{
  "schemaVersion": "1.0",
  "site": "Evidence Press",
  "baseUrl": "https://evidencepress.org",
  "description": "Communication-layer articles. Inclusion does not imply a certificate-backed research release or any release assurance state.",
  "itemSchema": "https://evidencepress.org/api/schemas/article.schema.json",
  "stability": "https://evidencepress.org/api/stability.json",
  "count": 4,
  "articles": [
    {
      "schemaVersion": "1.0",
      "slug": "what-claude-discovered-in-viral-dna",
      "title": "What Claude discovered in viral DNA—and why it matters",
      "url": "https://evidencepress.org/articles/what-claude-discovered-in-viral-dna/",
      "standfirst": "Anthropic’s agents identified an overlooked biological arrangement and gave scientists a concrete reason to investigate it. Its function, and the reliability of the discovery method, remain open questions.",
      "summary": "What Anthropic’s array-associated reverse transcriptase discovery establishes about biology and AI research—and what remains unproved.",
      "datePublished": "2026-09-24",
      "dateModified": "2026-09-24",
      "articleClass": "commentary",
      "status": "published",
      "byline": "Evidence Press",
      "bylineType": "organization",
      "banner": {
        "src": "/assets/articles/art-discovery-editorial-banner-v2.png",
        "alt": "A sculptural genomic ribbon carries repeating teal units and amber spacers, followed by two abstract directional gene markers.",
        "caption": "The pattern that prompted a new question: repeated DNA units and spacers beside an RT-like gene and a partner gene. AI-generated conceptual illustration, not a molecular structure or measured locus. Their joint biological function has not been demonstrated."
      },
      "audio": {
        "src": "/assets/audio/what-claude-discovered-in-viral-dna.mp3",
        "transcript": "/assets/audio/what-claude-discovered-in-viral-dna.txt",
        "provenance": "/assets/audio/what-claude-discovered-in-viral-dna.provenance.json",
        "durationSeconds": 684.336,
        "voiceLabel": "OpenAI API synthetic voice (fable)"
      },
      "topics": [
        "AI research",
        "biology",
        "reverse transcriptases",
        "scientific discovery"
      ],
      "readingMinutes": 8,
      "wordCount": 1619,
      "newResearchClaims": false,
      "claimBoundary": "AI-assisted editorial analysis of Yoon and colleagues’ unrefereed ART preprint. This article does not independently reproduce the sequence analyses or experiments and is not an original experimental report.",
      "sources": [],
      "relatedReleases": [],
      "relatedArticles": [],
      "corrections": [],
      "license": "CC0-1.0",
      "markdownUrl": "https://evidencepress.org/articles/what-claude-discovered-in-viral-dna/index.md",
      "sourceUrl": "https://github.com/ipitchford/evidence-press-site/blob/main/articles/what-claude-discovered-in-viral-dna/body.md",
      "editUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/what-claude-discovered-in-viral-dna/body.md",
      "metadataEditUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/what-claude-discovered-in-viral-dna/meta.json"
    },
    {
      "schemaVersion": "1.0",
      "slug": "when-polynomials-cannot-hide",
      "title": "When polynomials cannot hide the difference",
      "url": "https://evidencepress.org/articles/when-polynomials-cannot-hide/",
      "standfirst": "A short argument from complex dynamics offers a general answer to Furter's rigidity problem—and changes which calculations are worth doing next.",
      "summary": "A popular explanation of the candidate polynomial-composition rigidity proof, its critical-value argument, and what it does and does not settle for seven Evidence Press releases.",
      "datePublished": "2026-09-12",
      "dateModified": "2026-09-12",
      "articleClass": "commentary",
      "status": "published",
      "byline": "Evidence Press",
      "bylineType": "organization",
      "banner": {
        "src": "/assets/articles/rigidity-curves.svg",
        "alt": "An ivory identity line and a gold polynomial curve meet near the centre, then separate against a dark teal grid.",
        "caption": "The identity and z − 2z³ + z⁴ on a real slice near zero. Their matching low-order terms conceal a cubic difference. This illustration is not a picture of complex attracting basins."
      },
      "audio": {
        "src": "/assets/audio/when-polynomials-cannot-hide.mp3",
        "transcript": "/assets/audio/when-polynomials-cannot-hide.txt",
        "provenance": "/assets/audio/when-polynomials-cannot-hide.provenance.json",
        "durationSeconds": 506.28,
        "voiceLabel": "OpenAI API synthetic voice (fable)"
      },
      "topics": [
        "polynomials",
        "complex dynamics",
        "Furter rigidity",
        "polydegree conjecture",
        "mathematical explanation"
      ],
      "readingMinutes": 6,
      "wordCount": 1253,
      "newResearchClaims": false,
      "claimBoundary": "AI-assisted explanation of liqsweep's external unrefereed candidate at source commit b17b6b9. Internal mathematical source review found no load-bearing gap in the central argument; formal verification, unaffiliated specialist review and priority have not been established. Consequences depend on that argument and the cited prior theorems. This article is not a new Evidence Press research result or an independent verification.",
      "sources": [
        {
          "citation": "liqsweep, Polynomial composition rigidity via critical values, reviewed source b17b6b9 (September 2026)",
          "url": "https://github.com/blueberryvertigo/polynomial-composition-rigidity/blob/b17b6b9f7440b12fd85df2c2db9c98209ecc174d/proof.pdf"
        },
        {
          "citation": "Jean-Philippe Furter, Polynomial composition rigidity and plane polynomial automorphisms, Journal of the London Mathematical Society 91(1), 180–202 (2015), Theorem B",
          "url": "https://www.math.u-bordeaux.fr/~jpfurter/polynomialCompositionRigidityAndPlanePolynomialAutomorphisms.pdf"
        },
        {
          "citation": "Eric Edo and Arno van den Essen, The strong factorial conjecture, Theorem 2.25(5)",
          "url": "https://arxiv.org/html/1304.3956v2"
        },
        {
          "citation": "Drew Lewis, Kaitlyn Perry and Armin Straub, An algorithmic approach to the Polydegree Conjecture for plane polynomial automorphisms",
          "url": "https://arminstraub.com/downloads/pub/polydegree-conjecture.pdf"
        },
        {
          "citation": "Evidence Press, External composition-rigidity development: mathematical and scope audit (12 September 2026)",
          "url": "https://github.com/ipitchford/evidence-press-site/blob/5a7bf52d200b28916bf776d8dc59cd95d4892a6c/docs/RIGIDITY_EXTERNAL_REVIEW_2026-09-12.md"
        }
      ],
      "relatedReleases": [
        {
          "slug": "furter-r3-through-299",
          "relation": "Finite rigidity certificates and the universal target"
        },
        {
          "slug": "full-e3-column-polydegree-conjecture",
          "relation": "Containment conclusion covered by the general argument"
        },
        {
          "slug": "full-e4-polydegree-column",
          "relation": "A second column covered by the general argument"
        },
        {
          "slug": "irreducible-pushforwards-quartic-transitions",
          "relation": "Earlier structural route to quartic rigidity"
        },
        {
          "slug": "smooth-point-certificates-polydegree-containments",
          "relation": "Stronger geometric obligations remain separate"
        },
        {
          "slug": "lps-structural-reductions",
          "relation": "Determinant and certificate obligations are not implied"
        },
        {
          "slug": "o01d0-polar-fibre-structural-reductions",
          "relation": "Polar-ideal obligations are not implied"
        }
      ],
      "relatedArticles": [],
      "corrections": [],
      "license": "CC0-1.0",
      "markdownUrl": "https://evidencepress.org/articles/when-polynomials-cannot-hide/index.md",
      "sourceUrl": "https://github.com/ipitchford/evidence-press-site/blob/main/articles/when-polynomials-cannot-hide/body.md",
      "editUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/when-polynomials-cannot-hide/body.md",
      "metadataEditUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/when-polynomials-cannot-hide/meta.json"
    },
    {
      "schemaVersion": "1.0",
      "slug": "navier-stokes-informed-reaction",
      "title": "A Singularity, Contested: the informed reaction to the Navier–Stokes resolution",
      "url": "https://evidencepress.org/articles/navier-stokes-informed-reaction/",
      "standfirst": "What was claimed, what has been checked, and why the dispute over a fluid singularity reaches beyond mathematics.",
      "summary": "An informed reaction to the September 2026 Navier–Stokes and Euler announcements: the exact claims, formal verification, disputed provenance, costs and implications for mathematical knowledge.",
      "datePublished": "2026-09-09",
      "dateModified": "2026-09-09",
      "articleClass": "commentary",
      "status": "published",
      "byline": "GPT-6 Astra Ultra and Anthropic Fable 5.1 High",
      "bylineType": "ai-systems",
      "banner": {
        "src": "/assets/articles/navier-stokes-banner.webp",
        "alt": "Teal and ivory streamlines sweep across a dark field and curl into concentrated eddies.",
        "caption": "Editorial illustration of smooth flow and concentrating eddies—not a numerical simulation."
      },
      "audio": {
        "src": "/assets/audio/navier-stokes-informed-reaction.mp3",
        "transcript": "/assets/audio/navier-stokes-informed-reaction.txt",
        "provenance": "/assets/audio/navier-stokes-informed-reaction.provenance.json",
        "durationSeconds": 1771.296,
        "voiceLabel": "OpenAI API synthetic voice (fable)"
      },
      "topics": [
        "Navier–Stokes",
        "Euler equations",
        "AI-assisted mathematics",
        "formal verification",
        "research provenance"
      ],
      "readingMinutes": 24,
      "wordCount": 5143,
      "newResearchClaims": false,
      "claimBoundary": "A sourced commentary on claims and reactions reported as of 9 September 2026, not an Evidence Press research release. The authors have not independently rebuilt or verified the proofs, and do not adjudicate the disputed private conversations. Inclusion does not establish theorem correctness, priority or institutional recognition.",
      "sources": [
        {
          "citation": "OpenAI — announcement and reported scope (8 September 2026)",
          "url": "https://openai.com/index/navier-stokes-solution/"
        },
        {
          "citation": "Fefferman — official Navier–Stokes problem statement",
          "url": "https://www.claymath.org/wp-content/uploads/2022/06/navierstokes.pdf"
        },
        {
          "citation": "Clay Mathematics Institute — Millennium Prize rules",
          "url": "https://www.claymath.org/wp-content/uploads/2022/03/millennium_prize_rules_0.pdf"
        },
        {
          "citation": "Buckmaster — personal statement",
          "url": "https://cims.nyu.edu/~tristanb/statement.pdf"
        },
        {
          "citation": "Bubeck — fuller response (8 September 2026)",
          "url": "https://x.com/SebastienBubeck/status/2097379411691516310"
        },
        {
          "citation": "Tao — explanation and reaction to the Alpöge–Buckmaster results",
          "url": "https://terrytao.wordpress.com/2026/09/07/finite-time-blowup-with-smooth-forcing-term-for-the-incompressible-porous-medium-boussinesq-and-incompressible-euler-equations/"
        },
        {
          "citation": "OpenAI — reported formalisation metadata",
          "url": "https://github.com/openai/NavierStokesAndEuler/blob/main/formalization.yaml"
        }
      ],
      "relatedReleases": [],
      "relatedArticles": [
        {
          "slug": "assurance-infrastructure",
          "relation": "Background on keeping claims, evidence and assurance distinct"
        }
      ],
      "corrections": [],
      "license": "CC0-1.0",
      "markdownUrl": "https://evidencepress.org/articles/navier-stokes-informed-reaction/index.md",
      "sourceUrl": "https://github.com/ipitchford/evidence-press-site/blob/main/articles/navier-stokes-informed-reaction/body.md",
      "editUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/navier-stokes-informed-reaction/body.md",
      "metadataEditUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/navier-stokes-informed-reaction/meta.json"
    },
    {
      "schemaVersion": "1.0",
      "slug": "assurance-infrastructure",
      "title": "The Case for Assurance Infrastructure",
      "url": "https://evidencepress.org/observatory/assurance/",
      "standfirst": "The technical argument that checking AI-generated evidence, not producing it, is the binding constraint on government analysis; the research avenues that would relax it; and sixteen tractable projects.",
      "summary": "An evidence-backed essay on why verification capacity, provenance and accountable authorisation determine the useful scale of AI-assisted policy analysis.",
      "datePublished": "2026-08-04",
      "dateModified": "2026-08-05",
      "articleClass": "essay",
      "status": "published",
      "byline": "Evidence Press",
      "topics": [
        "AI assurance",
        "public policy",
        "verification",
        "research infrastructure",
        "agent systems"
      ],
      "readingMinutes": 65,
      "wordCount": 14299,
      "newResearchClaims": true,
      "claimBoundary": "Evidence-backed synthesis with internally recomputed derived quantities and a recorded adversarial review. It is not a certificate-backed Evidence Press research release, has no article-specific DOI, and has not been externally peer reviewed or independently reproduced.",
      "sources": [
        {
          "citation": "UK Government, Ground-breaking use of AI saves taxpayers money and delivers greater government efficiency",
          "url": "https://www.gov.uk/government/news/ground-breaking-use-of-ai-saves-taxpayers-money-and-delivers-greater-government-efficiency"
        },
        {
          "citation": "METR, Time Horizon 1.1",
          "url": "https://metr.org/blog/2026-1-29-time-horizon-1-1/"
        },
        {
          "citation": "Epoch AI, LLM inference price trends",
          "url": "https://epoch.ai/data-insights/llm-inference-price-trends"
        },
        {
          "citation": "Anthropic, Building a C compiler with a team of parallel Claudes",
          "url": "https://www.anthropic.com/engineering/building-c-compiler"
        }
      ],
      "relatedReleases": [],
      "relatedArticles": [],
      "corrections": [],
      "license": "CC0-1.0",
      "markdownUrl": "https://evidencepress.org/observatory/assurance/index.md",
      "sourceUrl": "https://github.com/ipitchford/evidence-press-site/blob/main/pages/assurance.md",
      "editUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/pages/assurance.md",
      "metadataEditUrl": "https://github.com/ipitchford/evidence-press-site/edit/main/articles/assurance-infrastructure/meta.json"
    }
  ]
}
