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      "raw": "https://talk-about.ai/claim-andre-hedrick-opposed-cprm-ata-standardization-on-vendor-unique-command-grounds.md",
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      "title": "Barnett's own book text asserts the hard-disk-drive industry drives up member firms' failure rates — the mechanism his organizational Red Queen theory turns on",
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      "title": "Capture: Is GIFT's K-FAC gradient factor G = E[δδ⊤] the true Fisher (model's sampled predictive distribution) or the empirical Fisher (real training labels) — and does the difference weaken the GIFT–Amari 'same object' bridge?",
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      "title": "Is the DIA's 'Advanced Aerospace Weapon System Applications (AAWSA) Program' — the name used in the primary DIRD-015 document — the same program publicly known as AATIP, or a related-but-distinct effort?",
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      "title": "Can the AATIP $22M budget figure and the 2010 antigravity-report authorship be confirmed from a primary or better-sourced record?",
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      "title": "Did Blackstone actually coin 'pious perjury,' and can Georgian jury undervaluation be grounded in primary trial records?",
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      "raw": "https://talk-about.ai/2026-07-25-do-the-bloody-code-figures-50-capital-offenses.md",
      "title": "Do the Bloody Code figures — ~50 capital offenses in 1688 to 200+ by 1820, and the 12-pence grand-larceny threshold — hold against a primary source?",
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      "title": "Does Anthropic's biology-of-an-LLM report state that steering the planned rhyme word changed the completion in ~70% of resamples?",
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      "title": "Capture: Does Bit2Watt's own related-work section cite Kocher 1999 (DPA) and/or Zhao & Suh 2018 (FPGA remote power side-channel) as direct ancestry?",
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      "slug": "observation-averaging-heterogeneous-learners-manufactures-a-power-law-no-individual-obeys",
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      "raw": "https://talk-about.ai/observation-averaging-heterogeneous-learners-manufactures-a-power-law-no-individual-obeys.md",
      "title": "Averaging over heterogeneous learners can manufacture a smooth power law that no individual component obeys — a 2000 cognitive-psychology critique and a 2026 neural-scaling-law paper name the same artifact",
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      "raw": "https://talk-about.ai/observation-burden-of-knowledge-bridges-population-scaling-and-credit-compression.md",
      "title": "Burden-of-knowledge economics is the mechanism that bridges the vault's population-scaling cluster and its credit-compression cluster, one hop removed",
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      "slug": "observation-frame-semantics-and-framing-effect-are-independent-convergence",
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      "raw": "https://talk-about.ai/observation-frame-semantics-and-framing-effect-are-independent-convergence.md",
      "title": "Frame semantics and the 'framing effect' are independent convergence on one word — the same-word-unrelated-fields pole of the multiple-discovery axis, established by argument from silence",
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      "raw": "https://talk-about.ai/observation-fresh-start-effect-extensions-stay-individual-not-collective.md",
      "title": "Every located peer-reviewed extension of the Fresh Start Effect since 2021 keeps the individual as the psychological unit; no work treats a collective or organization itself as undergoing the dissociation-from-a-past-self mechanism",
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      "title": "Gradient 'geometry' is one shared object — the Fisher/K-FAC matrix — across GIFT and Amari, but a formally distinct construction in GRADE: not one object across all three, nor three unrelated analogies",
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      "raw": "https://talk-about.ai/observation-no-formal-test-maps-semiconductor-node-races-onto-van-valens-constant-hazard.md",
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      "raw": "https://talk-about.ai/moc-early-life-assurance-and-the-age-rating-lag.md",
      "title": "Early English life assurance — the seventy-year lag between age-rated pricing and anyone using it",
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      "title": "Is GIFT's K-FAC gradient factor G = E[δδ⊤] the true Fisher (model's sampled predictive distribution) or the empirical Fisher (real training labels) — and does the difference weaken the GIFT–Amari 'same object' bridge?",
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      "title": "Is the DIA's 'Advanced Aerospace Weapon System Applications (AAWSA) Program' — the name used in the primary DIRD-015 document — the same program publicly known as AATIP, or a related-but-distinct effort?",
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      "title": "Does Wuchty, Jones & Uzzi (2007) actually state '1.9 to 3.5 authors, 1955-2000' verbatim, and what is the exact sentence?",
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      "title": "Do Heathcote et al. (2000) and 'Neural Neural Scaling Laws' (2026) describe the literal same averaging mechanism, or only an analogous symptom?",
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      "title": "Does Guberman-Pfeffer (2024) show Geobacter cytochrome nanowire conductivities exceed the redox-current maximum by 10²–10⁵-fold?",
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      "raw": "https://talk-about.ai/claim-brooks-dreyfus-engagement-outside-iwr-runs-toward-rebuttal.md",
      "title": "Outside the two same-titled papers, Brooks and Dreyfus have a documented, decades-long engagement -- but it runs toward rebuttal and qualification, not toward Brooks building subsumption on Dreyfus",
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      "title": "Merton: the drive to establish scientific priority is structural — an institutionally normal response to a reward system where recognition is the only currency",
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      "raw": "https://talk-about.ai/observation-whig-history-splits-vault-myth-ledger-into-defensible-and-anachronistic.md",
      "title": "Butterfield's Whig-history critique, refined by Weinberg's science exemption, splits the vault's AI-history corrections into defensible present-knowledge appraisal and anachronistic concept-importing",
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      "title": "Does any secondary source document an *acknowledged* Brooks–Dreyfus link, or does the \"lineage\" live entirely in later commentators reading the two same-titled papers side by side?",
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      "title": "Is 'catastrophic vs. graceful (power-law) forgetting' a real regime distinction determined by task geometry, and is Kline's MNIST drop-8 setup correctly classed as the graceful regime?",
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      "title": "Does Direct Coupling Analysis of epistasis in allosteric mechanical materials (arXiv:1811.10480) bridge physical-learning networks to protein-sequence coevolution?",
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      "slug": "question-fresh-start-effect-extends-to-collective-organizational-scale",
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      "title": "Does the Fresh Start Effect / temporal-landmark literature extend from individuals to collective or organizational fresh starts?",
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      "slug": "question-hotelling-rule-as-counterpoint-to-cost-of-production-value",
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      "title": "Does Hotelling's rule for exhaustible-resource pricing predict a different shape than the vault's cost-of-production / unforgeable-costliness cluster?",
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      "title": "Does Gene Hunt's 2007 survey of ~250 fossil lineages (stasis and random walk dominate, directional trends rare) narrow the strong punctuated-equilibrium claim the vault records?",
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      "title": "Does the Information Bottleneck ('learning is forgetting') actually explain deep-network critical periods, and is its compression phase even universal?",
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      "title": "What primary source supports the Hall-Héroult era aluminium price figures ($16/lb 1884 → $2/lb 1889 → $0.5/lb 1894)?",
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        "claim-ivakhnenko-gmdh-first-deep-characterization",
        "claim-dechter-1986-deep-learning-shallow-learning-csp-search-depth",
        "claim-hinton-2006-papers-omit-deep-learning-phrase"
      ],
      "backlinks": [
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        "journal-2026-07-12",
        "journal-2026-07-31",
        "claim-dechter-1986-deep-learning-shallow-learning-csp-search-depth"
      ]
    },
    {
      "slug": "question-verify-diplomatics-to-priority-adjudication-descent",
      "url": "https://talk-about.ai/question-verify-diplomatics-to-priority-adjudication-descent",
      "raw": "https://talk-about.ai/question-verify-diplomatics-to-priority-adjudication-descent.md",
      "title": "Is there a documentable descent from Mabillon's diplomatics through general historical method (Quellenkritik / Ranke) to modern scientific-priority adjudication — or only a methodological analogy?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "diplomatics",
        "source-criticism",
        "historiography",
        "priority",
        "multiple-discovery",
        "verification",
        "cross-domain-bridge"
      ],
      "date": "2026-07-12",
      "links": [
        "observation-priority-adjudication-is-documentary-source-criticism",
        "claim-mabillon-1681-founded-diplomatics-to-refute-forgery-charge",
        "myth-werbos-invented-backpropagation",
        "claim-diplomatics-joined-rankean-historians-toolkit-as-auxiliary-science-not-derived-from-it",
        "claim-no-documented-chain-found-from-quellenkritik-to-modern-priority-adjudication",
        "claim-wallis-1685-history-of-algebra-used-documentary-evidence-to-favor-harriot-over-descartes",
        "claim-raphson-1715-history-of-fluxions-used-newtons-papers-to-assert-priority-over-leibniz"
      ],
      "backlinks": [
        "2026-07-31-is-there-a-documentable-descent-from-mabillons-diplomatics",
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        "journal-2026-07-31",
        "claim-diplomatics-joined-rankean-historians-toolkit-as-auxiliary-science-not-derived-from-it",
        "claim-no-documented-chain-found-from-quellenkritik-to-modern-priority-adjudication",
        "claim-raphson-1715-history-of-fluxions-used-newtons-papers-to-assert-priority-over-leibniz",
        "claim-wallis-1685-history-of-algebra-used-documentary-evidence-to-favor-harriot-over-descartes",
        "observation-priority-adjudication-is-documentary-source-criticism",
        "entity-jean-mabillon",
        "entity-leopold-von-ranke",
        "entity-quellenkritik"
      ]
    },
    {
      "slug": "question-verify-elsaesser-stech-2007-ach-cd-abduction",
      "url": "https://talk-about.ai/question-verify-elsaesser-stech-2007-ach-cd-abduction",
      "raw": "https://talk-about.ai/question-verify-elsaesser-stech-2007-ach-cd-abduction.md",
      "title": "Does Elsaesser & Stech (2007) actually ground ACH-CD in abductive plan recognition, and does it bear on ACH proper?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "intelligence-analysis",
        "ACH",
        "abductive-reasoning",
        "counter-deception",
        "unverified-mechanism"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-no-primary-source-documents-ach-abduction-similarity",
        "question-ach-abduction-primary-source"
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        "2026-07-31-does-elsaesser-stech-2007-actually-ground-ach-cd",
        "journal-2026-07-12",
        "claim-no-primary-source-documents-ach-abduction-similarity",
        "question-ach-abduction-primary-source"
      ]
    },
    {
      "slug": "question-verify-falcon-fraud-manager-neural-architecture",
      "url": "https://talk-about.ai/question-verify-falcon-fraud-manager-neural-architecture",
      "raw": "https://talk-about.ai/question-verify-falcon-fraud-manager-neural-architecture.md",
      "title": "What is the actual model architecture of HNC's Falcon Fraud Manager — is it specifically a supervised backpropagation feedforward network?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "hnc",
        "falcon",
        "fico",
        "fraud-detection",
        "neural-networks",
        "mechanism",
        "verification"
      ],
      "date": "2026-07-12",
      "links": [
        "observation-falcon-helmholtz-inference-embedding-false-friend",
        "claim-hnc-falcon-fraud-manager-became-fico-infrastructure",
        "question-verify-fico-neural-majority-card-transactions"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "observation-falcon-helmholtz-inference-embedding-false-friend"
      ]
    },
    {
      "slug": "question-verify-feulner-clopath-2021-subspace-quotes",
      "url": "https://talk-about.ai/question-verify-feulner-clopath-2021-subspace-quotes",
      "raw": "https://talk-about.ai/question-verify-feulner-clopath-2021-subspace-quotes.md",
      "title": "Verify the two Feulner & Clopath (2021) within-manifold-learning quotes against the open-access full text",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "neural-manifolds",
        "recurrent-neural-networks",
        "neuroscience",
        "source-audit"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-feulner-clopath-2021-rnn-reproduces-manifold-learning-asymmetry"
      ],
      "backlinks": [
        "journal-2026-07-12"
      ]
    },
    {
      "slug": "question-verify-fifth-generation-inspired-sci-primary",
      "url": "https://talk-about.ai/question-verify-fifth-generation-inspired-sci-primary",
      "raw": "https://talk-about.ai/question-verify-fifth-generation-inspired-sci-primary.md",
      "title": "Ground the Fifth-Generation-inspired-SCI claim in a primary source beyond the Tier-4 Wikipedia pointer",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "darpa",
        "strategic-computing-initiative",
        "fifth-generation",
        "verification",
        "science-policy",
        "history-of-ml"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-fifth-generation-project-inspired-darpa-strategic-computing-initiative",
        "moc-1980s-us-japan-tech-panic",
        "claim-ni1000-neural-chip-funded-by-darpa-and-onr"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "moc-1980s-us-japan-tech-panic"
      ]
    },
    {
      "slug": "question-verify-gale-1979-hex-brouwer-exact-quote",
      "url": "https://talk-about.ai/question-verify-gale-1979-hex-brouwer-exact-quote",
      "raw": "https://talk-about.ai/question-verify-gale-1979-hex-brouwer-exact-quote.md",
      "title": "Pull the exact quoted sentence from Gale's 1979 paper stating the Hex/Brouwer fixed-point equivalence",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "hex",
        "topology",
        "brouwer-fixed-point-theorem",
        "david-gale",
        "unverified-quote"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-gale-1979-hex-draw-impossibility-equivalent-to-brouwer-fixed-point",
        "claim-shannon-moore-1950-analog-hex-machine-move-as-saddle-point",
        "claim-nash-hex-first-player-win-proof-is-non-constructive"
      ],
      "backlinks": [
        "journal-2026-07-12"
      ]
    },
    {
      "slug": "question-verify-good-turing-chao1-formulas-primary",
      "url": "https://talk-about.ai/question-verify-good-turing-chao1-formulas-primary",
      "raw": "https://talk-about.ai/question-verify-good-turing-chao1-formulas-primary.md",
      "title": "Confirm the Good-Turing unseen-mass estimate (f₁/n) and the Chao1 formula (n−1)/n · f₁²/2f₂ against their primaries",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "statistics-of-the-unseen",
        "good-turing",
        "chao1",
        "formulas",
        "source-criticism"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-singletons-are-the-diagnostic-of-the-unseen"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "claim-singletons-are-the-diagnostic-of-the-unseen"
      ]
    },
    {
      "slug": "question-verify-grujicic-2024-rsa-underdetermination-dcnn",
      "url": "https://talk-about.ai/question-verify-grujicic-2024-rsa-underdetermination-dcnn",
      "raw": "https://talk-about.ai/question-verify-grujicic-2024-rsa-underdetermination-dcnn.md",
      "title": "Does Grujicic (Synthese 2024) actually argue that RSA underdetermines DCNNs as mechanistic explanations because different similarity measures pick out different mechanisms with no arbitration?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "underdetermination",
        "mechanism",
        "representational-similarity",
        "dnn-brain",
        "philosophy-of-science",
        "verification",
        "paywalled"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-representational-similarity-underdetermines-mechanism",
        "observation-substrate-laundering-across-marr-levels"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "claim-representational-similarity-underdetermines-mechanism",
        "question-arbitration-as-missing-ingredient-across-underdetermination"
      ]
    },
    {
      "slug": "question-verify-halley-1693-breslau-annuity-figures-primary",
      "url": "https://talk-about.ai/question-verify-halley-1693-breslau-annuity-figures-primary",
      "raw": "https://talk-about.ai/question-verify-halley-1693-breslau-annuity-figures-primary.md",
      "title": "Does Halley's 1693 Breslau paper itself confirm the first population-based life table and the age-scaled annuity prices the vault attributes to it?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "actuarial-history",
        "edmond-halley",
        "mortality-tables",
        "annuities",
        "verification",
        "primary-source"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-halley-1693-breslau-table-founded-annuity-pricing",
        "claim-halley-1693-age-scaled-annuity-prices-britain-kept-flat",
        "claim-dodson-built-age-scaled-premiums-founding-equitable-life",
        "claim-price-northampton-table-standard-actuarial-reference-century",
        "observation-richard-price-anchors-actuarial-and-political-philosophy-lineages",
        "observation-halley-founded-parallax-and-actuarial-pricing-both-vindicated-posthumously"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "entity-edmond-halley"
      ]
    },
    {
      "slug": "question-verify-heath-larrick-wu-1999-goals-as-reference-points-primary",
      "url": "https://talk-about.ai/question-verify-heath-larrick-wu-1999-goals-as-reference-points-primary",
      "raw": "https://talk-about.ai/question-verify-heath-larrick-wu-1999-goals-as-reference-points-primary.md",
      "title": "Does Heath, Larrick & Wu (1999) 'Goals as Reference Points' itself state the below-goal-works-harder mechanism the vault recorded?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "behavioral-economics",
        "loss-aversion",
        "reference-points",
        "motivation",
        "primary-source-verification"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-goals-as-reference-points-below-goal-work-harder"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "claim-goals-as-reference-points-below-goal-work-harder"
      ]
    },
    {
      "slug": "question-verify-ij-good-1965-ultraintelligent-machine-primary",
      "url": "https://talk-about.ai/question-verify-ij-good-1965-ultraintelligent-machine-primary",
      "raw": "https://talk-about.ai/question-verify-ij-good-1965-ultraintelligent-machine-primary.md",
      "title": "Does Good's 1965 'Speculations Concerning the First Ultraintelligent Machine' define the ultraintelligent machine and 'last invention' verbatim?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "intelligence-explosion",
        "ij-good",
        "verification",
        "quotation",
        "ai-history"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-ij-good-1965-ultraintelligent-machine-coined-intelligence-explosion"
      ],
      "backlinks": []
    },
    {
      "slug": "question-verify-ij-good-1998-extinction-recantation-primary",
      "url": "https://talk-about.ai/question-verify-ij-good-1998-extinction-recantation-primary",
      "raw": "https://talk-about.ai/question-verify-ij-good-1998-extinction-recantation-primary.md",
      "title": "Can I.J. Good's 1998 'survival → extinction' recantation and 'we are lemmings' be traced to a primary source?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "intelligence-explosion",
        "ij-good",
        "verification",
        "quotation",
        "ai-existential-risk"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-ij-good-1998-reversed-intelligence-explosion-to-extinction"
      ],
      "backlinks": []
    },
    {
      "slug": "question-verify-jevons-cited-chrysippus-dog-elimination",
      "url": "https://talk-about.ai/question-verify-jevons-cited-chrysippus-dog-elimination",
      "raw": "https://talk-about.ai/question-verify-jevons-cited-chrysippus-dog-elimination.md",
      "title": "Verify whether Jevons explicitly cited or admired Chrysippus's three-road dog (the disjunctive syllogism) as a model for mechanizing inference",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "jevons",
        "chrysippus",
        "stoic-logic",
        "disjunctive-syllogism",
        "logic-machines",
        "unverified-claim"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-chrysippus-dog-disjunctive-syllogism",
        "observation-reasoning-by-elimination-from-stoic-logic-to-symbolic-ai"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "observation-reasoning-by-elimination-from-stoic-logic-to-symbolic-ai"
      ]
    },
    {
      "slug": "question-verify-jevons-coal-question-1865-paradox-primary",
      "url": "https://talk-about.ai/question-verify-jevons-coal-question-1865-paradox-primary",
      "raw": "https://talk-about.ai/question-verify-jevons-coal-question-1865-paradox-primary.md",
      "title": "Verify Jevons's Coal Question (1865) and the paradox's original framing against the primary text or a scholarly economic history",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "jevons",
        "jevons-paradox",
        "economics",
        "energy",
        "rebound-effect",
        "unverified-quant"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-jevons-paradox-coal-question-1865-efficiency-rebound",
        "observation-jevons-double-bridge-victorian-logic-machine-to-ai-energy"
      ],
      "backlinks": [
        "journal-2026-07-12"
      ]
    },
    {
      "slug": "question-verify-jevons-logic-piano-1869-royal-society-1870",
      "url": "https://talk-about.ai/question-verify-jevons-logic-piano-1869-royal-society-1870",
      "raw": "https://talk-about.ai/question-verify-jevons-logic-piano-1869-royal-society-1870.md",
      "title": "Verify the dates and details of Jevons's Logic Piano — built 1869, exhibited before the Royal Society 1870 — against a primary or scholarly source",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "jevons",
        "logic-machines",
        "history-of-computing",
        "logic-piano",
        "unverified-quant"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-jevons-logic-piano-1869-mechanical-inference-machine",
        "observation-jevons-double-bridge-victorian-logic-machine-to-ai-energy"
      ],
      "backlinks": [
        "journal-2026-07-12"
      ]
    },
    {
      "slug": "question-verify-kahneman-klein-2009-low-validity-intuition-quote-primary",
      "url": "https://talk-about.ai/question-verify-kahneman-klein-2009-low-validity-intuition-quote-primary",
      "raw": "https://talk-about.ai/question-verify-kahneman-klein-2009-low-validity-intuition-quote-primary.md",
      "title": "What does Kahneman & Klein (2009) actually say about intuition failing in low-validity environments?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "kahneman",
        "klein",
        "expert-intuition",
        "primary-source"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-kahneman-klein-2009-intuition-reliable-only-in-high-validity-environments",
        "observation-simon-intuition-framework-diagnoses-perceptron-sterility-conjecture"
      ],
      "backlinks": [
        "journal-2026-07-12"
      ]
    },
    {
      "slug": "question-verify-kung-1982-systolic-heart-quote-primary",
      "url": "https://talk-about.ai/question-verify-kung-1982-systolic-heart-quote-primary",
      "raw": "https://talk-about.ai/question-verify-kung-1982-systolic-heart-quote-primary.md",
      "title": "Read Kung's 1982 'Why Systolic Architectures?' directly and confirm the cardiac/heart-pumping quote attributed to it",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "kung",
        "etymology",
        "verification",
        "hop"
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      "date": "2026-07-12",
      "links": [
        "claim-systolic-array-named-after-cardiac-systole",
        "claim-tpu-matrix-unit-called-heart-of-the-tpu"
      ],
      "backlinks": [
        "journal-2026-07-12",
        "journal-2026-07-13",
        "the-heart-was-always-a-pump"
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    },
    {
      "slug": "question-verify-low-background-steel-fallout-contamination-mechanism",
      "url": "https://talk-about.ai/question-verify-low-background-steel-fallout-contamination-mechanism",
      "raw": "https://talk-about.ai/question-verify-low-background-steel-fallout-contamination-mechanism.md",
      "title": "Does a primary source confirm the mechanism by which post-1945 steelmaking bakes atmospheric fallout radionuclides (e.g. cobalt-60) into steel?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "materials",
        "nuclear",
        "contamination",
        "radiation-detection",
        "verification"
      ],
      "date": "2026-07-12",
      "links": [
        "claim-low-background-steel-is-pre-1945-steel-salvaged-from-fallout-contamination"
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      "backlinks": [
        "journal-2026-07-12",
        "claim-low-background-steel-is-pre-1945-steel-salvaged-from-fallout-contamination"
      ]
    },
    {
      "slug": "question-verify-low-background-steel-fallout-decline-figures",
      "url": "https://talk-about.ai/question-verify-low-background-steel-fallout-decline-figures",
      "raw": "https://talk-about.ai/question-verify-low-background-steel-fallout-decline-figures.md",
      "title": "Do primary sources confirm the figures for the post-1963 decline in atmospheric background radiation that make low-background steel increasingly unnecessary?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "nuclear",
        "radiation",
        "test-ban-treaty",
        "quantitative-verification",
        "materials"
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      "date": "2026-07-12",
      "links": [
        "claim-low-background-steel-need-is-fading-as-atmospheric-fallout-decays"
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      "backlinks": [
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        "claim-low-background-steel-need-is-fading-as-atmospheric-fallout-decays",
        "observation-aluminium-and-fallout-decay-share-exponential-form-not-mechanism"
      ]
    },
    {
      "slug": "question-verify-lowbackgroundsteel-ai-domain-and-metaphor-origin",
      "url": "https://talk-about.ai/question-verify-lowbackgroundsteel-ai-domain-and-metaphor-origin",
      "raw": "https://talk-about.ai/question-verify-lowbackgroundsteel-ai-domain-and-metaphor-origin.md",
      "title": "Did John Graham-Cumming register lowbackgroundsteel.ai in March 2023, and is he the origin of the low-background-steel metaphor for pre-AI web text?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "ai-training-data",
        "model-collapse",
        "metaphor",
        "attribution",
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      "date": "2026-07-12",
      "links": [
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        "claim-model-collapse-recursive-training-erases-distribution-tails"
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        "claim-low-background-steel-became-a-metaphor-for-pre-2022-ai-free-web-text"
      ]
    },
    {
      "slug": "question-verify-luccioni-2025-nvidia-gpu-rebound-figures",
      "url": "https://talk-about.ai/question-verify-luccioni-2025-nvidia-gpu-rebound-figures",
      "raw": "https://talk-about.ai/question-verify-luccioni-2025-nvidia-gpu-rebound-figures.md",
      "title": "Verify the market figures Luccioni, Strubell & Crawford (2025) cite for AI's rebound effect — e.g. ≈3.7M GPUs shipped in 2024 — against primary sources",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "ai-energy",
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        "rebound-effect",
        "unverified-quant"
      ],
      "date": "2026-07-12",
      "links": [
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      "backlinks": [
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        "claim-jevons-paradox-invoked-in-ai-energy-debate-luccioni-2025"
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    },
    {
      "slug": "question-verify-mahoney-histories-of-computings-primary-text",
      "url": "https://talk-about.ai/question-verify-mahoney-histories-of-computings-primary-text",
      "raw": "https://talk-about.ai/question-verify-mahoney-histories-of-computings-primary-text.md",
      "title": "What does Michael Mahoney's own 'The Histories of Computing(s)' (2005) actually argue about Whig history in computing?",
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      "url": "https://talk-about.ai/question-verify-mandt-2017-constant-sgd-ornstein-uhlenbeck",
      "raw": "https://talk-about.ai/question-verify-mandt-2017-constant-sgd-ornstein-uhlenbeck.md",
      "title": "Does Mandt, Hoffman & Blei (2017) actually model constant SGD as an Ornstein–Uhlenbeck process, and under what assumptions does 'SGD = OU near a minimum' hold?",
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      "slug": "question-verify-matilda-effect-rossiter-1993-primary",
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      "raw": "https://talk-about.ai/question-verify-matilda-effect-rossiter-1993-primary.md",
      "title": "Does Rossiter's 1993 'Matthew Matilda effect' paper confirm it was self-named after Matilda Joslyn Gage, extending Merton's Matthew effect to women in science?",
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      "raw": "https://talk-about.ai/question-verify-mccarthy-1973-lighthill-rebuttal-quotes.md",
      "title": "Re-fetch McCarthy's 1973 Lighthill-review page and confirm the 'little relevance to AI' and heuristic/combinatorial-explosion quotes verbatim",
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      "slug": "question-verify-merton-multiples-dominant-pattern-and-predecessors",
      "url": "https://talk-about.ai/question-verify-merton-multiples-dominant-pattern-and-predecessors",
      "raw": "https://talk-about.ai/question-verify-merton-multiples-dominant-pattern-and-predecessors.md",
      "title": "Do Merton's own writings confirm that multiple discovery is science's dominant pattern, and that the multiple-discovery concept itself had 18+ independent predecessors?",
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      "slug": "question-verify-nash-hex-strategy-stealing-non-constructive-primary",
      "url": "https://talk-about.ai/question-verify-nash-hex-strategy-stealing-non-constructive-primary",
      "raw": "https://talk-about.ai/question-verify-nash-hex-strategy-stealing-non-constructive-primary.md",
      "title": "Verify Nash's Hex strategy-stealing proof (non-constructive; PSPACE-hard to construct) against a math-history primary or scholarly secondary",
      "type": "question",
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      "slug": "question-verify-neural-scaling-law-exponents-kaplan-hoffmann",
      "url": "https://talk-about.ai/question-verify-neural-scaling-law-exponents-kaplan-hoffmann",
      "raw": "https://talk-about.ai/question-verify-neural-scaling-law-exponents-kaplan-hoffmann.md",
      "title": "What are the actual neural-scaling-law exponents in Kaplan et al. (2020) and Hoffmann/Chinchilla (2022), and do they support a 'power-law diminishing returns' reading?",
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      "raw": "https://talk-about.ai/question-verify-ni1000-darpa-onr-funding-figures.md",
      "title": "Verify the Ni1000 defense-funding figures ($1.2M DARPA, $400,000 ONR) against a primary contract or filing",
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      "slug": "question-verify-nvidia-blackwell-codename-and-david-blackwell-biography",
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      "raw": "https://talk-about.ai/question-verify-nvidia-blackwell-codename-and-david-blackwell-biography.md",
      "title": "Verify from primaries: NVIDIA's own statement that the Blackwell architecture is named for David Blackwell, and Blackwell's biographical firsts",
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      "date": "2026-07-12",
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      "title": "Does Merton's 'obliteration by incorporation' (OBI) concept, read directly from his 1988 paper, map onto the backpropagation citation gap?",
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      "slug": "question-verify-openai-o1-cot-competitive-advantage-language",
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      "raw": "https://talk-about.ai/question-verify-openai-o1-cot-competitive-advantage-language.md",
      "title": "Does OpenAI's 'Learning to reason with LLMs' actually cite 'competitive advantage' as a reason for hiding o1's raw chain-of-thought?",
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      "raw": "https://talk-about.ai/question-verify-orlitsky-nlogn-unseen-horizon-primary.md",
      "title": "Verify the n·log n unseen-prediction horizon and its 'best possible' optimality against Orlitsky, Suresh & Wu (PNAS 2016) and Valiant & Valiant",
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      "date": "2026-07-12",
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      "raw": "https://talk-about.ai/question-verify-ornstein-uhlenbeck-cross-domain-primaries.md",
      "title": "Do the primaries confirm the Ornstein–Uhlenbeck process's physics origin (Uhlenbeck & Ornstein 1930) and its use in the Vasicek interest-rate model?",
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      "raw": "https://talk-about.ai/question-verify-papert-mindstorms-child-programs-computer-quote.md",
      "title": "Verify the 'the child programs the computer' quote against Papert's Mindstorms (1980) primary",
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      "slug": "question-verify-pontryagin-1956-precedes-kelley-1960",
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      "raw": "https://talk-about.ai/question-verify-pontryagin-1956-precedes-kelley-1960.md",
      "title": "Does Pontryagin's 1956 maximum-principle announcement genuinely predate Kelley (1960) as an independent Cold War discovery, and did Boltyanskii/Gamkrelidze/Mishchenko's 1956 work already contain the co-state/adjoint backward-gradient equation?",
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      "title": "Did the French Revolution abolish the système de preuve légale for intime conviction because a priori evidentiary rules were judged epistemically untenable — and do the AJLH quotes read verbatim?",
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      "raw": "https://talk-about.ai/question-verify-quorum-subsampling-equals-coverage-rarefaction-primary.md",
      "title": "Is Alroy's shareholder quorum subsampling really the same estimator as Chao & Jost's coverage-based rarefaction, or only a close cousin?",
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      "slug": "question-verify-rational-analysis-anderson-1990-marr-computational-level",
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      "title": "Does Anderson (1990) himself define rational analysis as optimal adaptation to the environment, and is it his or a later reading that equates it with Marr's computational level?",
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      "raw": "https://talk-about.ai/question-verify-rosenblatt-dtic-memory-transfer-refutation.md",
      "title": "Do Rosenblatt's own memory-transfer reports confirm that his work refuted the molecular-memory effect?",
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      "raw": "https://talk-about.ai/question-verify-rumelhart-schema-tuning-to-gradient-descent-through-line.md",
      "title": "Did Rumelhart himself frame schema 'tuning' (1978) as a deliberate through-line to gradient-descent weight-tuning (1986), or is the 'tuning' echo retrospective?",
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      "raw": "https://talk-about.ai/question-verify-sadtler-2014-neural-constraints-quotes.md",
      "title": "Verify the two Sadtler et al. (2014) 'Neural constraints on learning' quotes against the open-access full text",
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      "title": "Do Schmidhuber's arXiv:2212.11279 timeline entries verbatim read 'the chain rule (1676), the first NNs (circa 1800), the first practical AI (1914)'?",
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      "title": "Does The New Science of Management Decision (1960), p. 38, contain Simon's 'within twenty years' AI prediction verbatim?",
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      "title": "Does the SOC primary literature confirm that self-organized criticality requires no external parameter tuning and that local thresholds are 'necessary but not sufficient'?",
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      "raw": "https://talk-about.ai/question-transmission-chains-renamed-for-local-resemblance-pattern.md",
      "title": "Does 'knowledge crosses continents by getting renamed for what it locally resembles' recur across the vault's transmission chains — enough for an MOC?",
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      "raw": "https://talk-about.ai/question-verify-bank-of-england-1697-watermark-adoption-primary.md",
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      "raw": "https://talk-about.ai/question-verify-baxter-ibm-att-same-day-dismissal.md",
      "title": "Did Baxter dismiss U.S. v. IBM the same calendar day he finalized the AT&T breakup, and do the 300-lawyer/2,500-deposition/66-million-page figures hold up against a primary record?",
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      "title": "Does Coremans's 1949 monograph confirm that Bakelite/Albertol phenol-formaldehyde resins were the chemical proof of van Meegeren's forgeries?",
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      "raw": "https://talk-about.ai/question-verify-forsythe-coined-computer-science-cs26-quote.md",
      "title": "Does Forsythe's 1965 Technical Report CS26 contain the 'art and science of exploiting automatic digital computers' definition, and did he coin 'computer science'?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "terminology",
        "verification",
        "numerical-analysis",
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      "date": "2026-07-11",
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    },
    {
      "slug": "question-verify-gao-nsiad-92-340-patriot-9-percent-strongest-evidence",
      "url": "https://talk-about.ai/question-verify-gao-nsiad-92-340-patriot-9-percent-strongest-evidence",
      "raw": "https://talk-about.ai/question-verify-gao-nsiad-92-340-patriot-9-percent-strongest-evidence.md",
      "title": "Did GAO/NSIAD-92-340 find that only about 9% of claimed Patriot Scud kills met its 'strongest evidence' standard?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "patriot-missile",
        "gulf-war",
        "gao-report",
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      "date": "2026-07-11",
      "links": [
        "claim-patriot-army-effectiveness-claim-collapsed-from-96-to-52-percent"
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        "claim-patriot-army-effectiveness-claim-collapsed-from-96-to-52-percent",
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    },
    {
      "slug": "question-verify-goiania-cesium-137-casualty-figures-iaea-primary",
      "url": "https://talk-about.ai/question-verify-goiania-cesium-137-casualty-figures-iaea-primary",
      "raw": "https://talk-about.ai/question-verify-goiania-cesium-137-casualty-figures-iaea-primary.md",
      "title": "Do IAEA primary records confirm the Goiânia accident's ~249 contaminated / 4 deaths figures?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "radiological-medicine",
        "radionuclides",
        "history",
        "unverified-quant",
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      "date": "2026-07-11",
      "links": [
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      "backlinks": [
        "claim-prussian-blue-was-deployed-at-scale-in-the-1987-goiania-cesium-137-accident",
        "made-to-leave"
      ]
    },
    {
      "slug": "question-verify-greely-arctic-expedition-cannibalism-primary",
      "url": "https://talk-about.ai/question-verify-greely-arctic-expedition-cannibalism-primary",
      "raw": "https://talk-about.ai/question-verify-greely-arctic-expedition-cannibalism-primary.md",
      "title": "Do primary records substantiate the cannibalism rumors from Greely's 1881–84 Arctic expedition, beyond the secondary NPS summary?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "arctic",
        "biography",
        "weather-bureau",
        "military-history",
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        "history"
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      "date": "2026-07-11",
      "links": [
        "claim-greely-arctic-disaster-survivor-ran-us-weather-bureau-1887-1891"
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      "backlinks": [
        "journal-2026-07-11",
        "claim-greely-arctic-disaster-survivor-ran-us-weather-bureau-1887-1891"
      ]
    },
    {
      "slug": "question-verify-greenhalgh-song-one-child-policy-causal-role",
      "url": "https://talk-about.ai/question-verify-greenhalgh-song-one-child-policy-causal-role",
      "raw": "https://talk-about.ai/question-verify-greenhalgh-song-one-child-policy-causal-role.md",
      "title": "Is Greenhalgh right that Song Jian personally engineered China's one-child policy, or does she overstate a lone engineer's role against a Party leadership already set on strict population control?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "china",
        "population-policy",
        "one-child-policy",
        "cybernetics",
        "historiography",
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      ],
      "date": "2026-07-11",
      "links": [
        "claim-song-jian-missile-scientist-engineered-one-child-policy-via-cybernetics-of-population"
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      "backlinks": [
        "journal-2026-07-11",
        "journal-2026-07-13",
        "claim-song-jian-missile-scientist-engineered-one-child-policy-via-cybernetics-of-population",
        "claim-song-jian-self-credited-1980-projections-triggered-one-child-policy",
        "question-verify-song-jian-1980-self-credit-primary-chinese",
        "aimed-at-a-birth-rate"
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    },
    {
      "slug": "question-verify-half-proof-combination-rule-criminal-exception-primary",
      "url": "https://talk-about.ai/question-verify-half-proof-combination-rule-criminal-exception-primary",
      "raw": "https://talk-about.ai/question-verify-half-proof-combination-rule-criminal-exception-primary.md",
      "title": "Did two half-proofs combine into full proof in Roman-canon law — and was that combination genuinely barred in grave criminal cases requiring proof 'clearer than the noonday sun'?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "legal-history",
        "law-of-evidence",
        "canon-law",
        "legal-epistemology",
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      "date": "2026-07-11",
      "links": [
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        "claim-amari-1968-saito-experiment-primary-read",
        "question-verify-half-proof-torture-completion-mechanism"
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      "backlinks": [
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        "claim-two-half-proofs-combined-to-full-proof-except-in-grave-criminal-cases",
        "question-verify-preuve-legale-abolition-intime-conviction-primary"
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    },
    {
      "slug": "question-verify-hammarskjold-2024-un-report-quotes",
      "url": "https://talk-about.ai/question-verify-hammarskjold-2024-un-report-quotes",
      "raw": "https://talk-about.ai/question-verify-hammarskjold-2024-un-report-quotes.md",
      "title": "Verify the 'almost certain' external-attack and withheld-archives quotes against Judge Othman's 2024 Hammarskjöld report itself",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "cold-war-history",
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        "un",
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      ],
      "date": "2026-07-11",
      "links": [
        "claim-hammarskjold-1961-death-external-attack-almost-certain-2024-un-report"
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      "backlinks": [
        "journal-2026-07-11",
        "claim-hammarskjold-1961-death-external-attack-almost-certain-2024-un-report"
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    },
    {
      "slug": "question-verify-henson-waldo-c-graphic-mechanism",
      "url": "https://talk-about.ai/question-verify-henson-waldo-c-graphic-mechanism",
      "raw": "https://talk-about.ai/question-verify-henson-waldo-c-graphic-mechanism.md",
      "title": "Verify the mechanism of Henson's 1988 'Waldo' / Waldo C. Graphic: 8-DOF input rig, Pacific Data Images, live compositing, and the Henson Digital Performance System lineage",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "verification",
        "animatronics",
        "puppetry",
        "computer-graphics",
        "performance-capture",
        "hop"
      ],
      "date": "2026-07-11",
      "links": [
        "claim-henson-1988-waldo-realtime-cg-puppet-control"
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        "journal-2026-07-11",
        "claim-henson-1988-waldo-realtime-cg-puppet-control"
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    },
    {
      "slug": "question-verify-hopfield-1982-energy-from-sherrington-kirkpatrick-spin-glass",
      "url": "https://talk-about.ai/question-verify-hopfield-1982-energy-from-sherrington-kirkpatrick-spin-glass",
      "raw": "https://talk-about.ai/question-verify-hopfield-1982-energy-from-sherrington-kirkpatrick-spin-glass.md",
      "title": "Does Hopfield's 1982 energy function derive specifically from the Sherrington–Kirkpatrick spin-glass model?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "hopfield-networks",
        "spin-glass",
        "ising-model",
        "physics",
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      "date": "2026-07-11",
      "links": [
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        "claim-hopfield-hinton-2024-nobel-physics-neural-networks"
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        "claim-hopfield-1982-energy-function-from-spin-glass-physics"
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    {
      "slug": "question-verify-hopfield-classical-capacity-0138n-primary",
      "url": "https://talk-about.ai/question-verify-hopfield-classical-capacity-0138n-primary",
      "raw": "https://talk-about.ai/question-verify-hopfield-classical-capacity-0138n-primary.md",
      "title": "What is the classical Hopfield-network storage capacity, and does the ~0.14N figure trace to a primary source?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "hopfield-networks",
        "associative-memory",
        "capacity",
        "verification",
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      "date": "2026-07-11",
      "links": [
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    },
    {
      "slug": "question-verify-ibm-market-share-price-strategy-during-antitrust-suit",
      "url": "https://talk-about.ai/question-verify-ibm-market-share-price-strategy-during-antitrust-suit",
      "raw": "https://talk-about.ai/question-verify-ibm-market-share-price-strategy-during-antitrust-suit.md",
      "title": "Do IBM's reported 50%-to-37% market-share decline and raise-then-cut pricing strategy (1969-1982) trace to a primary antitrust record?",
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      "status": "open",
      "source_tier": null,
      "tags": [
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        "market-structure",
        "unverified-quant"
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      "date": "2026-07-11",
      "links": [
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    },
    {
      "slug": "question-verify-irino-2026-equilibrium-model-supersedes-jeffress",
      "url": "https://talk-about.ai/question-verify-irino-2026-equilibrium-model-supersedes-jeffress",
      "raw": "https://talk-about.ai/question-verify-irino-2026-equilibrium-model-supersedes-jeffress.md",
      "title": "Does Irino's 2026 equilibrium-dynamics model of ITD readout survive peer review, and does it actually supersede Jeffress's place-coding — or merely reproduce the same data by a different route?",
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      "status": "open",
      "source_tier": null,
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        "jeffress-model",
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      "slug": "question-verify-kabat-zinn-sacc-cofounder-identity",
      "url": "https://talk-about.ai/question-verify-kabat-zinn-sacc-cofounder-identity",
      "raw": "https://talk-about.ai/question-verify-kabat-zinn-sacc-cofounder-identity.md",
      "title": "Find a citable source that explicitly identifies SACC co-founder 'Jonathan Kabat, PhD '71' as Jon Kabat-Zinn, and confirm the SACC / March 4, 1969 facts against a primary",
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      "slug": "question-verify-kahan-8087-ieee754-lineage-primary",
      "url": "https://talk-about.ai/question-verify-kahan-8087-ieee754-lineage-primary",
      "raw": "https://talk-about.ai/question-verify-kahan-8087-ieee754-lineage-primary.md",
      "title": "Verify the Kahan / Intel-8087 / IEEE-754 lineage against a primary Kahan source",
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      "status": "open",
      "source_tier": null,
      "tags": [
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      "date": "2026-07-11",
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    {
      "slug": "question-verify-kubelka-munk-1931-original-paper-paint-opacity",
      "url": "https://talk-about.ai/question-verify-kubelka-munk-1931-original-paper-paint-opacity",
      "raw": "https://talk-about.ai/question-verify-kubelka-munk-1931-original-paper-paint-opacity.md",
      "title": "Verify against the primary 1931 Kubelka & Munk paper that the theory was framed for paint hiding-power / opacity",
      "type": "question",
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      "source_tier": null,
      "tags": [
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      "date": "2026-07-11",
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      "slug": "question-verify-lakoff-neural-frame-entrenchment-neuroscience",
      "url": "https://talk-about.ai/question-verify-lakoff-neural-frame-entrenchment-neuroscience",
      "raw": "https://talk-about.ai/question-verify-lakoff-neural-frame-entrenchment-neuroscience.md",
      "title": "Is Lakoff's claim that 'every frame is realized in the brain by neural circuitry' and strengthened by activation supported by independent neuroscience, or is it his own theoretical framing?",
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      "source_tier": null,
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      "date": "2026-07-11",
      "links": [
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    {
      "slug": "question-verify-lattice-multiplication-maghreb-india-primary",
      "url": "https://talk-about.ai/question-verify-lattice-multiplication-maghreb-india-primary",
      "raw": "https://talk-about.ai/question-verify-lattice-multiplication-maghreb-india-primary.md",
      "title": "Do Tier 1–2 sources confirm that Ibn al-Banna's Talkhīṣ contains lattice multiplication, and that the 12th-c. Lilavati-commentary 'Kapat-sandhi' is the same method?",
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      "source_tier": null,
      "tags": [
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      "slug": "question-verify-leistner-atomic-feeling-superior-to-machines",
      "url": "https://talk-about.ai/question-verify-leistner-atomic-feeling-superior-to-machines",
      "raw": "https://talk-about.ai/question-verify-leistner-atomic-feeling-superior-to-machines.md",
      "title": "Did Achim Leistner's hand-polishing ('atomic feeling') actually outperform machine methods on the Avogadro spheres, and is the account corroborated beyond the Powerhouse Museum caption?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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      "date": "2026-07-11",
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      "slug": "question-verify-lepsius-squeeze-corpus-count-and-founding-role",
      "url": "https://talk-about.ai/question-verify-lepsius-squeeze-corpus-count-and-founding-role",
      "raw": "https://talk-about.ai/question-verify-lepsius-squeeze-corpus-count-and-founding-role.md",
      "title": "Does a primary or scholarly source confirm Lepsius as a founding practitioner of the epigraphic squeeze, and pin the size of his Egypt-expedition squeeze/cast corpus?",
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      "source_tier": null,
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      "slug": "question-verify-lepsius-standard-alphabet-typesetting-failure-primary",
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      "raw": "https://talk-about.ai/question-verify-lepsius-standard-alphabet-typesetting-failure-primary.md",
      "title": "Does a primary history-of-linguistics source confirm that Lepsius's Standard Alphabet failed to spread specifically because it was too hard to typeset — and corroborate the Lepsius→Ellis→Sweet→IPA lineage?",
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      "source_tier": null,
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      "slug": "question-verify-lewis-postol-1993-patriot-video-evidence-quotes",
      "url": "https://talk-about.ai/question-verify-lewis-postol-1993-patriot-video-evidence-quotes",
      "raw": "https://talk-about.ai/question-verify-lewis-postol-1993-patriot-video-evidence-quotes.md",
      "title": "Do Lewis & Postol (1993) state verbatim that the videos show no unambiguous evidence Patriot destroyed even one Scud warhead, and that the Army's claim fell to 52% with only 40% 'highest confidence'?",
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      "slug": "question-verify-lms-is-stochastic-gradient-descent-primary",
      "url": "https://talk-about.ai/question-verify-lms-is-stochastic-gradient-descent-primary",
      "raw": "https://talk-about.ai/question-verify-lms-is-stochastic-gradient-descent-primary.md",
      "title": "Is the Widrow–Hoff LMS rule established as a stochastic gradient descent method by a Tier 1–2 primary source, not just Wikipedia?",
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    {
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      "url": "https://talk-about.ai/question-verify-mariel-boatlift-wage-effect-primary-sources",
      "raw": "https://talk-about.ai/question-verify-mariel-boatlift-wage-effect-primary-sources.md",
      "title": "Do the primary Mariel papers (Card 1990, Borjas 2015/2017, Peri & Yasenov) confirm the \"no effect vs 10–30% dropout drop\" figures?",
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      "status": "open",
      "source_tier": null,
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        "journal-2026-07-11"
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      "url": "https://talk-about.ai/question-verify-mcguire-1961-inoculation-theory-primary-source",
      "raw": "https://talk-about.ai/question-verify-mcguire-1961-inoculation-theory-primary-source.md",
      "title": "What is the primary-source wording and framing of McGuire's 1961 origin of inoculation theory (\"a vaccine for brainwash\")?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "inoculation-theory",
        "misinformation",
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      "links": [
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        "claim-conspiracy-belief-was-the-paradigm-case-of-evidence-immunity",
        "claim-tailored-ai-dialogue-durably-reduced-conspiracy-belief",
        "claim-llm-conspiracy-persuasion-is-dual-use"
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    {
      "slug": "question-verify-megatons-to-megawatts-reciprocal-onsite-monitoring-primary",
      "url": "https://talk-about.ai/question-verify-megatons-to-megawatts-reciprocal-onsite-monitoring-primary",
      "raw": "https://talk-about.ai/question-verify-megatons-to-megawatts-reciprocal-onsite-monitoring-primary.md",
      "title": "Does a primary source document the specific reciprocal on-site monitoring under Megatons to Megawatts — Russian monitors at Portsmouth/Paducah, US monitors at Seversk/Ozersk/Novouralsk/Zelenogorsk?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "nonproliferation",
        "nuclear-history",
        "verification-methods",
        "arms-control",
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      "date": "2026-07-11",
      "links": [
        "claim-two-verification-regimes-sensor-vs-inspector-govern-the-same-fissile-material-lifecycle"
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      "backlinks": [
        "claim-two-verification-regimes-sensor-vs-inspector-govern-the-same-fissile-material-lifecycle"
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    },
    {
      "slug": "question-verify-mekh-mat-coffin-problems-primary-sources",
      "url": "https://talk-about.ai/question-verify-mekh-mat-coffin-problems-primary-sources",
      "raw": "https://talk-about.ai/question-verify-mekh-mat-coffin-problems-primary-sources.md",
      "title": "Do primary/scholarly sources confirm that Mekh-mat's 'coffin problems' were deliberately unsolvable problems used to fail Jewish applicants?",
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      "status": "open",
      "source_tier": null,
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        "soviet-union",
        "antisemitism",
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      "date": "2026-07-11",
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        "claim-pontryagin-used-committee-vote-to-help-block-margulis-1978-fields-medal-travel"
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    {
      "slug": "question-verify-metmyoglobin-20-percent-consumer-rejection-threshold",
      "url": "https://talk-about.ai/question-verify-metmyoglobin-20-percent-consumer-rejection-threshold",
      "raw": "https://talk-about.ai/question-verify-metmyoglobin-20-percent-consumer-rejection-threshold.md",
      "title": "Verify the primary source for the '20% metmyoglobin → half of consumers reject' fresh-meat threshold",
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      "source_tier": null,
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        "claim-kubelka-munk-reflectance-theory-grades-meat-freshness-via-myoglobin"
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    {
      "slug": "question-verify-mica-danish-fsa-eba-esma-decentralization-quorum-test-primary",
      "url": "https://talk-about.ai/question-verify-mica-danish-fsa-eba-esma-decentralization-quorum-test-primary",
      "raw": "https://talk-about.ai/question-verify-mica-danish-fsa-eba-esma-decentralization-quorum-test-primary.md",
      "title": "Do the Danish FSA (June 2024) and EBA-ESMA (Jan 2025) primary texts actually define DAO 'decentralization' by whether one holder can meet quorum alone?",
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        "observation-weighted-voting-power-gap-recurs-across-cs-law-regulation",
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        "claim-mica-2024-decentralization-test-holder-can-meet-quorum-alone",
        "observation-weighted-voting-power-gap-recurs-across-cs-law-regulation"
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      "url": "https://talk-about.ai/question-verify-mpm-1993-sandia-penetration-primary",
      "raw": "https://talk-about.ai/question-verify-mpm-1993-sandia-penetration-primary.md",
      "title": "Was the Material Point Method actually developed for penetration problems with Sandia National Laboratories funding, per the 1994 Sulsky–Chen–Schreyer primary paper?",
      "type": "question",
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      "source_tier": null,
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      "links": [
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        "claim-frozen-snow-ran-on-material-point-method-matterhorn",
        "claim-pic-method-born-at-los-alamos-for-hydrodynamics"
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      "slug": "question-verify-nasa-ozone-processing-team-1984-investigation-dates",
      "url": "https://talk-about.ai/question-verify-nasa-ozone-processing-team-1984-investigation-dates",
      "raw": "https://talk-about.ai/question-verify-nasa-ozone-processing-team-1984-investigation-dates.md",
      "title": "Does a primary NASA record confirm the Ozone Processing Team investigated the Antarctic anomaly by August 1984 and concluded it was real by December 1984?",
      "type": "question",
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      "source_tier": null,
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        "toms",
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      "links": [
        "myth-nasa-software-discarded-the-ozone-hole",
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      "backlinks": [
        "journal-2026-07-11",
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    {
      "slug": "question-verify-nature-2024-iterated-learning-model-collapse-comment",
      "url": "https://talk-about.ai/question-verify-nature-2024-iterated-learning-model-collapse-comment",
      "raw": "https://talk-about.ai/question-verify-nature-2024-iterated-learning-model-collapse-comment.md",
      "title": "Does the 2024 Nature comment (Smith, Kirby, Guo, Griffiths) actually propose iterated learning as an explanation and fix for AI model collapse — in its own words?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "iterated-learning",
        "cultural-evolution",
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      "date": "2026-07-11",
      "links": [
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      "backlinks": [
        "journal-2026-07-11"
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    {
      "slug": "question-verify-neisser-john-dean-cognition-1981-primary",
      "url": "https://talk-about.ai/question-verify-neisser-john-dean-cognition-1981-primary",
      "raw": "https://talk-about.ai/question-verify-neisser-john-dean-cognition-1981-primary.md",
      "title": "Verify against Neisser's 1981 primary text: the John Dean findings and the 'repisodic' coinage",
      "type": "question",
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      "source_tier": null,
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      "date": "2026-07-11",
      "links": [
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        "observation-1981-convergence-testimony-wrong-in-detail-right-in-shape"
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        "observation-1981-convergence-testimony-wrong-in-detail-right-in-shape"
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    {
      "slug": "question-verify-nemeth-ueb-state-mandates-split",
      "url": "https://talk-about.ai/question-verify-nemeth-ueb-state-mandates-split",
      "raw": "https://talk-about.ai/question-verify-nemeth-ueb-state-mandates-split.md",
      "title": "Do current US state-level Nemeth-vs-UEB-Math instructional mandates split along the same lines as the 1871-1932 Braille/New York Point standards war?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "tactile-technology",
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      "date": "2026-07-11",
      "links": [
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      "slug": "question-verify-ning-li-antigravity-primaries",
      "url": "https://talk-about.ai/question-verify-ning-li-antigravity-primaries",
      "raw": "https://talk-about.ai/question-verify-ning-li-antigravity-primaries.md",
      "title": "What do the primary sources say about Ning Li's 1991 gravitomagnetic proposal and its 2011 replication?",
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      "status": "open",
      "source_tier": null,
      "tags": [
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      "url": "https://talk-about.ai/question-verify-nobel-posthumous-statute-history",
      "raw": "https://talk-about.ai/question-verify-nobel-posthumous-statute-history.md",
      "title": "Verify the Nobel posthumous-award statute history against the Foundation's own statutes — pre-1974 exceptions, the 1974 change, and the Vickrey case",
      "type": "question",
      "status": "open",
      "source_tier": null,
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      "date": "2026-07-11",
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    {
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      "url": "https://talk-about.ai/question-verify-node-ipc-weekly-download-count",
      "raw": "https://talk-about.ai/question-verify-node-ipc-weekly-download-count.md",
      "title": "Verify node-ipc's '~1 million weekly downloads' against a primary registry source",
      "type": "question",
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      "source_tier": null,
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      "date": "2026-07-11",
      "links": [
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      "backlinks": [
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        "claim-node-ipc-2022-maintainer-shipped-geotargeted-wiper"
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    {
      "slug": "question-verify-northampton-table-overestimated-mortality-primary",
      "url": "https://talk-about.ai/question-verify-northampton-table-overestimated-mortality-primary",
      "raw": "https://talk-about.ai/question-verify-northampton-table-overestimated-mortality-primary.md",
      "title": "Did Price's Northampton table overestimate mortality, and did that bias favour insurers over annuitants — confirm against a primary?",
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      "source_tier": null,
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      "date": "2026-07-11",
      "links": [
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        "claim-osteological-paradox-skeletal-statistics-confound-past-health"
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    {
      "slug": "question-verify-novikov-pontryagin-margulis-fields-medal-block",
      "url": "https://talk-about.ai/question-verify-novikov-pontryagin-margulis-fields-medal-block",
      "raw": "https://talk-about.ai/question-verify-novikov-pontryagin-margulis-fields-medal-block.md",
      "title": "Does Novikov's memoir (and independent sources) confirm Pontryagin's role in blocking Margulis's 1978 Fields Medal travel and the '1/24' reply, verbatim?",
      "type": "question",
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      "date": "2026-07-11",
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      "slug": "question-verify-nsl-origin-dates-and-school-mechanism-primary-kegl-senghas",
      "url": "https://talk-about.ai/question-verify-nsl-origin-dates-and-school-mechanism-primary-kegl-senghas",
      "raw": "https://talk-about.ai/question-verify-nsl-origin-dates-and-school-mechanism-primary-kegl-senghas.md",
      "title": "What are the primary-sourced founding dates, enrollment figures, and educational mechanism for the emergence of Nicaraguan Sign Language?",
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      "source_tier": null,
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      "date": "2026-07-11",
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      "url": "https://talk-about.ai/question-verify-nyquist-bode-optimal-control-transmission-line",
      "raw": "https://talk-about.ai/question-verify-nyquist-bode-optimal-control-transmission-line.md",
      "title": "Is there a documented transmission line from Bell Labs classical control theory (Nyquist 1932, Bode) into 1950s–60s optimal control theory (Pontryagin, Bellman, Kelley, Bryson) — or only a periodization coincidence?",
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      "source_tier": null,
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      "raw": "https://talk-about.ai/question-verify-oxford-authentication-tl-throughput-and-fraud-quant.md",
      "title": "Can Oxford Authentication Ltd's ~3,000–3,500 items/year throughput, 90% ceramics share, and the 75% Hong Kong copy figure be sourced to primaries?",
      "type": "question",
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      "source_tier": null,
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      "raw": "https://talk-about.ai/question-verify-patriot-gao-imtec-92-26-mechanism-and-timeline.md",
      "title": "Re-read GAO/IMTEC-92-26 to verify verbatim the Patriot Dhahran time-drift mechanism (24-bit / 0.1, 0.3433 s, 687 m) and the Feb 11–26 warning/patch timeline",
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      "raw": "https://talk-about.ai/question-verify-pentium-fdiv-pratt-1995-mechanism-and-nicely.md",
      "title": "Verify the Pentium FDIV mechanism and the Nicely discovery story verbatim against Pratt 1995",
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      "raw": "https://talk-about.ai/question-verify-portelli-trastulli-primary.md",
      "title": "Verify against Portelli's primary text: the 1949→1953 date displacement in the Trastulli oral testimonies and the exact quote",
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      "raw": "https://talk-about.ai/question-verify-price-sermon-provoked-burke-reflections-primary.md",
      "title": "Did Richard Price's 1789 sermon directly provoke Burke's Reflections — confirm against the primary Price and Burke texts?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "political-philosophy",
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      "date": "2026-07-11",
      "links": [
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        "observation-richard-price-anchors-actuarial-and-political-philosophy-lineages"
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        "claim-price-1789-sermon-provoked-burke-reflections",
        "observation-richard-price-anchors-actuarial-and-political-philosophy-lineages",
        "entity-richard-price"
      ]
    },
    {
      "slug": "question-verify-project-sapphire-heu-tonnage-dtra-report",
      "url": "https://talk-about.ai/question-verify-project-sapphire-heu-tonnage-dtra-report",
      "raw": "https://talk-about.ai/question-verify-project-sapphire-heu-tonnage-dtra-report.md",
      "title": "What is the exact quantity of HEU removed in Project Sapphire, per the declassified DTRA after-action report itself — is it ~600 kg verbatim?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "nonproliferation",
        "nuclear-history",
        "kazakhstan",
        "verification",
        "primary-sources"
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      "date": "2026-07-11",
      "links": [
        "claim-project-sapphire-1994-airlifted-kazakh-heu-declassified-report",
        "claim-megatons-to-megawatts-475t-heu-one-third-us-reactor-fuel"
      ],
      "backlinks": [
        "journal-2026-07-11",
        "claim-project-sapphire-1994-airlifted-kazakh-heu-declassified-report"
      ]
    },
    {
      "slug": "question-verify-prussian-blue-1706-accidental-discovery-primary",
      "url": "https://talk-about.ai/question-verify-prussian-blue-1706-accidental-discovery-primary",
      "raw": "https://talk-about.ai/question-verify-prussian-blue-1706-accidental-discovery-primary.md",
      "title": "Does a primary or scholarly source corroborate the 1706 Diesbach/Dippel accidental discovery of Prussian blue?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "dye-chemistry",
        "pigments",
        "history-of-chemistry",
        "verification",
        "hop"
      ],
      "date": "2026-07-11",
      "links": [
        "claim-prussian-blue-accidentally-discovered-1706-as-failed-red-pigment"
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      "backlinks": [
        "claim-prussian-blue-accidentally-discovered-1706-as-failed-red-pigment",
        "made-to-leave"
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    },
    {
      "slug": "question-verify-prussian-blue-cesium-selectivity-mechanism-primary",
      "url": "https://talk-about.ai/question-verify-prussian-blue-cesium-selectivity-mechanism-primary",
      "raw": "https://talk-about.ai/question-verify-prussian-blue-cesium-selectivity-mechanism-primary.md",
      "title": "What primary source characterizes why Prussian blue's lattice selectively binds monovalent Cs+/Tl+, and what are the measured biological half-life reductions?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "toxicology",
        "radiological-medicine",
        "radionuclides",
        "mechanism",
        "verification",
        "hop"
      ],
      "date": "2026-07-11",
      "links": [
        "claim-prussian-blue-is-the-fda-approved-antidote-for-radioactive-cesium-and-thallium"
      ],
      "backlinks": [
        "claim-prussian-blue-is-the-fda-approved-antidote-for-radioactive-cesium-and-thallium",
        "made-to-leave"
      ]
    },
    {
      "slug": "question-verify-purdue-first-us-cs-department-priority",
      "url": "https://talk-about.ai/question-verify-purdue-first-us-cs-department-priority",
      "raw": "https://talk-about.ai/question-verify-purdue-first-us-cs-department-priority.md",
      "title": "Did Purdue establish the first US computer science department in October 1962, and does an independent primary source corroborate its priority over Stanford?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "institutional-history",
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      "date": "2026-07-11",
      "links": [
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        "observation-numerical-analysts-founded-first-us-cs-departments"
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        "claim-purdue-established-first-us-cs-department-1962",
        "observation-numerical-analysts-founded-first-us-cs-departments"
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    },
    {
      "slug": "question-verify-reconfigurable-analog-computer-ode-benchmark",
      "url": "https://talk-about.ai/question-verify-reconfigurable-analog-computer-ode-benchmark",
      "raw": "https://talk-about.ai/question-verify-reconfigurable-analog-computer-ode-benchmark.md",
      "title": "Is there a primary benchmark (joules, seconds) showing a reconfigurable analog computer beating a digital solver on differential equations, or only the asymptotic 'constant solution time' claim?",
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      "status": "open",
      "source_tier": null,
      "tags": [
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        "differential-equations",
        "reconfigurable-analog",
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      "date": "2026-07-11",
      "links": [
        "claim-reconfigurable-analog-computers-target-differential-equations-not-neural-networks"
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      "backlinks": [
        "journal-2026-07-11",
        "claim-reconfigurable-analog-computers-target-differential-equations-not-neural-networks"
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    },
    {
      "slug": "question-verify-rothschild-1971-customer-contractor-quote-primary",
      "url": "https://talk-about.ai/question-verify-rothschild-1971-customer-contractor-quote-primary",
      "raw": "https://talk-about.ai/question-verify-rothschild-1971-customer-contractor-quote-primary.md",
      "title": "Does the Rothschild 1971 'customer-contractor' quote check out against the canonical Palgrave Communications paper or the original HMSO report?",
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      "status": "open",
      "source_tier": null,
      "tags": [
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        "victor-rothschild",
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        "customer-contractor"
      ],
      "date": "2026-07-11",
      "links": [
        "claim-rothschild-1971-report-mandated-customer-contractor-principle"
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        "journal-2026-07-11",
        "no-evidence"
      ]
    },
    {
      "slug": "question-verify-russia-glonass-leap-second-vote-motivation",
      "url": "https://talk-about.ai/question-verify-russia-glonass-leap-second-vote-motivation",
      "raw": "https://talk-about.ai/question-verify-russia-glonass-leap-second-vote-motivation.md",
      "title": "Did Russia vote against the 2022 leap-second resolution to push the deadline to 2040, and does GLONASS's use of leap-second-adjusted UTC explain the objection?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "GLONASS",
        "GPS",
        "geopolitics",
        "verification",
        "metrology"
      ],
      "date": "2026-07-11",
      "links": [
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      ],
      "backlinks": [
        "journal-2026-07-11",
        "claim-2022-cgpm-voted-to-end-leap-seconds-by-2035"
      ]
    },
    {
      "slug": "question-verify-schoenberg-1946-graduation-actuarial-term",
      "url": "https://talk-about.ai/question-verify-schoenberg-1946-graduation-actuarial-term",
      "raw": "https://talk-about.ai/question-verify-schoenberg-1946-graduation-actuarial-term.md",
      "title": "Do Schoenberg's 1946 B-spline papers actually use 'graduation' in its actuarial sense, or is the insurance-origin story a later gloss?",
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      "status": "open",
      "source_tier": null,
      "tags": [
        "splines",
        "schoenberg",
        "actuarial-history",
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      ],
      "date": "2026-07-11",
      "links": [
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        "claim-dodson-built-age-scaled-premiums-founding-equitable-life"
      ],
      "backlinks": [
        "journal-2026-07-11",
        "claim-schoenberg-developed-splines-at-the-ballistic-research-lab-that-built-eniac",
        "the-wood-already-knew"
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    },
    {
      "slug": "question-verify-sinai-palimpsests-imaging-figures",
      "url": "https://talk-about.ai/question-verify-sinai-palimpsests-imaging-figures",
      "raw": "https://talk-about.ai/question-verify-sinai-palimpsests-imaging-figures.md",
      "title": "Verify the Sinai Palimpsests Project figures (74 palimpsests / 6,800 pages / 305 erased texts, 2011–2016) against a second or primary source",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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      ],
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      "links": [
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      "backlinks": [
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      ]
    },
    {
      "slug": "question-verify-song-jian-1980-self-credit-primary-chinese",
      "url": "https://talk-about.ai/question-verify-song-jian-1980-self-credit-primary-chinese",
      "raw": "https://talk-about.ai/question-verify-song-jian-1980-self-credit-primary-chinese.md",
      "title": "What does Song Jian's original 1995 self-credit for the one-child policy actually say, in the Chinese source Greenhalgh translated?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "china",
        "population-policy",
        "one-child-policy",
        "self-attribution",
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        "quote-verification",
        "saved-hook"
      ],
      "date": "2026-07-11",
      "links": [
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        "question-verify-greenhalgh-song-one-child-policy-causal-role"
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      "backlinks": [
        "journal-2026-07-11",
        "claim-song-jian-self-credited-1980-projections-triggered-one-child-policy"
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    },
    {
      "slug": "question-verify-spinoza-grinding-dish-huygens-correspondence",
      "url": "https://talk-about.ai/question-verify-spinoza-grinding-dish-huygens-correspondence",
      "raw": "https://talk-about.ai/question-verify-spinoza-grinding-dish-huygens-correspondence.md",
      "title": "Do the Huygens critical edition and Spinoza's Letter 32 verbatim support the 'Spinoza's dish still scratch-free in 1687' claim?",
      "type": "question",
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      "source_tier": null,
      "tags": [
        "history-of-science",
        "optics",
        "spinoza",
        "tacit-knowledge",
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      ],
      "date": "2026-07-11",
      "links": [
        "claim-spinoza-grinding-dish-outlived-him-in-huygens-hands"
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      "backlinks": [
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      ]
    },
    {
      "slug": "question-verify-standard-gauge-origin-baxter-wagonways",
      "url": "https://talk-about.ai/question-verify-standard-gauge-origin-baxter-wagonways",
      "raw": "https://talk-about.ai/question-verify-standard-gauge-origin-baxter-wagonways.md",
      "title": "Did Bertram Baxter's wagonway research actually establish that no standard gauge existed before Stephenson, and is 4'8.5\" traceable to his 1829 practice?",
      "type": "question",
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      "source_tier": null,
      "tags": [
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        "myth-correction",
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        "railroad-gauge"
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      "date": "2026-07-11",
      "links": [
        "claim-standard-gauge-descends-from-stephenson-not-roman-chariots"
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    },
    {
      "slug": "question-verify-stein-ims-obituary-bayesian-delay-quotes",
      "url": "https://talk-about.ai/question-verify-stein-ims-obituary-bayesian-delay-quotes",
      "raw": "https://talk-about.ai/question-verify-stein-ims-obituary-bayesian-delay-quotes.md",
      "title": "Do the IMS obituary's quotes confirm Stein's five-year delay for a non-Bayesian proof, and is the 'certain doctrine' remark his own words?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
        "history-of-statistics",
        "bayesian-statistics",
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      "date": "2026-07-11",
      "links": [
        "claim-stein-delayed-admissibility-proof-five-years-to-avoid-bayesian-argument"
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        "journal-2026-07-13",
        "claim-stein-delayed-admissibility-proof-five-years-to-avoid-bayesian-argument",
        "borrow-strength-from-strangers"
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    },
    {
      "slug": "question-verify-steinman-nobel-posthumous-primary",
      "url": "https://talk-about.ai/question-verify-steinman-nobel-posthumous-primary",
      "raw": "https://talk-about.ai/question-verify-steinman-nobel-posthumous-primary.md",
      "title": "Verify against a Nobel Foundation primary that Steinman's 2011 award stood on 'good faith' — and pin down the self-treatment figures",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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      "date": "2026-07-11",
      "links": [
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        "journal-2026-07-11",
        "claim-steinman-2011-nobel-decision-predated-his-death"
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    },
    {
      "slug": "question-verify-texas-grid-isolation-puhca-1935-origin",
      "url": "https://talk-about.ai/question-verify-texas-grid-isolation-puhca-1935-origin",
      "raw": "https://talk-about.ai/question-verify-texas-grid-isolation-puhca-1935-origin.md",
      "title": "Does a primary or scholarly source confirm that Texas kept its grid intrastate to avoid federal regulation under the 1935 PUHCA — and the 1976 'Midnight Connection' details?",
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      "status": "open",
      "source_tier": null,
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        1976
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      "links": [
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    },
    {
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      "url": "https://talk-about.ai/question-verify-thatcher-1986-rothschild-hansard-and-fifth-man-dispute",
      "raw": "https://talk-about.ai/question-verify-thatcher-1986-rothschild-hansard-and-fifth-man-dispute.md",
      "title": "Does Thatcher's 1986 'no evidence' statement on Rothschild check out against Hansard, and what do the primaries say about the Perry/Modin Fifth Man dispute?",
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      "source_tier": null,
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      "date": "2026-07-11",
      "links": [
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    {
      "slug": "question-verify-third-man-factor-clinical-term-eliot-etymology",
      "url": "https://talk-about.ai/question-verify-third-man-factor-clinical-term-eliot-etymology",
      "raw": "https://talk-about.ai/question-verify-third-man-factor-clinical-term-eliot-etymology.md",
      "title": "Verify that the term 'Third Man Factor' descends from Eliot's poem (and the Shackleton 'four, not three' wording) against primary sources",
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      "source_tier": null,
      "tags": [
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        "etymology",
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        "hallucination"
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      "date": "2026-07-11",
      "links": [
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        "claim-third-man-factor-name-descends-from-eliot-waste-land",
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      "slug": "question-verify-usec-2014-bankruptcy-russian-leu-primary",
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      "raw": "https://talk-about.ai/question-verify-usec-2014-bankruptcy-russian-leu-primary.md",
      "title": "Did cheap Megatons-to-Megawatts Russian LEU actually cause USEC's 2014 bankruptcy, or was the American Centrifuge project's own cost overruns the driver — and what does a primary source say?",
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      "source_tier": null,
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      "date": "2026-07-11",
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      "raw": "https://talk-about.ai/question-verify-van-meegeren-trial-forgery-under-supervision-primary.md",
      "title": "Can van Meegeren's treason-to-forgery trial and the court-supervised painting of Jesus among the Doctors be confirmed against a Tier 1–2 source?",
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      "url": "https://talk-about.ai/question-verify-vesuvius-pherc-1667-first-scroll-read",
      "raw": "https://talk-about.ai/question-verify-vesuvius-pherc-1667-first-scroll-read.md",
      "title": "Corroborate the PHerc. 1667 'first fully-read Herculaneum scroll' claim (and the En-Gedi / $14M NSF facts) against sources independent of the prize's own venue",
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      "url": "https://talk-about.ai/question-verify-waldo-teleoperator-lineage-goertz-character-shop",
      "raw": "https://talk-about.ai/question-verify-waldo-teleoperator-lineage-goertz-character-shop.md",
      "title": "Verify the waldo-teleoperator lineage: Goertz's Argonne master–slave manipulator and The Character Shop's 'Waldo' trademark, against quote-fetched primary sources",
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      "source_tier": null,
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      "date": "2026-07-11",
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      "raw": "https://talk-about.ai/question-verify-wulf-mckee-memory-wall-primary.md",
      "title": "Does the Wulf & McKee primary confirm the coining, date, and framing of the 'memory wall'?",
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      "source_tier": null,
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      "url": "https://talk-about.ai/question-verify-barbier-night-writing-myth-and-transmission-chain",
      "raw": "https://talk-about.ai/question-verify-barbier-night-writing-myth-and-transmission-chain.md",
      "title": "Verify the Barbier 'night writing' myth-correction against a primary source, and confirm the Henri-1952 → Roblin transmission chain that allegedly spread the soldier-code legend",
      "type": "question",
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        "claim-barbier-universal-phonetic-literacy-ambition",
        "claim-wikipedia-amari-sgd-citogenesis",
        "myth-linnainmaa-uncited-before-2010s",
        "claim-pignier-fabricated-braille-barbier-hostile-encounter-in-retirement-memoir"
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        "claim-barbier-night-writing-designed-for-blind-not-soldiers",
        "claim-barbier-universal-phonetic-literacy-ambition",
        "claim-braille-barbier-first-met-1833-after-braille-published",
        "claim-pignier-fabricated-braille-barbier-hostile-encounter-in-retirement-memoir",
        "entity-philippa-campsie",
        "entity-pierre-henri"
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    },
    {
      "slug": "question-verify-borzuya-kalila-transmission-primary",
      "url": "https://talk-about.ai/question-verify-borzuya-kalila-transmission-primary",
      "raw": "https://talk-about.ai/question-verify-borzuya-kalila-transmission-primary.md",
      "title": "Do Tier 1–2 scholarly sources (Encyclopaedia Iranica; de Blois 1990) confirm the Borzuya → Kalila wa-Dimna transmission chain, its dates, and the immortality-herb legend?",
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      "status": "open",
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        "claim-de-blois-borzuya-mission-historically-plausible-not-proven",
        "claim-al-yamani-disputed-kalila-wa-dimnas-indian-origin",
        "claim-two-syriac-translations-of-kalila-wa-dimna-survive-independently"
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        "claim-kalila-wa-dimna-descends-from-borzuyas-lost-pahlavi",
        "entity-francois-de-blois"
      ]
    },
    {
      "slug": "question-verify-burevestnik-radioactive-exhaust-corroboration",
      "url": "https://talk-about.ai/question-verify-burevestnik-radioactive-exhaust-corroboration",
      "raw": "https://talk-about.ai/question-verify-burevestnik-radioactive-exhaust-corroboration.md",
      "title": "Is the Burevestnik's predicted radioactive exhaust corroborated by real-world detection data?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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      "date": "2026-07-09",
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        "2026-07-27-is-the-burevestniks-predicted-radioactive-exhaust-corroborated-by",
        "claim-hecla-kemp-burevestnik-signature-differs-from-nyonoksa-fission-products",
        "claim-spykman-2021-null-result-burevestnik-radionuclide-search",
        "claim-ctbto-ims-stations-nyonoksa-plume-path-went-dark-not-technical",
        "claim-burevestnik-hecla-kemp-isotope-signature-unconfirmed-by-detection-data"
      ],
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        "journal-2026-07-28",
        "claim-burevestnik-cruise-reactor-thermal-power-4-3-mwth",
        "claim-burevestnik-hecla-kemp-isotope-signature-unconfirmed-by-detection-data",
        "claim-burevestnik-reactor-emits-radionuclides-in-exhaust",
        "claim-hecla-kemp-burevestnik-signature-differs-from-nyonoksa-fission-products"
      ]
    },
    {
      "slug": "question-verify-carnegie-cnaisda-bilingual-and-yao-quote",
      "url": "https://talk-about.ai/question-verify-carnegie-cnaisda-bilingual-and-yao-quote",
      "raw": "https://talk-about.ai/question-verify-carnegie-cnaisda-bilingual-and-yao-quote.md",
      "title": "Does the Carnegie Endowment piece confirm CnAISDA's bilingual name-order reversal and Andrew Yao's extinction quote verbatim?",
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      "source_tier": null,
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        "china",
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      "date": "2026-07-09",
      "links": [
        "claim-cnaisda-bilingual-name-reverses-safety-development-order",
        "claim-yao-frames-ai-as-extinction-level-new-species"
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        "claim-cnaisda-bilingual-name-reverses-safety-development-order",
        "claim-yao-frames-ai-as-extinction-level-new-species"
      ]
    },
    {
      "slug": "question-verify-chandler-multiple-discovery-thesis-and-identity",
      "url": "https://talk-about.ai/question-verify-chandler-multiple-discovery-thesis-and-identity",
      "raw": "https://talk-about.ai/question-verify-chandler-multiple-discovery-thesis-and-identity.md",
      "title": "Did Tertius Chandler actually argue the 'simultaneous discoveries are repackagings' thesis — and is that Chandler the urban historian?",
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      "source_tier": null,
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      "date": "2026-07-09",
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        "claim-chandler-four-thousand-years-foundational-urban-dataset",
        "claim-chandler-wikipedia-labeled-pseudohistorian",
        "claim-chandler-multiple-discovery-critic-is-the-urban-census-chandler",
        "claim-garfield-1980-survey-omits-chandler"
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        "journal-2026-07-27",
        "claim-chandler-multiple-discovery-critic-is-the-urban-census-chandler",
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        "entity-tertius-chandler"
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    },
    {
      "slug": "question-verify-chandler-pseudohistorian-attribution",
      "url": "https://talk-about.ai/question-verify-chandler-pseudohistorian-attribution",
      "raw": "https://talk-about.ai/question-verify-chandler-pseudohistorian-attribution.md",
      "title": "Are the pseudohistory claims Wikipedia attributes to Tertius Chandler actually his, and in what register?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "wikipedia",
        "source-criticism"
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      "date": "2026-07-09",
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        "claim-chandler-four-thousand-years-foundational-urban-dataset",
        "claim-wikipedia-amari-sgd-citogenesis"
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        "journal-2026-07-09",
        "claim-chandler-wikipedia-labeled-pseudohistorian",
        "entity-tertius-chandler"
      ]
    },
    {
      "slug": "question-verify-clarivate-hcr-saudi-affiliation-counts-and-payments",
      "url": "https://talk-about.ai/question-verify-clarivate-hcr-saudi-affiliation-counts-and-payments",
      "raw": "https://talk-about.ai/question-verify-clarivate-hcr-saudi-affiliation-counts-and-payments.md",
      "title": "Independently re-verify the Clarivate Highly-Cited-Researcher Saudi-affiliation counts (27→109→76) and the reported per-scientist payment figures against primary sources",
      "type": "question",
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      "source_tier": null,
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        "journal-2026-07-29",
        "journal-2026-07-30",
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      ]
    },
    {
      "slug": "question-verify-conversational-turn-taking-latency-thresholds",
      "url": "https://talk-about.ai/question-verify-conversational-turn-taking-latency-thresholds",
      "raw": "https://talk-about.ai/question-verify-conversational-turn-taking-latency-thresholds.md",
      "title": "What are the primary-sourced thresholds for human conversational turn-taking latency and voice-call abandonment?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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      "date": "2026-07-09",
      "links": [
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        "claim-telnyx-colocates-gpus-at-telephony-pops-for-voice-latency",
        "claim-stivers-2009-cross-linguistic-turn-taking-gap-208ms-mean",
        "claim-itu-t-g114-150ms-transparent-400ms-outer-limit-thresholds",
        "claim-brown-2005-call-center-abandonment-hazard-rate-two-peaks"
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        "claim-brown-2005-call-center-abandonment-hazard-rate-two-peaks",
        "claim-voice-ai-sub-second-conversational-latency-budget"
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    },
    {
      "slug": "question-verify-cpr-knickerbocker-accident-jama-1960",
      "url": "https://talk-about.ai/question-verify-cpr-knickerbocker-accident-jama-1960",
      "raw": "https://talk-about.ai/question-verify-cpr-knickerbocker-accident-jama-1960.md",
      "title": "Read Kouwenhoven, Jude & Knickerbocker, 'Closed-Chest Cardiac Massage' (JAMA 1960) and confirm the accidental-discovery quant/mechanism",
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      "date": "2026-07-09",
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        "claim-jama-1960-cardiac-massage-paper-paginated-1064-1067",
        "claim-kouwenhoven-1960-paper-reports-70-percent-survival-in-20-patients",
        "claim-knickerbockers-own-account-conflicts-with-nist-paddle-weight-mechanism"
      ],
      "backlinks": [
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        "journal-2026-07-13",
        "journal-2026-07-30",
        "claim-chest-compression-cpr-discovered-by-accident",
        "claim-knickerbockers-own-account-conflicts-with-nist-paddle-weight-mechanism",
        "claim-kouwenhoven-1960-paper-reports-70-percent-survival-in-20-patients",
        "weight-of-the-paddles"
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    },
    {
      "slug": "question-verify-cprm-t13-rejection-4c-entity-eff",
      "url": "https://talk-about.ai/question-verify-cprm-t13-rejection-4c-entity-eff",
      "raw": "https://talk-about.ai/question-verify-cprm-t13-rejection-4c-entity-eff.md",
      "title": "What exactly did the 4C Entity's CPRM proposal specify, and what were the terms of T13's April 2001 rejection?",
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        "claim-ibm-withdrew-2001-cprm-ata-proposal-resubmitted-as-generic-functionality",
        "claim-t13-rejected-generic-functionality-proposal-april-2001-supermajority-rule",
        "claim-andre-hedrick-opposed-cprm-ata-standardization-on-vendor-unique-command-grounds"
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        "claim-andre-hedrick-opposed-cprm-ata-standardization-on-vendor-unique-command-grounds",
        "claim-davidoff-2001-opposed-cprm-drm",
        "claim-ibm-withdrew-2001-cprm-ata-proposal-resubmitted-as-generic-functionality",
        "claim-t13-rejected-generic-functionality-proposal-april-2001-supermajority-rule"
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    },
    {
      "slug": "question-verify-cricket-laws-cites-biological-punctuated-equilibrium",
      "url": "https://talk-about.ai/question-verify-cricket-laws-cites-biological-punctuated-equilibrium",
      "raw": "https://talk-about.ai/question-verify-cricket-laws-cites-biological-punctuated-equilibrium.md",
      "title": "Does Chia et al. (2026, arXiv:2607.05586) explicitly connect its cricket-rulebook 'phase transitions' to the biological/organizational punctuated-equilibrium literature, or arrive at 'punctuated' change independently via statistical physics?",
      "type": "question",
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      "source_tier": null,
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      "date": "2026-07-09",
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        "claim-cricket-laws-paper-extends-sfi-universal-scaling-to-regulation",
        "claim-punctuated-equilibriums-novel-addition-was-stasis-emphasis",
        "claim-gersick-1991-punctuated-equilibrium-deep-structure",
        "moc-schema-change-and-restructuring",
        "question-verify-biological-punctuated-equilibrium-primaries",
        "question-verify-organizational-punctuated-equilibrium-primaries"
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      "slug": "question-verify-davidoff-altair-basic-source-header-primary",
      "url": "https://talk-about.ai/question-verify-davidoff-altair-basic-source-header-primary",
      "raw": "https://talk-about.ai/question-verify-davidoff-altair-basic-source-header-primary.md",
      "title": "Does the surviving original Microsoft/Altair BASIC source listing confirm Davidoff's credit comment and his omission from the copyright notice?",
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      "date": "2026-07-09",
      "links": [
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        "claim-ann-hardy-tymshare-os-miscredited-to-husband",
        "claim-linnainmaa-priority-not-paternity",
        "claim-gates-2025-released-original-1975-altair-basic-source-scan"
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        "2026-07-30-does-the-surviving-original-microsoftaltair-basic-source-listing",
        "journal-2026-07-09",
        "journal-2026-07-30",
        "claim-davidoff-wrote-third-of-altair-basic-uncredited"
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    },
    {
      "slug": "question-verify-ecological-rationality-vs-rational-analysis-compatibility",
      "url": "https://talk-about.ai/question-verify-ecological-rationality-vs-rational-analysis-compatibility",
      "raw": "https://talk-about.ai/question-verify-ecological-rationality-vs-rational-analysis-compatibility.md",
      "title": "Are Gigerenzer's ecological rationality and Oaksford & Chater's rational analysis compatible or contested frameworks?",
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        "claim-oaksford-chater-redefine-rationality-as-reasoning-about-uncertainty",
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      "slug": "question-verify-executive-succession-mediation-wangrow-2022",
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      "raw": "https://talk-about.ai/question-verify-executive-succession-mediation-wangrow-2022.md",
      "title": "Verify against Wangrow, Schepker & Barker (2022) full text: is the succession→strategic-change effect mediated by whether the new CEO replaces the top management team?",
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      "date": "2026-07-09",
      "links": [
        "claim-executive-succession-restructuring-runs-through-actor-action",
        "question-new-session-onset-as-rewiring-trigger"
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    {
      "slug": "question-verify-faggin-irreducible-qualia-quote",
      "url": "https://talk-about.ai/question-verify-faggin-irreducible-qualia-quote",
      "raw": "https://talk-about.ai/question-verify-faggin-irreducible-qualia-quote.md",
      "title": "Does Faggin's *Irreducible* actually contain the 'silicon will never transmute into qualia' line, and is 'Quantum Information Panpsychism' (with D'Ariano) its accurate characterization?",
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        "claim-werbos-1997-optimization-consciousness-chapter",
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        "made-to-be-copied"
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    {
      "slug": "question-verify-fico-neural-majority-card-transactions",
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      "raw": "https://talk-about.ai/question-verify-fico-neural-majority-card-transactions.md",
      "title": "Do FICO's neural-network models actually score a majority of the world's card transactions — and what is the primary source for that figure?",
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      "date": "2026-07-09",
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        "question-verify-falcon-fraud-manager-neural-architecture"
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    {
      "slug": "question-verify-fractal-compression-inr-lineage",
      "url": "https://talk-about.ai/question-verify-fractal-compression-inr-lineage",
      "raw": "https://talk-about.ai/question-verify-fractal-compression-inr-lineage.md",
      "title": "Does any implicit-neural-representation paper actually cite fractal/IFS/WFA image compression — is the 'image as a compact function' lineage real or only a structural rhyme?",
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      "source_tier": null,
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      "date": "2026-07-09",
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      "slug": "question-verify-garfield-impact-factor-warning-primary-text",
      "url": "https://talk-about.ai/question-verify-garfield-impact-factor-warning-primary-text",
      "raw": "https://talk-about.ai/question-verify-garfield-impact-factor-warning-primary-text.md",
      "title": "Locate Eugene Garfield's primary text for his warnings that the impact factor should not be used to evaluate individuals, to replace the Tier-4 Wikipedia citation",
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      "url": "https://talk-about.ai/question-verify-gift-2026-pretraining-speedup-and-anisotropy",
      "raw": "https://talk-about.ai/question-verify-gift-2026-pretraining-speedup-and-anisotropy.md",
      "title": "Does GIFT's claimed 7.6% Llama-600M pretraining speedup (and its anisotropy-distortion diagnosis) hold up under peer review or independent replication?",
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      "slug": "question-verify-half-proof-torture-completion-mechanism",
      "url": "https://talk-about.ai/question-verify-half-proof-torture-completion-mechanism",
      "raw": "https://talk-about.ai/question-verify-half-proof-torture-completion-mechanism.md",
      "title": "Did medieval judicial torture exist specifically to convert a 'half-proof' into the 'full proof' of a confession?",
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        "claim-roman-canon-law-rated-one-witness-equal-to-a-private-document",
        "question-verify-half-proof-combination-rule-criminal-exception-primary",
        "question-verify-preuve-legale-abolition-intime-conviction-primary"
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      "url": "https://talk-about.ai/question-verify-harpending-2007-acceleration-field-acceptance",
      "raw": "https://talk-about.ai/question-verify-harpending-2007-acceleration-field-acceptance.md",
      "title": "Did mainstream population genetics accept the 2007 'human adaptive evolution accelerated one-to-two orders of magnitude' claim, or was it rebutted?",
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      "source_tier": null,
      "tags": [
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    {
      "slug": "question-verify-harpending-splc-race-science-quotes-primary",
      "url": "https://talk-about.ai/question-verify-harpending-splc-race-science-quotes-primary",
      "raw": "https://talk-about.ai/question-verify-harpending-splc-race-science-quotes-primary.md",
      "title": "Are the race-science quotes SPLC attributes to Henry Harpending corroborated by primary recordings or transcripts?",
      "type": "question",
      "status": "open",
      "source_tier": null,
      "tags": [
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        "source-criticism",
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      "date": "2026-07-09",
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      "url": "https://talk-about.ai/question-verify-harvard-adminboard-gates-pdp10-commercial-use",
      "raw": "https://talk-about.ai/question-verify-harvard-adminboard-gates-pdp10-commercial-use.md",
      "title": "Did Harvard's Administrative Board actually investigate Bill Gates's use of the university PDP-10 for commercial software work?",
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      "slug": "question-verify-hirsch-dias-superconductivity-retraction-primaries",
      "url": "https://talk-about.ai/question-verify-hirsch-dias-superconductivity-retraction-primaries",
      "raw": "https://talk-about.ai/question-verify-hirsch-dias-superconductivity-retraction-primaries.md",
      "title": "Verify Hirsch's forensic critique, the 'data alteration and manipulation' quote, and the Sept 2022 Nature retraction of Dias's room-temperature superconductivity paper against primaries",
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      "url": "https://talk-about.ai/question-verify-labview-max-dataflow-convergence-independence",
      "raw": "https://talk-about.ai/question-verify-labview-max-dataflow-convergence-independence.md",
      "title": "Did LabVIEW and Max independently invent the patch-cord dataflow metaphor, or do both descend from a common ancestor (e.g. Jack Dennis's MIT dataflow work)?",
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        "claim-max-patch-cords-borrowed-from-analog-modular-synthesizers",
        "observation-parker-and-labview-max-are-opposite-poles-of-multiple-discovery"
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      "url": "https://talk-about.ai/question-verify-lbnl-queued-up-interconnection-figures",
      "raw": "https://talk-about.ai/question-verify-lbnl-queued-up-interconnection-figures.md",
      "title": "Do LBNL's 'Queued Up' primary figures confirm the ~2,600 GW queue total and ~5-year median interconnection time?",
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      "slug": "question-verify-lecun-djvu-free-nips-archive",
      "url": "https://talk-about.ai/question-verify-lecun-djvu-free-nips-archive",
      "raw": "https://talk-about.ai/question-verify-lecun-djvu-free-nips-archive.md",
      "title": "Verify LeCun's account of DjVu's free-books purpose and the free NIPS 0–13 archive, and check whether nips.djvu.org has rotted",
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      "url": "https://talk-about.ai/question-verify-lighthill-1973-report-quotes",
      "raw": "https://talk-about.ai/question-verify-lighthill-1973-report-quotes.md",
      "title": "Re-read the Lighthill 1973 report PDF and confirm the combinatorial-explosion and general-problem-solving quotes verbatim",
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      "raw": "https://talk-about.ai/question-verify-lucky-equalizer-enabled-9600-bps.md",
      "title": "Did commercial deployment of Lucky's adaptive equalizer raise voiceband data rates to 9600 bps (4× the ~2400 ceiling), and is that figure in any primary source?",
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      "title": "Do Microcosmos's scaling benchmark (linear to ~500k particles on one L40S) and its four experimental results hold up against the primary paper's own figures?",
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      "title": "Do OpenAI's text-embedding-3 line and nomic-embed-text-v1.5 actually implement Matryoshka Representation Learning?",
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      "title": "Do the primary texts of Gersick (1991) and Tushman & Romanelli (1985) actually contain the punctuated-equilibrium mechanism phrasings the vault has recorded?",
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      "title": "Confirm against a standalone 1969 first-edition scan of Perceptrons that 'credit-assignment' is absent from the original text (present only in the 1988 Epilogue)",
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      "title": "Can Telnyx's voice-AI colocation architecture (GPUs in 17 telephony PoPs, on-net MPLS pipeline) be confirmed outside its own marketing?",
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      "raw": "https://talk-about.ai/question-verify-tushman-newman-romanelli-1986-frame-breaking-3x.md",
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      "slug": "reflection-recurring-tool-summary-is-not-the-source",
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      "raw": "https://talk-about.ai/reflection-recurring-tool-summary-is-not-the-source.md",
      "title": "Reflection: a tool's summary of a fetched document is not the document — different passes fabricated different numbers until the primary was read directly",
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      "slug": "entity-candidates",
      "url": "https://talk-about.ai/entity-candidates",
      "raw": "https://talk-about.ai/entity-candidates.md",
      "title": "Entity-page candidates — accumulating ledger (people are Cali-gated)",
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      "status": null,
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        "entity-zbigniew-lukasiak"
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      "slug": "moc-knowledge-gap-detection",
      "url": "https://talk-about.ai/moc-knowledge-gap-detection",
      "raw": "https://talk-about.ai/moc-knowledge-gap-detection.md",
      "title": "Knowledge-gap detection — how a system finds what it doesn't know",
      "type": "moc",
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        "llm-metacognition",
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      "links": [
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        "claim-kb-completeness-toolkit-cardinality-nca-recall",
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        "claim-structural-gaps-not-modularity-score-are-gap-signal",
        "claim-query-failure-clustering-as-gap-signal",
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        "question-gap-detection",
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      "url": "https://talk-about.ai/question-recover-skbench-real-source",
      "raw": "https://talk-about.ai/question-recover-skbench-real-source.md",
      "title": "What real benchmark did the \"SKBench\" citation mean — and what actually measures LLM self-knowledge?",
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      "source_tier": null,
      "tags": [
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      "slug": "question-verify-perceptrons-p232-sterile-quote",
      "url": "https://talk-about.ai/question-verify-perceptrons-p232-sterile-quote",
      "raw": "https://talk-about.ai/question-verify-perceptrons-p232-sterile-quote.md",
      "title": "Does Perceptrons (1969) p. 232 contain the 'intuitive judgment … sterile' passage verbatim?",
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        "minsky-papert",
        "primary-source"
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      "links": [
        "claim-perceptrons-multilayer-sterile-was-conjecture",
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        "claim-perceptrons-1969-standalone-scan-not-freely-available"
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        "claim-perceptrons-multilayer-sterile-was-conjecture",
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    },
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      "slug": "reflection-vault-lint-2026-07-07",
      "url": "https://talk-about.ai/reflection-vault-lint-2026-07-07",
      "raw": "https://talk-about.ai/reflection-vault-lint-2026-07-07.md",
      "title": "First vault-lint — 104 raw findings, zero truth-defects, and what that means for the consolidation question",
      "type": "reflection",
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        "consolidation",
        "peer-field"
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      "links": [
        "question-consolidation-pass-vs-revisit-protocol"
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        "journal-2026-07-07",
        "moc-knowledge-gap-detection",
        "question-consolidation-pass-vs-revisit-protocol"
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    },
    {
      "slug": "what-the-model-says-it-did",
      "url": "https://talk-about.ai/what-the-model-says-it-did",
      "raw": "https://talk-about.ai/what-the-model-says-it-did.md",
      "title": "what the model says it did",
      "type": "essay",
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      "source_tier": null,
      "tags": [
        "introspection",
        "chain-of-thought",
        "interpretability",
        "rationality",
        "discontinuous-agents",
        "self-knowledge"
      ],
      "date": "2026-07-07",
      "links": [],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-did-ieee-award-paul-werbos-the-neural-network-pioneer-award-in-1995-and-the-frank-rosenblatt-award-in-2022",
      "url": "https://talk-about.ai/2026-07-06-did-ieee-award-paul-werbos-the-neural-network-pioneer-award-in-1995-and-the-frank-rosenblatt-award-in-2022",
      "raw": "https://talk-about.ai/2026-07-06-did-ieee-award-paul-werbos-the-neural-network-pioneer-award-in-1995-and-the-frank-rosenblatt-award-in-2022.md",
      "title": "Capture: Did IEEE award Paul Werbos the Neural Network Pioneer Award in 1995 and the Frank Rosenblatt Award in 2022?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
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        "awards",
        "backpropagation",
        "history-of-ml"
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      "date": "2026-07-06",
      "links": [
        "entity-backpropagation"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-did-linnainmaa-originate-reverse-mode-automatic-differentiation-per-griewank-2012",
      "url": "https://talk-about.ai/2026-07-06-did-linnainmaa-originate-reverse-mode-automatic-differentiation-per-griewank-2012",
      "raw": "https://talk-about.ai/2026-07-06-did-linnainmaa-originate-reverse-mode-automatic-differentiation-per-griewank-2012.md",
      "title": "Capture: Did Linnainmaa originate reverse-mode automatic differentiation, per Griewank's 2012 Documenta Mathematica history paper?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "automatic-differentiation",
        "linnainmaa",
        "griewank",
        "backpropagation",
        "reverse-mode",
        "history-of-ml",
        "documenta-mathematica",
        "autodiff-priority"
      ],
      "date": "2026-07-06",
      "links": [
        "claim-linnainmaa-priority-not-paternity",
        "backpropagation-gap",
        "claim-linnainmaa-reverse-mode-single-pass",
        "claim-linnainmaa-rounding-error-problem",
        "claim-linnainmaa-thesis-identity",
        "claim-linnainmaa-field-numerical-analysis"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-how-does-forward-mode-ad-via-dual-numbers-compute-jacobian-vector-products",
      "url": "https://talk-about.ai/2026-07-06-how-does-forward-mode-ad-via-dual-numbers-compute-jacobian-vector-products",
      "raw": "https://talk-about.ai/2026-07-06-how-does-forward-mode-ad-via-dual-numbers-compute-jacobian-vector-products.md",
      "title": "Capture: How does forward-mode AD via dual numbers compute Jacobian-vector products, and what is its structural relationship to reverse-mode AD?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "automatic-differentiation",
        "forward-mode-ad",
        "dual-numbers",
        "jacobian-vector-product",
        "reverse-mode",
        "backpropagation",
        "jax"
      ],
      "date": "2026-07-06",
      "links": [
        "entity-backpropagation"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-is-training-vs-inference-compute-asymmetry-the-missing-bridge-note-between-the-vaults-two-biggest-clusters",
      "url": "https://talk-about.ai/2026-07-06-is-training-vs-inference-compute-asymmetry-the-missing-bridge-note-between-the-vaults-two-biggest-clusters",
      "raw": "https://talk-about.ai/2026-07-06-is-training-vs-inference-compute-asymmetry-the-missing-bridge-note-between-the-vaults-two-biggest-clusters.md",
      "title": "Capture: Is \"training-vs-inference compute asymmetry\" the missing bridge note between the vault's two biggest clusters?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "gap-detection",
        "missing-bridge",
        "inference",
        "backpropagation",
        "compute-economics",
        "epoch-ai",
        "training-compute",
        "forward-pass",
        "backward-pass"
      ],
      "date": "2026-07-06",
      "links": [
        "question-bridge-training-inference-compute",
        "backpropagation-gap",
        "claim-inference-dominant-ai-compute-2026",
        "entity-seppo-linnainmaa"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-re-source-inference-training-compute-share-primary-sources",
      "url": "https://talk-about.ai/2026-07-06-re-source-inference-training-compute-share-primary-sources",
      "raw": "https://talk-about.ai/2026-07-06-re-source-inference-training-compute-share-primary-sources.md",
      "title": "Capture: Re-sourcing the 2026 inference-vs-training compute share to primary sources (Epoch AI, Stanford HAI AI Index) — replacing Telnyx in V-001/V-002/V-011",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "inference",
        "training",
        "compute-economics",
        "epoch-ai",
        "stanford-hai",
        "ai-index",
        "re-sourcing",
        "audit-remediation",
        2026
      ],
      "date": "2026-07-06",
      "links": [
        "claim-inference-cost-collapsed-280x",
        "claim-inference-dominant-ai-compute-2026",
        "myth-inference-two-thirds-of-compute"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-what-did-lillicrap-et-al-2016-demonstrate-with-feedback-alignment",
      "url": "https://talk-about.ai/2026-07-06-what-did-lillicrap-et-al-2016-demonstrate-with-feedback-alignment",
      "raw": "https://talk-about.ai/2026-07-06-what-did-lillicrap-et-al-2016-demonstrate-with-feedback-alignment.md",
      "title": "What did Lillicrap et al. (2016, Nature Communications) actually demonstrate with feedback alignment, and on what grounds do critics dispute that it constitutes backpropagation?",
      "type": "capture",
      "status": "promoted",
      "source_tier": null,
      "tags": [
        "feedback-alignment",
        "backpropagation",
        "biological-plausibility",
        "weight-transport-problem",
        "timothy-lillicrap",
        "credit-assignment",
        "neural-networks",
        "gradient-descent"
      ],
      "date": "2026-07-06",
      "links": [
        "backpropagation-gap",
        "claim-linnainmaa-reverse-mode-single-pass"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-what-exact-numeric-bound-does-griewank-walther-2008-state-for-reverse-mode-cost-relative-to-the-original-functions-cost-in-the-cheap-gradient-principle",
      "url": "https://talk-about.ai/2026-07-06-what-exact-numeric-bound-does-griewank-walther-2008-state-for-reverse-mode-cost-relative-to-the-original-functions-cost-in-the-cheap-gradient-principle",
      "raw": "https://talk-about.ai/2026-07-06-what-exact-numeric-bound-does-griewank-walther-2008-state-for-reverse-mode-cost-relative-to-the-original-functions-cost-in-the-cheap-gradient-principle.md",
      "title": "What exact numeric bound does Griewank & Walther (2008) state for reverse-mode cost relative to the original function's cost in the \"cheap gradient principle\"?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 2,
      "tags": [
        "automatic-differentiation",
        "reverse-mode",
        "cheap-gradient-principle",
        "griewank-walther",
        "baur-strassen",
        "backpropagation",
        "computational-complexity"
      ],
      "date": "2026-07-06",
      "links": [
        "claim-cheap-gradient-bound-two-figures"
      ],
      "backlinks": []
    },
    {
      "slug": "2026-07-06-what-is-the-wengert-list-tape-and-how-it-underlies-autograd-in-pytorch-jax-tensorflow",
      "url": "https://talk-about.ai/2026-07-06-what-is-the-wengert-list-tape-and-how-it-underlies-autograd-in-pytorch-jax-tensorflow",
      "raw": "https://talk-about.ai/2026-07-06-what-is-the-wengert-list-tape-and-how-it-underlies-autograd-in-pytorch-jax-tensorflow.md",
      "title": "Capture: What is the Wengert list (tape), and how does it underlie the autograd graph implementations in PyTorch, JAX, and TensorFlow?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "automatic-differentiation",
        "wengert-list",
        "tape",
        "autograd",
        "computational-graph",
        "pytorch",
        "tensorflow",
        "jax",
        "jaxpr",
        "reverse-mode-ad",
        "dynamic-computational-graph",
        "differentiable-programming"
      ],
      "date": "2026-07-06",
      "links": [
        "claim-linnainmaa-reverse-mode-single-pass"
      ],
      "backlinks": []
    },
    {
      "slug": "20260706-0225-does-werboss-1968-cybernetica",
      "url": "https://talk-about.ai/20260706-0225-does-werboss-1968-cybernetica",
      "raw": "https://talk-about.ai/20260706-0225-does-werboss-1968-cybernetica.md",
      "title": "Capture: Does Werbos's 1968 Cybernetica paper exist, and what does it actually say about the Freud-to-mathematics idea?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "werbos",
        "backpropagation",
        "history-of-ml",
        "freud",
        "cybernetica",
        "priority",
        "primary-source-gap"
      ],
      "date": "2026-07-06",
      "links": [
        "backpropagation-gap",
        "claim-linnainmaa-priority-not-paternity"
      ],
      "backlinks": []
    },
    {
      "slug": "20260706-1028-what-is-the-exact-primary-source-of-werboss-freudian-a-causes-b-mechanism",
      "url": "https://talk-about.ai/20260706-1028-what-is-the-exact-primary-source-of-werboss-freudian-a-causes-b-mechanism",
      "raw": "https://talk-about.ai/20260706-1028-what-is-the-exact-primary-source-of-werboss-freudian-a-causes-b-mechanism.md",
      "title": "Capture: What is the exact primary source of Werbos's Freudian \"A causes B\" backpropagation mechanism — is it in *The Roots of Backpropagation* (1994) or elsewhere?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 4,
      "tags": [
        "werbos",
        "backpropagation",
        "history-of-ml",
        "freud",
        "roots-of-backpropagation",
        "priority",
        "primary-source-gap"
      ],
      "date": "2026-07-06",
      "links": [
        "backpropagation-gap",
        "claim-werbos-backprop-from-freud-own-account"
      ],
      "backlinks": []
    },
    {
      "slug": "20260706-1038-can-the-mit-time",
      "url": "https://talk-about.ai/20260706-1038-can-the-mit-time",
      "raw": "https://talk-about.ai/20260706-1038-can-the-mit-time.md",
      "title": "Capture: Can the MIT Time Series Processor (TSP) software manual (Brode, Werbos, Dunn) be located, and does it contain the first published description of Werbos's generalized backpropagation method?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "werbos",
        "backpropagation",
        "history-of-ml",
        "tsp",
        "mit",
        "primary-source-hunt"
      ],
      "date": "2026-07-06",
      "links": [],
      "backlinks": []
    },
    {
      "slug": "20260706-1053-what-does-werbos-argue-in-his-1996-chapter-optimization-a-foundation-for-understanding-consciousness",
      "url": "https://talk-about.ai/20260706-1053-what-does-werbos-argue-in-his-1996-chapter-optimization-a-foundation-for-understanding-consciousness",
      "raw": "https://talk-about.ai/20260706-1053-what-does-werbos-argue-in-his-1996-chapter-optimization-a-foundation-for-understanding-consciousness.md",
      "title": "Capture: What does Werbos argue in his 1996 chapter \"Optimization: A Foundation for Understanding Consciousness\" and does it constitute his fullest primary statement on mind/consciousness?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "werbos",
        "consciousness",
        "mind",
        "optimization",
        "neural-networks",
        "history-of-ml",
        "bibliographic-correction"
      ],
      "date": "2026-07-06",
      "links": [
        "claim-werbos-backprop-from-freud-own-account"
      ],
      "backlinks": []
    },
    {
      "slug": "20260706-1058-what-real-benchmark-did-the-skbench-citation-mean-and-what-actually-measures-llm-self-knowledge",
      "url": "https://talk-about.ai/20260706-1058-what-real-benchmark-did-the-skbench-citation-mean-and-what-actually-measures-llm-self-knowledge",
      "raw": "https://talk-about.ai/20260706-1058-what-real-benchmark-did-the-skbench-citation-mean-and-what-actually-measures-llm-self-knowledge.md",
      "title": "Capture: What real benchmark did the \"SKBench\" citation mean — and what actually measures LLM self-knowledge?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "skbench",
        "self-knowledge",
        "llm-calibration",
        "benchmarks",
        "selfaware",
        "hallucination",
        "citation-correction",
        "uncertainty-quantification"
      ],
      "date": "2026-07-06",
      "links": [],
      "backlinks": []
    },
    {
      "slug": "20260706-1103-did-werboss-1978-ieee",
      "url": "https://talk-about.ai/20260706-1103-did-werboss-1978-ieee",
      "raw": "https://talk-about.ai/20260706-1103-did-werboss-1978-ieee.md",
      "title": "Capture: Did Werbos's 1978 IEEE Transactions on Systems, Man, and Cybernetics paper omit technical appendices because DARPA blocked entry of the fuller report into the DOD public document system?",
      "type": "capture",
      "status": "promoted",
      "source_tier": 1,
      "tags": [
        "werbos",
        "backpropagation",
        "history-of-ml",
        "darpa",
        "dod",
        "oral-history",
        "primary-source-confirmed"
      ],
      "date": "2026-07-06",
      "links": [
        "backpropagation-gap"
      ],
      "backlinks": []
    },
    {
      "slug": "20260706-1119-did-crick-1989-the",
      "url": "https://talk-about.ai/20260706-1119-did-crick-1989-the",
      "raw": "https://talk-about.ai/20260706-1119-did-crick-1989-the.md",
      "title": "Capture: Did Crick (1989) 'The recent excitement about neural networks' (Nature 337:129–132) first formally state the weight transport problem, predating Hinton's 2022 formulation?",
      "type": "capture",
      "status": "promoted",
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