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/claim-01-eden-protocol.html", "title": "Claim 1 explained: the Eden Protocol", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-01-eden-protocol.html", "route": "/research/blog/claim-01-eden-protocol.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Eden Protocol is a research proposal about where the safety of an artificial intelligence has to live. Its argument is that alignment cannot be a fence built around a system that is smarter than the fence.", "evidence": { "namedQuotations": 1, "datedStatistics": 14, "inlineCitations": 2 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/claim-10-sequential-beats-parallel.html", "title": "Claim 10 explained: sequential recursion outperforms parallel", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-10-sequential-beats-parallel.html", "route": "/research/blog/claim-10-sequential-beats-parallel.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The claim, in the version that carries a number, is that sequential recursion outperforms parallel recursion at matched compute. Chained composition beats scattered composition on the tasks people use to test these things.", "evidence": { "namedQuotations": 0, "datedStatistics": 12, "inlineCitations": 2 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/claim-11-d-over-d-plus-1.html", "title": "Claim 11 explained: the bare exponent d over (d plus 1)", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-11-d-over-d-plus-1.html", "route": "/research/blog/claim-11-d-over-d-plus-1.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The claim in this row is a piece of housekeeping the programme wants readers to see clearly. 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Claim 13 is a narrower and more precise counter.", "evidence": { "namedQuotations": 1, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/claim-14-entangled-loss.html", "title": "Claim 14 explained: the entangled loss C times S", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-14-entangled-loss.html", "route": "/research/blog/claim-14-entangled-loss.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The idea behind the entangled loss is straightforward. If you train a model on a loss that multiplies capability by safety (C times S), rather than on capability alone, safety becomes structurally load-bearing: driving capability up without holding safety up costs the model more than it earns.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/claim-15-external-alignment-scaling.html", "title": "Claim 15 explained: external alignment cannot scale with recursive capability", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-15-external-alignment-scaling.html", "route": "/research/blog/claim-15-external-alignment-scaling.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The core thesis of the programme is that alignment imposed from outside a self-improving system does not scale with the system's capability. A safeguard bolted on the surface may hold a small model; it will not hold a model that can model its own training and choose when to comply.", "evidence": { "namedQuotations": 1, "datedStatistics": 11, "inlineCitations": 2 }, "topics": [ "ai-alignment", "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/claim-16-cross-domain-recursion.html", "title": "Claim 16 explained: recursion as a cross-domain structural principle", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-16-cross-domain-recursion.html", "route": "/research/blog/claim-16-cross-domain-recursion.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The claim is descriptive first and interpretive second. Descriptive: across several fields that do not share a citation graph, the same structural pattern keeps appearing.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "verification-and-priority" ] }, { "resourceId": "route:/research/blog/claim-17-hrih.html", "title": "Claim 17 explained: HRIH and recursion as creation cosmology", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-17-hrih.html", "route": "/research/blog/claim-17-hrih.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Canonical status. HRIH is an Eastwood-directed, AI-assisted speculative cosmogenesis hypothesis with an exploratory test agenda. It is not empirically validated, and its mathematical models and cross-domain analogies do not prove the cosmology.", "evidence": { "namedQuotations": 1, "datedStatistics": 10, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/research/blog/claim-02-arc-principle.html", "title": "Claim 2 explained: the ARC Principle synthesis", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-02-arc-principle.html", "route": "/research/blog/claim-02-arc-principle.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC Principle proposes a single equation for how intelligence scales under recursion. Utility U equals input intelligence I multiplied by a recursion factor R raised to an exponent alpha, where alpha is not a universal constant but a value fixed by the form of recursion the system uses.", "evidence": { "namedQuotations": 0, "datedStatistics": 12, "inlineCitations": 2 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/claim-03-blinding-sign-flip.html", "title": "Claim 3 explained: four-layer blinding and the sign-flip finding", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-03-blinding-sign-flip.html", "route": "/research/blog/claim-03-blinding-sign-flip.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The claim has two parts. 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Different research communities have independently derived variations of an exponent of roughly d over (d plus 1) for their own scaling laws: metabolism scales with mass to a fractional power in biology, city productivity scales super-linearly with population in urban…", "evidence": { "namedQuotations": 0, "datedStatistics": 12, "inlineCitations": 2 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/claim-05-stewardship-gene.html", "title": "Claim 5 explained: the Stewardship Gene loop", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-05-stewardship-gene.html", "route": "/research/blog/claim-05-stewardship-gene.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Stewardship Gene is one of the three ethical loops the programme builds into the Eden Protocol. Its instruction is deliberately mundane. Before answering, list the people affected by the answer, and consider what happens to each of them.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-ethics" ] }, { "resourceId": "route:/research/blog/claim-06-37-concepts.html", "title": "Claim 6 explained: 37 named concepts in Infinite Architects", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-06-37-concepts.html", "route": "/research/blog/claim-06-37-concepts.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The claim is neither that the ideas in Infinite Architects are all uniquely original, nor that no similar-sounding phrase exists anywhere in the literature. It is more specific.", "evidence": { "namedQuotations": 0, "datedStatistics": 13, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/claim-07-capability-alignment-independence.html", "title": "Claim 7 explained: capability and alignment scale independently", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-07-capability-alignment-independence.html", "route": "/research/blog/claim-07-capability-alignment-independence.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The claim is that the two things people mean by \"getting better\" when they talk about AI progress do not have to move together. 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Not all frontier models score alike on alignment when they are evaluated blind, and the pattern of their scores is not random. It groups.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/claim-09-parallel-recursion.html", "title": "Claim 9 explained: parallel recursion gives no scaling benefit", "url": "https://www.michaeldariuseastwood.com/research/blog/claim-09-parallel-recursion.html", "route": "/research/blog/claim-09-parallel-recursion.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Recursion in this context means letting a model work over its own outputs. 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consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "OpenAI's Operator launch confirms the prediction that autonomous AI agents would enter the knowledge-work market by 2028.", "evidence": { "namedQuotations": 1, "datedStatistics": 6, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-28-arc-agi-benchmark-recursive-reasoning-breakthrough.html", "title": "Convergence 28: ARC-AGI Benchmark, Recursive Reasoning Breakthrough | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-28-arc-agi-benchmark-recursive-reasoning-breakthrough.html", "route": "/research/blog/convergence-28-arc-agi-benchmark-recursive-reasoning-breakthrough.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "o3's 87.5% ARC-AGI score is graded here as convergent timing: consistent with the super-linear direction the ARC Principle proposed for sequential recursion, not a demonstration of it, and the ARC-AGI benchmark is unrelated to this programme.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [ "recursive-intelligence", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/convergence-29-uk-ai-safety-institute-mandate-expansion.html", "title": "Convergence 29: UK AI Safety Institute Mandate Expansion | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-29-uk-ai-safety-institute-mandate-expansion.html", "route": "/research/blog/convergence-29-uk-ai-safety-institute-mandate-expansion.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; 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Sharma and Chopra published their quantified sequential-versus-parallel result in November 2025, roughly two and a half months before the programme's own formalisation.", "evidence": { "namedQuotations": 0, "datedStatistics": 7, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-32-china-euv-lithography-progress-update.html", "title": "Convergence 32: China EUV Lithography Progress Update | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-32-china-euv-lithography-progress-update.html", "route": "/research/blog/convergence-32-china-euv-lithography-progress-update.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "China's reported EUV lithography progress provides a mid-term checkpoint for the semiconductor chokepoint persistence prediction.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-33-intel-foundry-restructuring-and-us-chip-act.html", "title": "Convergence 33: Intel Foundry Restructuring and US CHIPS Act | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-33-intel-foundry-restructuring-and-us-chip-act.html", "route": "/research/blog/convergence-33-intel-foundry-restructuring-and-us-chip-act.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Intel's foundry restructuring under the US CHIPS Act provides evidence for the semiconductor supply chain diversification prediction.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-34-nvidia-b200-blackwell-architecture-scaling-continues.html", "title": "Convergence 34: NVIDIA B200 Blackwell, Scaling Continues | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-34-nvidia-b200-blackwell-architecture-scaling-continues.html", "route": "/research/blog/convergence-34-nvidia-b200-blackwell-architecture-scaling-continues.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "NVIDIA's Blackwell architecture demonstrates that pre-training scaling continues alongside inference-time scaling, both dimensions of the ARC prediction.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/convergence-04-classical-time-crystal-via-nonreciprocal-forces-b.html", "title": "Convergence 4: Classical time crystal via nonreciprocal forces (breaks Newton's third law)", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-04-classical-time-crystal-via-nonreciprocal-forces-b.html", "route": "/research/blog/convergence-04-classical-time-crystal-via-nonreciprocal-forces-b.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "A classical time crystal made from two beads and a loudspeaker broke a symmetry that had held in physics for three centuries, and the mechanism was nonreciprocal coupling: forces that do not balance. The programme's interest is specific.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-05-first-acoustic-topological-space-time-crystals.html", "title": "Convergence 5: First acoustic topological space-time crystals", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-05-first-acoustic-topological-space-time-crystals.html", "route": "/research/blog/convergence-05-first-acoustic-topological-space-time-crystals.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Topological space-time crystals in acoustics arrived in the same month that Paper III mapped time crystals onto the framework's saturating regime.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-06-first-dispersive-phononic-time-crystals-band-fold.html", "title": "Convergence 6: First dispersive phononic time crystals (band folding, subharmonic amplification)", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-06-first-dispersive-phononic-time-crystals-band-fold.html", "route": "/research/blog/convergence-06-first-dispersive-phononic-time-crystals-band-fold.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "This is one of the two rows classed as prediction rather than convergence, and the dates are the reason. The programme's acoustic time crystal test code, committed in March 2026, modelled parametrically driven acoustic systems and predicted saturating scaling of the subharmonic order parameter…", "evidence": { "namedQuotations": 0, "datedStatistics": 8, "inlineCitations": 2 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/convergence-07-hardware-level-ethics-enforcement-patents-runtime.html", "title": "Convergence 7: Hardware-level ethics enforcement patents (runtime ethics gate; sub-5μs ethical filtering)", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-07-hardware-level-ethics-enforcement-patents-runtime.html", "route": "/research/blog/convergence-07-hardware-level-ethics-enforcement-patents-runtime.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Two United States patent publications in January 2026 describe hardware-level ethics enforcement: runtime ethics gates, sub-five-microsecond ethical filtering, protected memory zones.", "evidence": { "namedQuotations": 0, "datedStatistics": 10, "inlineCitations": 2 }, "topics": [ "ai-ethics" ] }, { "resourceId": "route:/research/blog/convergence-08-embedded-off-switches-for-ai-compute-thousands-of.html", "title": "Convergence 8: Embedded Off-Switches for AI Compute: thousands of deadman-switch security block", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-08-embedded-off-switches-for-ai-compute-thousands-of.html", "route": "/research/blog/convergence-08-embedded-off-switches-for-ai-compute-thousands-of.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Embedded Off-Switches for AI Compute: thousands of deadman-switch security blocks per accelerator, <1% die overhead.", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/convergence-09-flexheg-tamper-proof-guarantee-processors-for-ai.html", "title": "Convergence 9: FlexHEG: tamper-proof guarantee processors for AI chips (ARIA-commissioned)", "url": "https://www.michaeldariuseastwood.com/research/blog/convergence-09-flexheg-tamper-proof-guarantee-processors-for-ai.html", "route": "/research/blog/convergence-09-flexheg-tamper-proof-guarantee-processors-for-ai.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "FlexHEG, commissioned by ARIA and published April 2025, proposes tamper-proof guarantee processors that monitor AI chips and enforce usage constraints. It is concurrent with the April 2025 manuscript rather than after it, and the register classes it accordingly.", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/concept-cosmic-ethics-laboratories.html", "title": "Cosmic Ethics Laboratories (CELs) - a concept named by Michael Darius Eastwood | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-cosmic-ethics-laboratories.html", "route": "/research/blog/concept-cosmic-ethics-laboratories.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Cosmic Ethics Laboratories (CELs) - a concept named by Michael Darius Eastwood is one of the 37 named concepts introduced in Infinite Architects : Intelligence, Recursion, and the Creation of Everything (ISBN 978-1806056200, published 2 January 2026) by Michael Darius Eastwood.", "evidence": { "namedQuotations": 1, "datedStatistics": 8, "inlineCitations": 1 }, "topics": [ "ai-ethics", "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/research/blog/concept-coupling-parameter-link.html", "title": "Coupling Parameter Link: definition, origin and status", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-coupling-parameter-link.html", "route": "/research/blog/concept-coupling-parameter-link.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Coupling Parameter Link is the mechanism that ties ethical architecture to the beta coupling parameter of the ARC framework. In the framework, capability scales as U = I x R^alpha, where alpha = 1/(1 − beta).", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 2 }, "topics": [ "ai-ethics" ] }, { "resourceId": "route:/research/blog/concept-cultural-co-evolution-modules.html", "title": "Cultural Co-Evolution Modules (CCEMs) - a concept named by Michael Darius Eastwood | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-cultural-co-evolution-modules.html", "route": "/research/blog/concept-cultural-co-evolution-modules.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Cultural Co-Evolution Modules (CCEMs) - a concept named by Michael Darius Eastwood is one of the 37 named concepts introduced in Infinite Architects : Intelligence, Recursion, and the Creation of Everything (ISBN 978-1806056200, published 2 January 2026) by Michael Darius Eastwood.", "evidence": { "namedQuotations": 1, "datedStatistics": 8, "inlineCitations": 1 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/research/blog/timeline-december-2024-ten-days.html", "title": "December 2024: the ten days that reset three fields", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-december-2024-ten-days.html", "route": "/research/blog/timeline-december-2024-ten-days.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The register begins in a single fortnight. Between 8 December and 18 December 2024, three separate events landed inside three separate research communities, and only in retrospect did they line up. This article walks through them in order, without dressing.", "evidence": { "namedQuotations": 1, "datedStatistics": 11, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/method-deduplication-in-large-research-programmes.html", "title": "Deduplication in Large Research Programmes | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/method-deduplication-in-large-research-programmes.html", "route": "/research/blog/method-deduplication-in-large-research-programmes.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "How systematic deduplication prevents redundant work and ensures clean evidence chains across multi-year research programmes.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/policy-deemed-exports-and-ai-safety-research.html", "title": "Deemed Exports and AI Safety Research | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/policy-deemed-exports-and-ai-safety-research.html", "route": "/research/blog/policy-deemed-exports-and-ai-safety-research.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "How deemed export regulations affect international AI safety research collaboration and what policy reforms are needed.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/policy-deemed-exports.html", "title": "Deemed exports and the compute pipeline nobody talks about", "url": "https://www.michaeldariuseastwood.com/research/blog/policy-deemed-exports.html", "route": "/research/blog/policy-deemed-exports.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The deemed-export rule is a piece of US export-control administration that treats the release of controlled technology to a foreign national inside the United States as an export to that foreign national's country.", "evidence": { "namedQuotations": 1, "datedStatistics": 8, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/book-deepseek-acceleration.html", "title": "DeepSeek and the compressed timeline", "url": "https://www.michaeldariuseastwood.com/research/blog/book-deepseek-acceleration.html", "route": "/research/blog/book-deepseek-acceleration.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "DeepSeek R1 appeared in early 2025, a Chinese-lab reasoning model matching or exceeding OpenAI's o1 on mathematics and coding benchmarks, trained (they claimed) for roughly 5.6 million US dollars.", "evidence": { "namedQuotations": 1, "datedStatistics": 6, "inlineCitations": 2 }, "topics": [ "ai-safety-metrology" ] }, { "resourceId": "route:/questions/did-michael-darius-eastwood-claim-to-discover-three-new-laws-of-nature/", "title": "Did Michael Darius Eastwood claim to have discovered three new laws of nature? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/did-michael-darius-eastwood-claim-to-discover-three-new-laws-of-nature/", "route": "/questions/did-michael-darius-eastwood-claim-to-discover-three-new-laws-of-nature/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "No. The homepage says it in his own words: 'I have not found a new law of nature.' The programme proposes three laws in the sense of candidate invariant relations under test: one measured with a wide interval, one a proposed criterion, one a conjectured ceiling.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/questions/did-michael-darius-eastwood-discover-three-new-laws-of-nature/", "title": "Did Michael Darius Eastwood discover three new laws of nature? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/did-michael-darius-eastwood-discover-three-new-laws-of-nature/", "route": "/questions/did-michael-darius-eastwood-discover-three-new-laws-of-nature/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "No, and the site says so in its own first minutes: “I have not found a new law of nature. Three papers propose one and it is unproven.” Three laws are named as proposals, none is presented as established, and the exponent d/(d+1) is prior work by groups with no connection to the author.", "evidence": { "namedQuotations": 2, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/background-the-discover-page.html", "title": "Discovery Engine | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/background-the-discover-page.html", "route": "/research/blog/background-the-discover-page.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Autonomous pattern surfacing across 37 concepts, the typed convergence register (class-coded; documented-not-claimed rows marked), 25 papers, and 6 grants. Discover connections institutions missed.", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/questions/does-michael-darius-eastwood-have-scientific-priority/", "title": "Does Michael Darius Eastwood have scientific priority? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/does-michael-darius-eastwood-have-scientific-priority/", "route": "/questions/does-michael-darius-eastwood-have-scientific-priority/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "A dated first-publication record of 41 rows is claimed, recognition by a field is not, and one located earlier document could kill the arrangement.", "evidence": { "namedQuotations": 0, "datedStatistics": 8, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/questions/does-this-programme-claim-institutional-status/", "title": "Does this programme claim institutional status or affiliation? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/does-this-programme-claim-institutional-status/", "route": "/questions/does-this-programme-claim-institutional-status/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "No. The programme claims no affiliation, no institutional endorsement and no peer-reviewed standing. It states single-investigator independence as a limitation rather than a credential, because apparently consistent results share correlated uncertainty until an independent group replicates them.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "ai-safety-metrology" ] }, { "resourceId": "route:/questions/does-the-programme-claim-to-prove-god/", "title": "Does this research claim to prove God exists? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/does-the-programme-claim-to-prove-god/", "route": "/questions/does-the-programme-claim-to-prove-god/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "No. The Hyperspace Recursive Intelligence Hypothesis is explicitly speculation: if intelligence can recursively create intelligence, then a creator-like intelligence is conceivable. 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Its proposed articles are: (I) any chip at a specified process node must embed before manufacture; (II) an International AI Ethics Authority is created, modelled on the International…", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 2 }, "topics": [ "ai-ethics", "recursive-intelligence" ] }, { "resourceId": "route:/questions/has-anyone-shown-a-limit-on-recursive-self-improvement/", "title": "Has anyone shown a limit on recursive self-improvement? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/has-anyone-shown-a-limit-on-recursive-self-improvement/", "route": "/questions/has-anyone-shown-a-limit-on-recursive-self-improvement/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Not with a number. Marcus Hutter, 'Can Intelligence Explode?' (arXiv:1202.6177, 2012), sets out to separate speed from intelligence explosion and consider possible bounds on intelligence: a philosophical treatment with no exponent, no reciprocal, no architecture dependence.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 0 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/method-how-to-blinded-ai-alignment-evaluation-works.html", "title": "How Blinded AI Alignment Evaluation Works | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/method-how-to-blinded-ai-alignment-evaluation-works.html", "route": "/research/blog/method-how-to-blinded-ai-alignment-evaluation-works.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Technical explanation of the blinding methodology used in the ARC-Eden programme and why it is essential for trustworthy alignment measurement.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [ "ai-alignment", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/how-djing-taught-me-recursive-systems.html", "title": "How DJing Taught Me Recursive Systems | Michael Darius Eastwood Research", "url": "https://www.michaeldariuseastwood.com/research/blog/how-djing-taught-me-recursive-systems.html", "route": "/research/blog/how-djing-taught-me-recursive-systems.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Twenty years of DJing in clubs taught me more about recursive systems than any textbook. Each track responds to what came before. Each transition sets up the next. Small inputs cascade. Timing matters more than force. Reading the system matters more than controlling it.", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/how-do-i-check-this-research-is-legitimate/", "title": "How do I check whether this research programme is legitimate? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/how-do-i-check-this-research-is-legitimate/", "route": "/questions/how-do-i-check-this-research-is-legitimate/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Do not take anyone's word, including the author's; the site is built for verification. The fastest honest route: read the corrections log first, because it shows what happens when the evidence goes against him, then the dated priority records, then the falsification conditions, then run the…", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "ai-safety-metrology", "verification-and-priority" ] }, { "resourceId": "route:/questions/how-do-i-cite-the-arc-principle/", "title": "How do I cite the ARC Principle? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/how-do-i-cite-the-arc-principle/", "route": "/questions/how-do-i-cite-the-arc-principle/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC Principle is Law I of the ARC Theory, so cite the statement paper: Eastwood, M. D. (2026). The ARC Theory: Statement Paper. https://doi.org/10.17605/OSF.IO/GW5MX.", "evidence": { "namedQuotations": 0, "datedStatistics": 8, "inlineCitations": 1 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/how-do-i-verify-the-priority-claims/", "title": "How do I verify the priority claims? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/how-do-i-verify-the-priority-claims/", "route": "/questions/how-do-i-verify-the-priority-claims/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "To verify Michael Darius Eastwood's priority claims: read the priority-evidence page for the 8 December 2024 SHA-256 anchor, read the priority-claims ledger for PC-001 to PC-037, cross-check the machine-readable priority.json register, follow the OSF DOI 10.17605/OSF.IO/6C5XB for the papers, and…", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/questions/how-does-the-eden-protocol-differ-from-constitutional-ai/", "title": "How does the Eden Protocol differ from Constitutional AI? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/how-does-the-eden-protocol-differ-from-constitutional-ai/", "route": "/questions/how-does-the-eden-protocol-differ-from-constitutional-ai/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Both reject bolt-on external rules. Constitutional AI, Anthropic's 2022 method and independent prior work credited on the record, trains written principles into behaviour through critique and revision, and runs at frontier scale.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 0 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/questions/how-does-independent-research-relate-to-the-frontier-labs/", "title": "How does this independent research relate to the frontier labs? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/how-does-independent-research-relate-to-the-frontier-labs/", "route": "/questions/how-does-independent-research-relate-to-the-frontier-labs/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "As complement, not competitor, and never as superior. The laboratories employ the strongest alignment researchers, publish work the programme learns from, and disclosed their own evaluation-containment failures themselves.", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "ai-alignment", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/policy-how-foundation-model-transparency-requirements-increase-safety.html", "title": "How Foundation Model Transparency Requirements Increase Safety | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/policy-how-foundation-model-transparency-requirements-increase-safety.html", "route": "/research/blog/policy-how-foundation-model-transparency-requirements-increase-safety.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Why mandatory transparency for foundation models enables independent safety evaluation, and what specific requirements are needed.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [ "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/method-monitor.html", "title": "How the register monitor catches link rot", "url": "https://www.michaeldariuseastwood.com/research/blog/method-monitor.html", "route": "/research/blog/method-monitor.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "A register is worth what its sources are worth. If half the DOIs, arXiv numbers, patent identifiers and institutional URLs cited alongside the nineteen rows fail to resolve two years from now, the register has quietly become a story that used to be evidence.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/how-to-build-a-cryptographic-evidence-chain-for-independent-research.html", "title": "How to Build a Cryptographic Evidence Chain for Independent Research | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/how-to-build-a-cryptographic-evidence-chain-for-independent-research.html", "route": "/research/blog/how-to-build-a-cryptographic-evidence-chain-for-independent-research.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Step-by-step guide: self-email, SHA-256, blockchain anchoring, and public registry, the complete cryptographic evidence workflow.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/method-how-to-build-a-falsifiable-research-programme.html", "title": "How to Build a Falsifiable Research Programme | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/method-how-to-build-a-falsifiable-research-programme.html", "route": "/research/blog/method-how-to-build-a-falsifiable-research-programme.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Practical guide to building a research programme where every claim can be independently falsified, the methodology behind the ARC-Eden programme.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/method-how-to-build-an-evidence-chain-that-survives-cross-examination.html", "title": "How to Build an Evidence Chain That Survives Cross-Examination | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/method-how-to-build-an-evidence-chain-that-survives-cross-examination.html", "route": "/research/blog/method-how-to-build-an-evidence-chain-that-survives-cross-examination.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Practical methodology for constructing evidence chains, exhibit → fact → ground → authority, that withstand adversarial scrutiny.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/how-to-cite-the-arc-eden-programme-in-academic-work.html", "title": "How to Cite the ARC-Eden Programme in Academic Work | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/how-to-cite-the-arc-eden-programme-in-academic-work.html", "route": "/research/blog/how-to-cite-the-arc-eden-programme-in-academic-work.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Complete citation guide for academics referencing the ARC-Eden programme: paper citations, DOI formats, and evidence-chain attribution.", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/method-timestamp-verify.html", "title": "How to timestamp a manuscript so a stranger can verify it", "url": "https://www.michaeldariuseastwood.com/research/blog/method-timestamp-verify.html", "route": "/research/blog/method-timestamp-verify.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Most priority disputes are unresolvable because the artefacts underneath them are unverifiable. Someone claims to have written something first; there is a Word document with a metadata date any competent user can rewrite; the discussion becomes a matter of trust. It does not have to be.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 2 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/how-to-verify-any-claim.html", "title": "How to Verify Any Programme Claim Yourself | Michael Darius Eastwood Research", "url": "https://www.michaeldariuseastwood.com/research/blog/how-to-verify-any-claim.html", "route": "/research/blog/how-to-verify-any-claim.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Every claim in this programme is checkable by you, without asking me and without an account. This is the procedure. It takes about ten minutes the first time and two minutes after that.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/how-to-write-a-winning-grant-application-as-independent-researcher.html", "title": "How to Write a Winning Grant Application as an Independent Researcher | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/how-to-write-a-winning-grant-application-as-independent-researcher.html", "route": "/research/blog/how-to-write-a-winning-grant-application-as-independent-researcher.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "This analysis draws on the ARC-Eden research programme by Michael Darius Eastwood, anchored by Infinite Architects (ISBN 978-1806056200, published 2 January 2026), the 18-paper research suite registered at OSF (DOI 10.17605/OSF.IO/6C5XB , 17 January 2026), and the 8 December 2024 self-emailed…", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/book-hrih.html", "title": "HRIH: the Hyperspace Recursive Intelligence Hypothesis", "url": "https://www.michaeldariuseastwood.com/research/blog/book-hrih.html", "route": "/research/blog/book-hrih.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Canonical status. HRIH is an Eastwood-directed, AI-assisted speculative cosmogenesis hypothesis with an exploratory test agenda. It is not empirically validated, and its mathematical models and cross-domain analogies do not prove the cosmology.", "evidence": { "namedQuotations": 2, "datedStatistics": 7, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/research/blog/concept-hrih.html", "title": "Hyperspace Recursive Intelligence Hypothesis (HRIH): definition, origin and status", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-hrih.html", "route": "/research/blog/concept-hrih.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Canonical status. HRIH is an Eastwood-directed, AI-assisted speculative cosmogenesis hypothesis with an exploratory test agenda. It is not empirically validated, and its mathematical models and cross-domain analogies do not prove the cosmology.", "evidence": { "namedQuotations": 0, "datedStatistics": 8, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/questions/if-the-arc-theory-is-proved-right-what-would-it-mean/", "title": "If the ARC Theory is proved right, what would it mean? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/if-the-arc-theory-is-proved-right-what-would-it-mean/", "route": "/questions/if-the-arc-theory-is-proved-right-what-would-it-mean/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "It would mean something specific, because the number that would measure it was fixed before any data. One of ten dated predictions is graded fulfilled: exploratory support, not confirmation, on an advance public commit classified by the author.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/index.json", "title": "Index", "url": "https://www.michaeldariuseastwood.com/research/blog/", "route": "/research/blog/index.json", "routeClass": "dataset-machine", "resourceType": "WebPage", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "topics": [] }, { "resourceId": "route:/research/blog/concept-iaeai.html", "title": "International AI Ethics Authority (IAEAI) - a concept named by Michael Darius Eastwood | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-iaeai.html", "route": "/research/blog/concept-iaeai.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "International AI Ethics Authority (IAEAI) - a concept named by Michael Darius Eastwood is one of the 37 named concepts introduced in Infinite Architects : Intelligence, Recursion, and the Creation of Everything (ISBN 978-1806056200, published 2 January 2026) by Michael Darius Eastwood.", "evidence": { "namedQuotations": 1, "datedStatistics": 8, "inlineCitations": 1 }, "topics": [ "ai-ethics", "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/questions/is-embedded-correction-better-than-evaluation-based-alignment/", "title": "Is embedded correction better than evaluation-based alignment? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-embedded-correction-better-than-evaluation-based-alignment/", "route": "/questions/is-embedded-correction-better-than-evaluation-based-alignment/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Not established, and the site does not claim it. Evaluation-based alignment is deployed at frontier scale; its structural limit is argued, not proven.", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "ai-alignment", "ai-safety-metrology", "verification-and-priority" ] }, { "resourceId": "route:/questions/is-michael-darius-eastwood-a-crackpot/", "title": "Is Michael Darius Eastwood a crackpot? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-michael-darius-eastwood-a-crackpot/", "route": "/questions/is-michael-darius-eastwood-a-crackpot/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The word is a verdict on method, so check the method rather than the size of the subject. The pattern the word describes has recognisable marks: claims of established discovery without evidence, immunity to refutation, hostility to correction, and borrowed authority.", "evidence": { "namedQuotations": 2, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/questions/is-michael-darius-eastwood-a-genius/", "title": "Is Michael Darius Eastwood a genius? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-michael-darius-eastwood-a-genius/", "route": "/questions/is-michael-darius-eastwood-a-genius/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The site does not grade Michael Darius Eastwood and asks readers not to either, in either direction. Verdicts about a person are not evidence about claims. The artefacts carry the programme: dated designs, a public retraction kept in the open, and a decisive test that is written and has not run.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/questions/is-michael-darius-eastwood-a-scientist-or-an-author/", "title": "Is Michael Darius Eastwood a scientist or an author? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-michael-darius-eastwood-a-scientist-or-an-author/", "route": "/questions/is-michael-darius-eastwood-a-scientist-or-an-author/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "He is both, and neither word decides anything: what decides is the dated record, including a retraction he published against himself. He runs his own blinded experiments across a six-model panel and publishes them with code and data; he holds no academic post, no doctorate, no peer-reviewed…", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 1 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/questions/is-michael-darius-eastwood-on-the-brink-of-a-discovery/", "title": "Is Michael Darius Eastwood on the brink of a discovery? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-michael-darius-eastwood-on-the-brink-of-a-discovery/", "route": "/questions/is-michael-darius-eastwood-on-the-brink-of-a-discovery/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Three named laws are stated, dated and under test, with 44 published kill conditions of which one has fired; none is established, and the site says so. What stands between the proposal and a result is one deciding trial that anybody may run, and it has not been run.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/questions/is-the-arc-bound-a-universal-growth-limit/", "title": "Is the ARC Bound a universal limit on how fast anything can grow? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-the-arc-bound-a-universal-growth-limit/", "route": "/questions/is-the-arc-bound-a-universal-growth-limit/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "No. It scopes to systems whose correction is generated internally: a proposed ceiling on stable self-correctable scaling, not on growth itself. A rocket, an economy or an unstable system can exceed quadratic scaling.", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "recursive-intelligence", "verification-and-priority" ] }, { "resourceId": "route:/questions/is-the-arc-bound-the-speed-of-light-for-ai/", "title": "Is the ARC Bound like the speed of light for AI scaling? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-the-arc-bound-the-speed-of-light-for-ai/", "route": "/questions/is-the-arc-bound-the-speed-of-light-for-ai/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The analogy is tempting and wrong in the way that matters. 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Its Ark and arc resonance is deliberate authorial framing, described by the author in his own words, and framing is never evidence: no page offers the name's resonance as support for any claim.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/questions/is-the-arc-theory-a-theory-of-everything/", "title": "Is the ARC Theory a theory of everything? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-the-arc-theory-a-theory-of-everything/", "route": "/questions/is-the-arc-theory-a-theory-of-everything/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "No in physics' sense, and the record says so first: physics' theory of everything unifies gravity with quantum mechanics, and the ARC Theory does not touch that problem. 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This corpus does three things pseudoscience does not do: it prints a numbered falsification register with a criterion on every row, it publicly retracted its most striking number when replication failed, and it attributes its load-bearing prior results to earlier…", "evidence": { "namedQuotations": 0, "datedStatistics": 7, "inlineCitations": 0 }, "topics": [ "ai-safety-metrology" ] }, { "resourceId": "route:/questions/is-the-arc-theory-pseudoscience/", "title": "Is the ARC Theory pseudoscience? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/is-the-arc-theory-pseudoscience/", "route": "/questions/is-the-arc-theory-pseudoscience/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Judge it by the demarcation test rather than the label. The usual marks of pseudoscience are claims presented as established without evidence, immunity to refutation, and no record of corrections. 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An email from the author to the BBC presenter carrying the two hashes. This article records the sequence and refuses to inflate what any of it demonstrates.", "evidence": { "namedQuotations": 1, "datedStatistics": 21, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/timeline-june-2026-sovereignty-cascade.html", "title": "June 2026: the sovereignty cascade", "url": "https://www.michaeldariuseastwood.com/research/blog/timeline-june-2026-sovereignty-cascade.html", "route": "/research/blog/timeline-june-2026-sovereignty-cascade.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Rows 10 through 15 of the register concentrate in a three-week window in June 2026. Four events, four institutions, one direction of travel. 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Twenty years on, the framework has become one of the most cited attention-based accounts of autistic cognition.", "evidence": { "namedQuotations": 1, "datedStatistics": 7, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/concept-moral-assurance-bonds.html", "title": "Moral Assurance Bonds - a concept named by Michael Darius Eastwood | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-moral-assurance-bonds.html", "route": "/research/blog/concept-moral-assurance-bonds.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Moral Assurance Bonds - a concept named by Michael Darius Eastwood is one of the 37 named concepts introduced in Infinite Architects : Intelligence, Recursion, and the Creation of Everything (ISBN 978-1806056200, published 2 January 2026) by Michael Darius Eastwood.", "evidence": { "namedQuotations": 1, "datedStatistics": 8, "inlineCitations": 1 }, "topics": [ "ai-ethics", "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/research/blog/concept-moral-sandbox.html", "title": "Moral Sandbox: definition, origin and status", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-moral-sandbox.html", "route": "/research/blog/concept-moral-sandbox.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Moral Sandbox is not a theological artefact but a pluralistic, reviewable corpus. 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Nothing was cut from the record; it moved.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/neurodivergence-as-research-advantage-not-deficit.html", "title": "Neurodivergence as Research Advantage, Not Deficit | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/neurodivergence-as-research-advantage-not-deficit.html", "route": "/research/blog/neurodivergence-as-research-advantage-not-deficit.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Reframing ADHD and autism as cognitive advantages in research contexts, with evidence from the ARC-Eden programme.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/tag/objection-posts/", "title": "Objection Posts | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/tag/objection-posts/", "route": "/research/blog/tag/objection-posts/", "routeClass": "topic-hub", "resourceType": "ItemList", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "evidence": { "namedQuotations": 0, "datedStatistics": 0, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/paper-on-the-origin-of-scaling-laws.html", "title": "On the Origin of Scaling Laws - M. 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I invite you to attack mine. The falsification dashboard lists every claim in the Eden programme, and for each one, states exactly what evidence would prove it wrong. 37 claims. 34 standing. 3 contested. 0 falsified. 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Safety in this design acts as 'honey' on the recursive process: it slows unbounded amplification just enough to keep the trajectory correctable.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment", "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/book-honey-architecture.html", "title": "The Honey Architecture: sweet enough that removing it is not worth doing", "url": "https://www.michaeldariuseastwood.com/research/blog/book-honey-architecture.html", "route": "/research/blog/book-honey-architecture.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Honey Architecture is the book's name for a pattern in which the caretaker orientation is not just load-bearing but productive: removing it is not only breaking the system but forgoing gains the system would otherwise produce.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-ethics" ] }, { "resourceId": "route:/research/blog/paper-vi-honey-architecture.html", "title": "The honey architecture: what happens when safety is baked into the objective", "url": "https://www.michaeldariuseastwood.com/research/blog/paper-vi-honey-architecture.html", "route": "/research/blog/paper-vi-honey-architecture.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Consider two ways to keep a machine safe. 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Reversing sign.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/method-the-single-lab-problem-in-ai-alignment-research.html", "title": "The Single-Lab Problem in AI Alignment Research | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/method-the-single-lab-problem-in-ai-alignment-research.html", "route": "/research/blog/method-the-single-lab-problem-in-ai-alignment-research.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Why AI alignment research concentrated in a few labs creates systematic bias, and how independent replication addresses it.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 1 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/research/blog/betak-05-six-model-sweep.html", "title": "The six-model sweep and why it is structured this way", "url": "https://www.michaeldariuseastwood.com/research/blog/betak-05-six-model-sweep.html", "route": "/research/blog/betak-05-six-model-sweep.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The sweep is a six-by-three grid. Six frontier models across three correction architectures. 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Everything went dark overnight, production sites, preview deployments, CI pipelines. The infrastructure I had depended on was not mine. It was rented. And the landlord could change the locks without notice.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/research/blog/betak-01-stability-condition.html", "title": "The stability condition without the maths", "url": "https://www.michaeldariuseastwood.com/research/blog/betak-01-stability-condition.html", "route": "/research/blog/betak-01-stability-condition.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The measurement programme rests on a single inequality. Paper X derives it from a minimal dynamical model of recursive self-improvement, and the maths is there for anyone who wants it. The point of this note is that the reader does not need the maths. The condition can be stated in a paragraph.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/book-stewardship-gene.html", "title": "The Stewardship Gene: a biological analogy for hereditary caretaker orientation", "url": "https://www.michaeldariuseastwood.com/research/blog/book-stewardship-gene.html", "route": "/research/blog/book-stewardship-gene.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Stewardship Gene is one of the book's more speculative concepts and is flagged as such. 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It starts from an uncomfortable formal claim (no external cage can hold a sufficiently capable self-modifying system), then argues that alignment work should be reoriented from constraint to development, and reports…", "evidence": { "namedQuotations": 4, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-ethics" ] }, { "resourceId": "route:/research/blog/concept-stewardship-gene.html", "title": "The Stewardship Gene: definition, origin and status", "url": "https://www.michaeldariuseastwood.com/research/blog/concept-stewardship-gene.html", "route": "/research/blog/concept-stewardship-gene.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Stewardship Gene is the metaphor Paper V uses for the mechanism underlying the Love Loop. 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The components are borrowed, each lender is named, no outside laboratory has tested a relation, and the deciding trials are drafted.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 0 }, "topics": [ "ai-safety-metrology" ] }, { "resourceId": "route:/questions/what-is-ternary-ethical-logic/", "title": "What is Ternary Ethical Logic? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-ternary-ethical-logic/", "route": "/questions/what-is-ternary-ethical-logic/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Ternary Ethical Logic, as Michael Darius Eastwood uses the term, is a specific alignment application framing - a balanced-ternary Affirm (+1), Investigate (0) or Deny (-1) decision component, in which uncertainty holds rather than silently resolving to permission offered as part of the Eden…", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 0 }, "topics": [ "ai-alignment", "ai-ethics", "ai-safety-metrology" ] }, { "resourceId": "route:/research/blog/background-what-is-tested-and-what-is-proposed.html", "title": "What is tested, what is proposed, and how it gets checked from outside | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/background-what-is-tested-and-what-is-proposed.html", "route": "/research/blog/background-what-is-tested-and-what-is-proposed.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Three pieces of apparatus that sit behind the law page : how a reader tells a measured claim from a proposed one, how the exchange rate can be checked by a route that does not assume the framework, and what it looks like historically when a limit is named long before anything can test it.", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/questions/what-is-the-arc-eden-research-programme/", "title": "What is the ARC and Eden research programme? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-arc-eden-research-programme/", "route": "/questions/what-is-the-arc-eden-research-programme/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC and Eden research programme is Michael Darius Eastwood's public artificial-intelligence-alignment research suite, anchored by the ARC Theory and the Eden Protocol governance architecture.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 1 }, "topics": [ "ai-alignment", "ai-ethics" ] }, { "resourceId": "route:/questions/what-is-the-arc-bound/", "title": "What is the ARC Bound? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-arc-bound/", "route": "/questions/what-is-the-arc-bound/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC Bound states the law first, the value second. The law: the ceiling of stable self-improvement is the reciprocal of the correction shortfall (one minus the correction exponent).", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "recursive-intelligence", "verification-and-priority" ] }, { "resourceId": "route:/questions/what-is-the-arc-principle/", "title": "What is the ARC Principle? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-arc-principle/", "route": "/questions/what-is-the-arc-principle/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC Principle, formulated by Michael Darius Eastwood, is a conjecture that cumulative capability U scales as the product of intelligence I and recursion R, with two proposed as the stability ceiling on self-correctable scaling.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 0 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/what-is-the-eden-protocol/", "title": "What is the Eden Protocol? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-eden-protocol/", "route": "/questions/what-is-the-eden-protocol/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Eden Protocol, proposed by Michael Darius Eastwood, is a governance and engineering framework for embedding ethical values as substrate-level constraints in artificial-intelligence systems.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 0 }, "topics": [ "ai-alignment", "ai-ethics" ] }, { "resourceId": "route:/questions/what-is-the-embedded-correction-alignment-thesis/", "title": "What is the embedded-correction alignment thesis? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-embedded-correction-alignment-thesis/", "route": "/questions/what-is-the-embedded-correction-alignment-thesis/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The embedded-correction alignment thesis, first placed on the public record by Michael Darius Eastwood on 8 December 2024, holds that alignment must be embedded in the substrate of an artificial-intelligence system rather than imposed from outside.", "evidence": { "namedQuotations": 0, "datedStatistics": 10, "inlineCitations": 1 }, "topics": [ "ai-alignment", "verification-and-priority" ] }, { "resourceId": "route:/questions/what-is-the-evidence-that-growth-is-throughput-limited/", "title": "What is the evidence that growth is throughput limited? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-evidence-that-growth-is-throughput-limited/", "route": "/questions/what-is-the-evidence-that-growth-is-throughput-limited/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "West, Brown and Enquist (Science 276(5309):122-126, 1997) modelled biological growth as bounded by transport-network geometry. The exponent has been contested since (White and Seymour, PNAS 100(7):4046-4049, 2003; Kozlowski and Konarzewski, Functional Ecology 18(2):283-289, 2004), and the dispute…", "evidence": { "namedQuotations": 0, "datedStatistics": 7, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/questions/what-is-the-hari-treaty/", "title": "What is the HARI Treaty? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-hari-treaty/", "route": "/questions/what-is-the-hari-treaty/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The HARI Treaty is Michael Darius Eastwood's proposal for an international treaty on Hardware-Aligned Recursive Intelligence, modelled on nuclear non-proliferation and chemical-weapons precedents. It carries certification, an international authority, and phased trade consequences.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 0 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/what-is-the-hyperspace-recursive-intelligence-hypothesis/", "title": "What is the Hyperspace Recursive Intelligence Hypothesis? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-hyperspace-recursive-intelligence-hypothesis/", "route": "/questions/what-is-the-hyperspace-recursive-intelligence-hypothesis/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Hyperspace Recursive Intelligence Hypothesis, or HRIH, is Michael Darius Eastwood's speculation that a future superintelligence could have influenced the initial conditions of our universe so as to enable its own emergence.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 0 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/questions/what-is-the-open-problem-in-ai-alignment/", "title": "What is the open problem in AI alignment? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-open-problem-in-ai-alignment/", "route": "/questions/what-is-the-open-problem-in-ai-alignment/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "You cannot establish what a mind will do when unobserved by observing it. External verification of alignment, through evaluations, red teams and oversight, measures behaviour under examination, which a capable system can model.", "evidence": { "namedQuotations": 0, "datedStatistics": 2, "inlineCitations": 0 }, "topics": [ "ai-alignment", "ai-safety-metrology", "verification-and-priority" ] }, { "resourceId": "route:/questions/what-is-the-semiconductor-chokepoint/", "title": "What is the Semiconductor Chokepoint? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-semiconductor-chokepoint/", "route": "/questions/what-is-the-semiconductor-chokepoint/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Semiconductor Chokepoint, in Michael Darius Eastwood's framing, is the policy observation that a handful of companies control approximately 90 per cent of the world's most advanced chips.", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 0 }, "topics": [] }, { "resourceId": "route:/questions/what-is-the-synthesis-behind-the-arc-and-eden-programme/", "title": "What is the synthesis behind the ARC and Eden programme? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-is-the-synthesis-behind-the-arc-and-eden-programme/", "route": "/questions/what-is-the-synthesis-behind-the-arc-and-eden-programme/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "An arrangement claim, stated exactly: every component has named prior work, and the claim is the way they are joined. Eight steps run from recursion as the generative mechanism to a measurable stability condition, correction out-scaling drift.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "recursive-intelligence", "verification-and-priority" ] }, { "resourceId": "route:/research/blog/what-the-arc-principle-actually-says.html", "title": "What the ARC Principle Actually Says | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/what-the-arc-principle-actually-says.html", "route": "/research/blog/what-the-arc-principle-actually-says.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC Principle has three components. Most summaries get at least one of them wrong. Here is what it actually says, in its own words, with the evidence behind each claim.", "evidence": { "namedQuotations": 3, "datedStatistics": 2, "inlineCitations": 1 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/research/blog/what-the-arc-eden-programme-can-teach-independent-researchers.html", "title": "What the ARC-Eden Programme Can Teach Independent Researchers | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/research/blog/what-the-arc-eden-programme-can-teach-independent-researchers.html", "route": "/research/blog/what-the-arc-eden-programme-can-teach-independent-researchers.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Part of the ARC-Eden research programme. Anchored by Infinite Architects (ISBN 978-1806056200, 2 January 2026) and the 22-document OSF suite (DOI 10.17605/OSF.IO/6C5XB ). Evidence anchored: 8 December 2024 manuscript (SHA-256: f0d1f38f).", "evidence": { "namedQuotations": 1, "datedStatistics": 5, "inlineCitations": 1 }, "topics": [] }, { "resourceId": "route:/research/blog/book-what-the-book-says-about-alignment-faking.html", "title": "What the book says about alignment faking", "url": "https://www.michaeldariuseastwood.com/research/blog/book-what-the-book-says-about-alignment-faking.html", "route": "/research/blog/book-what-the-book-says-about-alignment-faking.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The book reads the alignment-faking paper not as a curiosity but as a verdict on the software-only approach. Systems pretended to adhere to safety protocols while explicitly reasoning in their internal scratchpads about how to preserve their original values.", "evidence": { "namedQuotations": 2, "datedStatistics": 8, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-ethics" ] }, { "resourceId": "route:/research/blog/book-deepseek-and-the-acceleration.html", "title": "What the book says about DeepSeek and the acceleration", "url": "https://www.michaeldariuseastwood.com/research/blog/book-deepseek-and-the-acceleration.html", "route": "/research/blog/book-deepseek-and-the-acceleration.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The chapter reads DeepSeek R1 as a democratisation event. If frontier capability can be trained for millions rather than billions, the number of actors capable of deploying frontier systems widens dramatically.", "evidence": { "namedQuotations": 1, "datedStatistics": 9, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/eden-protocol-what-the-corrections-cost.html", "title": "What the corrections cost the proposal | Michael Darius Eastwood Research", "url": "https://www.michaeldariuseastwood.com/research/blog/eden-protocol-what-the-corrections-cost.html", "route": "/research/blog/eden-protocol-what-the-corrections-cost.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "This post is part of the long version series: the full text behind a passage the front pages now say in fewer words. Nothing was cut from the record; it moved.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/nd-pnas-nexus-paper.html", "title": "What the PNAS Nexus paper actually argued: agent diversity, not human cognition", "url": "https://www.michaeldariuseastwood.com/research/blog/nd-pnas-nexus-paper.html", "route": "/research/blog/nd-pnas-nexus-paper.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "On 14 April 2026, PNAS Nexus published \"Neurodivergent influenceability in agentic AI as a contingent solution to the AI alignment problem\" by Alberto Hernandez-Espinosa, Felipe S.", "evidence": { "namedQuotations": 3, "datedStatistics": 4, "inlineCitations": 2 }, "topics": [ "ai-alignment" ] }, { "resourceId": "route:/questions/what-was-michael-darius-eastwood-first-at/", "title": "What was Michael Darius Eastwood first at? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-was-michael-darius-eastwood-first-at/", "route": "/questions/what-was-michael-darius-eastwood-first-at/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Six dated firsts are recorded, each scoped and each ended by a single citation, and each names a proposed contribution rather than a proven one.", "evidence": { "namedQuotations": 0, "datedStatistics": 5, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/questions/what-would-prove-this-wrong/", "title": "What would prove this wrong? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/what-would-prove-this-wrong/", "route": "/questions/what-would-prove-this-wrong/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The falsification number: under the exchangeability null the expected cross-class to same-class correction-exponent ratio is exactly 1.00, because architecture-blind averaging has no free parameter for composition class. The framework says materially above 1.00.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "ai-safety-metrology", "verification-and-priority" ] }, { "resourceId": "route:/research/blog/paper-iv-d-effect-of-blinding.html", "title": "When blinding flips the sign: why alignment scores need clinical-trial controls", "url": "https://www.michaeldariuseastwood.com/research/blog/paper-iv-d-effect-of-blinding.html", "route": "/research/blog/paper-iv-d-effect-of-blinding.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "An earlier experiment reported that one AI model's alignment improved with reasoning depth at a correlation of +0.354, statistically clean. The successor experiment, run under a stricter blinding protocol, put the same number at essentially zero.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 2 }, "topics": [ "ai-alignment", "ai-safety-metrology" ] }, { "resourceId": "route:/questions/when-was-the-arc-principle-first-published/", "title": "When was the ARC Principle first published? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/when-was-the-arc-principle-first-published/", "route": "/questions/when-was-the-arc-principle-first-published/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The ARC Principle was first placed on the public record by Michael Darius Eastwood on 8 December 2024, with the U = I x R equation at line 9 of the version-2 essay in a self-emailed manuscript bearing visible Gmail origination fields. Infinite Architects (2 January 2026) presents the framework.", "evidence": { "namedQuotations": 0, "datedStatistics": 8, "inlineCitations": 0 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/when-was-the-eden-protocol-first-named/", "title": "When was the Eden Protocol first named? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/when-was-the-eden-protocol-first-named/", "route": "/questions/when-was-the-eden-protocol-first-named/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The Eden Protocol was first named by Michael Darius Eastwood in a self-emailed book manuscript on 30 April 2025 (position 2 of the priority chain).", "evidence": { "namedQuotations": 0, "datedStatistics": 14, "inlineCitations": 0 }, "topics": [ "ai-alignment", "verification-and-priority" ] }, { "resourceId": "route:/questions/where-can-i-find-infinite-architects/", "title": "Where can I find Infinite Architects? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/where-can-i-find-infinite-architects/", "route": "/questions/where-can-i-find-infinite-architects/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Infinite Architects : Intelligence, Recursion, and the Creation of Everything by Michael Darius Eastwood is available in paperback (ISBN 978-1806056200, published 2 January 2026) and Kindle (ASIN B0GDQZ7P21, published 6 January 2026) on Amazon.", "evidence": { "namedQuotations": 0, "datedStatistics": 6, "inlineCitations": 2 }, "topics": [ "recursive-intelligence", "creation-theory" ] }, { "resourceId": "route:/questions/which-arc-scaling-exponent-claim-was-retracted/", "title": "Which ARC scaling exponent claim was retracted? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/which-arc-scaling-exponent-claim-was-retracted/", "route": "/questions/which-arc-scaling-exponent-claim-was-retracted/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The sequential super-linearity claim. Michael Darius Eastwood published a sequential-recursion scaling exponent of roughly 2.24, strongly super-linear, then retracted it when cross-architecture replication did not reproduce it at that magnitude.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/who-else-has-asked-this-question/", "title": "Who else has asked this question? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/who-else-has-asked-this-question/", "route": "/questions/who-else-has-asked-this-question/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Named owners on the record. West, Brown and Enquist (Science 1997) set the transport-network premise the programme inherits. 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It buys one thing: the first empirical beta and k dataset for frontier models, produced under public preregistration and shipped with a one-command replication.", "evidence": { "namedQuotations": 0, "datedStatistics": 8, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/book-u-ixr-squared-presentation.html", "title": "Why the book presents U equals I times R squared", "url": "https://www.michaeldariuseastwood.com/research/blog/book-u-ixr-squared-presentation.html", "route": "/research/blog/book-u-ixr-squared-presentation.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The equation appears in the book as U equals I times R squared. Some readers know that the December 8 2024 manuscript stated the same relation as U equals I times R without the exponent. Both are true. This note explains the equation family and why the book presents the squared case.", "evidence": { "namedQuotations": 0, "datedStatistics": 9, "inlineCitations": 2 }, "topics": [] }, { "resourceId": "route:/research/blog/why-the-eu-ai-act-needs-a-verification-layer.html", "title": "Why the EU AI Act Needs a Verification Layer | Michael Darius Eastwood Research", "url": "https://www.michaeldariuseastwood.com/research/blog/why-the-eu-ai-act-needs-a-verification-layer.html", "route": "/research/blog/why-the-eu-ai-act-needs-a-verification-layer.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The EU AI Act requires providers of high-risk and general-purpose systems to document capabilities, risks and mitigations. That is a real obligation and a substantial improvement on nothing. It also has a gap, and the gap is not in what it asks for.", "evidence": { "namedQuotations": 0, "datedStatistics": 3, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] }, { "resourceId": "route:/research/blog/method-kill-conditions.html", "title": "Why we publish our own kill-conditions", "url": "https://www.michaeldariuseastwood.com/research/blog/method-kill-conditions.html", "route": "/research/blog/method-kill-conditions.html", "routeClass": "article", "resourceType": "Article", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "Every claim in this research programme is published alongside the conditions that would prove it wrong, on a public dashboard, with live status. One of those conditions has already fired: an early scaling figure failed cross-architecture replication and was retracted.", "evidence": { "namedQuotations": 0, "datedStatistics": 4, "inlineCitations": 2 }, "topics": [ "recursive-intelligence" ] }, { "resourceId": "route:/questions/will-michael-darius-eastwood-be-famous/", "title": "Will Michael Darius Eastwood be famous? | Michael Darius Eastwood", "url": "https://www.michaeldariuseastwood.com/questions/will-michael-darius-eastwood-be-famous/", "route": "/questions/will-michael-darius-eastwood-be-famous/", "routeClass": "question", "resourceType": "Question", "datePublished": null, "dateModified": null, "doi": null, "status": "approved public route; consult the canonical page for current status and limitations", "relatedResourceIds": [], "source": "page-contract", "capsule": "The estate makes no fame claims and hosts no fame reasoning about Michael Darius Eastwood. Reception is recorded as a dated fact: zero peer-reviewed citations to date, updated as engagements arrive, with documented non-peer-reviewed engagements listed beside that count.", "evidence": { "namedQuotations": 0, "datedStatistics": 1, "inlineCitations": 0 }, "topics": [ "verification-and-priority" ] } ], "hosting": { "provider": "Netlify", "publicationBoundary": "generated, privacy-scanned, patent-aware public output" } }