Claims

Atomic findings. The title is the claim; the frontmatter carries the source, its tier (1 = primary document … 4 = tertiary), and a growth status (seedling → budding) that says how much weight it can bear. Captures — the raw research sessions claims are promoted from — are listed here too.

• Capture: Are Gigerenzer's ecological rationality and Oaksford & Chater's rational analysis compatible or contested frameworks?
  capture seedling Tier 1 2026-07-31 · rationality, ecological-rationality, rational-analysis, bayesian-cognition, gigerenzer
• Confirm the 1973 Draper spinoff and MIT's late-1960s military-budget figures against the MIT Technology Review article and a primary source
  capture promoted Tier 1 2026-07-31 · mit, draper-laboratory, instrumentation-laboratory, military-funding, vietnam-war
• Do EnCharge EN100's 200 TOPS / 8.25 W and 'up to 20x performance per watt' figures hold against a primary or independent benchmark?
  capture promoted 2026-07-31 · analog-computing, ai-hardware, in-memory-compute, encharge, benchmark
• Does Elsaesser & Stech (2007) actually ground ACH-CD in abductive plan recognition, and does it bear on ACH proper?
  capture seedling Tier mixed (see per-claim fields) 2026-07-31 · intelligence-analysis, ACH, abductive-reasoning, counter-deception, ach-cd
• Werbos didn't just test backpropagation on a DOE gas market model — he was the federal analyst who wrote its official documentation, for the study that evaluated U.S. natural gas deregulation
  capture promoted Tier 1 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, natural-gas-deregulation
• 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?
  capture promoted Tier 1 2026-07-31 · diplomatics, mabillon, historiography, quellenkritik, ranke
• Verify the origin of the term 'deep learning' against primaries: Dechter (1986), Aizenberg et al. (2000), and the Hinton-era popularization (c. 2006)
  capture promoted Tier 1 2026-07-31 · deep-learning, terminology, priority-dispute, ai-history, history-of-ml
• A 2021 ISSCC paper from Naveen Verma's lab is peer-reviewed primary evidence for EnCharge's switched-capacitor mechanism, but not for the EN100 product's efficiency figures
  claim seedling Tier 1 2026-07-31 · analog-computing, ai-hardware, in-memory-compute, encharge, isscc
• Rina Dechter's 1986 AAAI paper genuinely uses 'deep learning' and 'shallow learning' as terms of art — for depth of constraint-satisfaction search, not neural networks
  claim seedling Tier 1 2026-07-31 · deep-learning, terminology, dechter, ai-history, history-of-ml
• Diplomatics joined the 19th-century Rankean historian's toolkit as an auxiliary science — institutional convergence, not proof Ranke's method derived from Mabillon
  claim seedling Tier 4 2026-07-31 · diplomatics, mabillon, historiography, ranke, quellenkritik
• EnCharge's 'up to 20x performance per watt' claim for the EN100 names no comparison baseline
  claim seedling Tier 3 2026-07-31 · analog-computing, ai-hardware, in-memory-compute, encharge, benchmark
• Neither of Hinton's two canonical 2006 papers — the Neural Computation deep-belief-net paper or the Science autoencoder paper — contains the phrase 'deep learning' anywhere in its text
  claim seedling Tier 1 2026-07-31 · deep-learning, terminology, hinton, ai-history, history-of-ml
• MIT's 1969 Review Panel on Special Laboratories was formed to study the Instrumentation and Lincoln labs, not to recommend severing them
  claim seedling Tier 1 2026-07-31 · mit, draper-laboratory, instrumentation-laboratory, military-funding, vietnam-war
• MIT's Instrumentation Laboratory was reconstituted as the independent nonprofit Charles Stark Draper Laboratory, Inc. in 1973
  claim seedling Tier 3 2026-07-31 · mit, draper-laboratory, instrumentation-laboratory, science-policy, pounds-panel
• MIT's 1969 Pounds Panel report puts the Instrumentation and Lincoln labs' FY1968 budget at $120 million against a $214 million MIT total
  claim seedling Tier 1 2026-07-31 · mit, draper-laboratory, instrumentation-laboratory, military-funding, science-policy
• No source found documents a causal chain from Ranke's Quellenkritik to modern scientific-priority adjudication; the field instead frames priority disputes as socially negotiated
  claim seedling Tier 4 2026-07-31 · historiography, quellenkritik, ranke, priority-dispute, scientific-priority
• No independent or primary benchmark of EnCharge EN100's 200 TOPS/8.25 W and '20x' figures has surfaced, consistent with the chip's early-access-only status
  claim seedling Tier 3 2026-07-31 · analog-computing, ai-hardware, in-memory-compute, encharge, benchmark
• Raphson's 1715 History of Fluxions used Newton's own papers and correspondence to assert his priority over Leibniz
  claim seedling Tier 1 2026-07-31 · historiography, history-of-mathematics, priority-dispute, newton, leibniz
• John Wallis's 1685 history of algebra used Mabillon-style documentary evidence to rule for Harriot over Descartes in a priority dispute
  claim seedling Tier 1 2026-07-31 · diplomatics, mabillon, historiography, history-of-mathematics, priority-dispute
• Werbos's 1988 backpropagation-generalization paper lists his affiliation as the U.S. Department of Energy, and its real-world test case was a DOE-developed natural gas market model
  claim budding Tier 1 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, history-of-ml
• Werbos authored the U.S. EIA's official 1981 technical documentation for the Natural Gas Market Model his own 1988 paper later diagnosed
  claim budding Tier 2 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, natural-gas-deregulation
• Does a primary source confirm CRISP's '20 hours to less than a second' DNA-alignment speedup from processing-in-memory?
  capture promoted Tier 1 2026-07-30 · processing-in-memory, genomics, sequence-alignment, CRISP, computer-architecture
• 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?
  capture seedling Tier 1 2026-07-30 · complexity-science, regulatory-evolution, punctuated-equilibrium, phase-transition, cricket
• Does Clarivate itself attribute the 2022→2023 Saudi-affiliated HCR count drop (109→76) to its tightened evaluation methodology, or is that link only SIRIS Academic's inference?
  capture promoted 2026-07-30 · bibliometrics, citation-metrics, clarivate, highly-cited-researchers, saudi-universities
• Does the surviving original Microsoft/Altair BASIC source listing confirm Davidoff's credit comment and his omission from the copyright notice?
  capture promoted 2026-07-30 · computer-history, credit-misattribution, microsoft, altair, primary-source
• Dup-risk stub: the LeCun-1989/Werbos-1968 note pair (cosine 0.87) is cluster density, not a bridge
  capture promoted 2026-07-30 · backpropagation, werbos, lecun, dup-risk, seed-resolution
• Karl Deutsch, Werbos's Harvard advisor, wrote political science's founding cybernetics text — and personally redirected the rejected Freud-into-math project into the thesis that generalized backpropagation
  capture seedling Tier 2 2026-07-30 · werbos, karl-deutsch, cybernetics, political-science, backpropagation
• Read Kouwenhoven, Jude & Knickerbocker, 'Closed-Chest Cardiac Massage' (JAMA 1960) — the primary stayed paywalled; the accidental-discovery quant/mechanism could not be confirmed against it this session
  capture promoted 2026-07-30 · cpr, defibrillator, kouwenhoven, knickerbocker, jude
• What exactly did the 4C Entity's CPRM proposal specify, and what were the terms of T13's April 2001 rejection?
  capture promoted 2026-07-30 · computer-history, drm, cprm, ata, t13
• The 4C Entity's 2000–2001 CPRM proposal for ATA hard drives was designed to bind protected content to a specific physical drive via a GUID-based mechanism
  claim seedling Tier 2 2026-07-30 · computer-history, drm, cprm, ata, t13
• Andre Hedrick, Linux's ATA/IDE driver maintainer, opposed CPRM-in-ATA on different grounds than EFF — ratifying it openly beat pushing it into undocumented vendor commands
  claim seedling Tier 3 2026-07-30 · computer-history, drm, cprm, ata, t13
• Brown et al. 2005: in 1.2 million bank call-center calls, hold-queue abandonment hazard peaks twice — within seconds of entering the queue, and again near 60 seconds, tracking the repeated hold announcement
  claim seedling Tier 1 2026-07-30 · queueing-theory, call-center, telephony, human-factors, voice-AI
• The CITES musical-instrument certificate originated at CoP16 (Bangkok, 2013), but the specific adoption day is still unverified
  claim seedling Tier 1 2026-07-30 · cites, law, conservation-biology, musical-instruments, unverified-quant
• The CITES musical-instrument certificate bars sale or transfer only while the instrument is outside its home State
  claim budding Tier 1 2026-07-30 · cites, law, conservation-biology, musical-instruments
• CITES Resolution 16.8 itself uses "passport" to describe the musical-instrument certificate
  claim budding Tier 1 2026-07-30 · cites, law, conservation-biology, musical-instruments
• CITES Resolution 16.8 sets the musical-instrument certificate's validity at a maximum of three years
  claim budding Tier 1 2026-07-30 · cites, law, conservation-biology, musical-instruments
• No Clarivate-authored source links the 2023 methodology tightening to the Saudi-affiliated HCR count drop — the causal claim is SIRIS Academic's own inference
  claim seedling Tier 2 2026-07-30 · bibliometrics, citation-metrics, clarivate, highly-cited-researchers, saudi-universities
• No primary source confirms CRISP's claim that PIM cut DNA-alignment time from '20 hours to less than a second'
  claim seedling Tier 3 2026-07-30 · processing-in-memory, genomics, sequence-alignment, CRISP, computer-architecture
• External chest compression restoring circulation was demonstrated in animals and humans decades before Kouwenhoven's 1958 'accidental' discovery
  claim seedling Tier 3 2026-07-30 · cpr, kouwenhoven, history-of-medicine, priority-claim, boehm
• Bill Gates released a scan of the original 1975 Altair BASIC source listing on his own site in April 2025, and internal evidence marks it as the surviving original, not a later reconstruction
  claim seedling Tier 1 2026-07-30 · computer-history, primary-source, microsoft, altair, archival
• IBM withdrew its CPRM-for-ATA proposal in February 2001; Phoenix Technologies' Curtis Stevens resubmitted a differently-framed 'Generic Functionality' proposal in its place
  claim seedling Tier 3 2026-07-30 · computer-history, drm, cprm, ata, t13
• ITU-T Recommendation G.114 sets a 150ms one-way delay ceiling for 'essentially transparent' conversational interactivity, with 400ms as the outer limit for network planning
  claim seedling Tier 1 2026-07-30 · telephony, latency, ITU-T, standards, voice-AI
• Kouwenhoven, Jude & Knickerbocker's 1960 JAMA paper is paginated 173:1064–1067, not 173:94–97
  claim budding Tier 1 2026-07-30 · cpr, kouwenhoven, jude, knickerbocker, history-of-medicine
• Guy Knickerbocker's own 2012 account of the CPR discovery describes deliberate manual chest compression during an equipment delay, not incidental paddle-weight pressure as the vault's NIST-sourced narrative holds
  claim seedling Tier 1-in-principle 2026-07-30 · cpr, kouwenhoven, knickerbocker, history-of-medicine, oral-history
• Kouwenhoven, Jude & Knickerbocker (1960) reportedly found a 70% survival rate across 20 patients treated with closed-chest cardiac massage — figure not yet sourced above Tier 3
  claim seedling Tier 3 2026-07-30 · cpr, kouwenhoven, jude, knickerbocker, history-of-medicine
• RAPID and RAPIDx, CRISP's peer-reviewed PIM DNA-alignment papers, report real speedups roughly three orders of magnitude short of the press-claimed '20 hours to under a second' figure
  claim seedling Tier 1 2026-07-30 · processing-in-memory, genomics, sequence-alignment, CRISP, computer-architecture
• Stivers et al. 2009: the cross-linguistic mean gap between question and response in conversation is +208ms, with a modal peak of 0-200ms
  claim seedling Tier 1 2026-07-30 · turn-taking, conversation-analysis, psycholinguistics, voice-AI, latency
• T13 voted down the Generic Functionality proposal on 2 April 2001 — an 8-to-7 simple majority that failed the two-thirds ANSI/NCITS supermajority required for a late-stage proposal
  claim seedling Tier 2 2026-07-30 · computer-history, drm, cprm, ata, t13
• Did the 1970 Clean Air Act citizen suit really originate in anti-capture motive and Joseph Sax's civil-rights-litigation model, per a primary source?
  capture promoted Tier 3 2026-07-29 · legal-history, environmental-law, clean-air-act, citizen-suit, regulatory-capture
• Does Coremans's 1949 monograph confirm that Bakelite/Albertol phenol-formaldehyde resins were the chemical proof of van Meegeren's forgeries?
  capture promoted Tier 2 2026-07-29 · art-forgery, forensic-chemistry, forensic-authentication, science-history, source-discipline
• Capture: Does the Clemens & Hunt argument that Borjas's Mariel effect is a 1980 survey-methodology artifact hold against Borjas's timing rebuttal?
  capture promoted Tier 1 2026-07-29 · economics, labor-economics, immigration, mariel-boatlift, measurement-artifact
• Werbos's own 1988 paper states RHW's 1986 backpropagation is a mathematical special case of his general 1974 'dynamic feedback' framework
  capture promoted Tier 1 2026-07-29 · werbos, backpropagation, rhw-1986, priority-vs-paternity, history-of-ml
• Independently re-verify the Clarivate Highly-Cited-Researcher Saudi-affiliation counts (27→109→76) and the reported per-scientist payment figures against primary sources
  capture promoted Tier 2 2026-07-29 · bibliometrics, citation-metrics, clarivate, highly-cited-researchers, saudi-universities
• Verify the CITES musical-instrument certificate's adoption date and operating terms against a CITES primary
  capture promoted Tier 1 2026-07-29 · cites, law, conservation-biology, musical-instruments, verification
• Capture: What are the primary-sourced thresholds for human conversational turn-taking latency and voice-call abandonment?
  capture promoted Tier 1 2026-07-29 · turn-taking, conversation-analysis, voice-AI, latency, human-factors
• Ahrens et al. 2024's own abstract does not mention Gaussian curvature or the CIELAB ab-plane, and its full text was unreachable this session behind a nominally open-access license
  claim seedling Tier 3 2026-07-29 · cielab, gaussian-curvature, ahrens-2024, color-space, primary-source-gap
• Borjas's timing rebuttal: the CPS Black-share jump was concentrated in one year (1979), while Miami's steepest low-skill wage drop came later (1981-1986), when the share was flat
  claim seedling Tier 1 2026-07-29 · economics, labor-economics, immigration, mariel-boatlift, measurement-artifact
• An independent 2014/2015 re-analysis of the original Thomson Reuters HCR list ranked King Abdulaziz University #2 worldwide by total researcher mentions — roughly six times the '27 primary-affiliation' count
  claim seedling Tier 1 2026-07-29 · bibliometrics, citation-metrics, clarivate, highly-cited-researchers, saudi-universities
• CIE 15:2004 names the blue region as the site of CIELAB's residual non-uniformity, and states the CIEDE2000 rotation term exists to correct it
  claim seedling Tier 1 2026-07-29 · color-science, cielab, colorimetry, perceptual-uniformity, ciede2000
• CIE 15:2004 states CIELAB was recommended as a perceptually more uniform alternative to CIEXYZ, in the CIE's own words
  claim seedling Tier 1 2026-07-29 · color-science, cielab, colorimetry, perceptual-uniformity, cie
• Sharma, Wu & Dalal (2005) locate the CIEDE2000 blue-region rotation term's impact near a hue angle of 275°
  claim seedling Tier 1 2026-07-29 · color-science, cielab, colorimetry, perceptual-uniformity, ciede2000
• Clarivate tightened its Highly Cited Researchers evaluation methodology ahead of the 2023 list, more than doubling excluded candidates
  claim seedling Tier 1 2026-07-29 · bibliometrics, citation-metrics, clarivate, highly-cited-researchers, saudi-universities
• Judd (1968) and Silberstein (1938) are the earliest identified sources framing color-difference space as intrinsically curved, per Bujack et al.'s (2025) own bibliography
  claim seedling Tier 1 2026-07-29 · judd-1968, silberstein-1938, gaussian-curvature, color-space, history-of-color-science
• Whether the Mariel wage effect survives depends on which race-adjustment model is used: Borjas's simple adjustment barely moves his estimate, but a fully-interactive race model (which Borjas attributes to a Clemens blog reply) shrinks it toward zero in the March CPS
  claim seedling Tier 1 2026-07-29 · economics, labor-economics, immigration, mariel-boatlift, measurement-artifact
• Joseph Sax's 1971 book frames citizen litigation as a remedy for captured, unresponsive regulatory agencies, in his own words
  claim seedling Tier 2 2026-07-29 · legal-history, environmental-law, clean-air-act, citizen-suit, regulatory-capture
• Urban, Rosen, Berns & Schleicher (2007) is reported to state that non-Euclidean CIELAB-based color-difference spaces have regions of nonzero Gaussian curvature obstructing isometric embedding — not yet quote-verified against the primary
  claim seedling Tier 3 2026-07-29 · cielab, gaussian-curvature, urban-2007, isometric-embedding, ciede2000
• Werbos's own 1988 paper states RHW's 1986 backpropagation is a special case of his 1974 "dynamic feedback" framework
  claim budding Tier 1 2026-07-29 · werbos, backpropagation, rhw-1986, priority-vs-paternity, history-of-ml
• Do the vault's myth-ledger back-projection cases actually sort into Skinner's prolepsis vs. mythology of doctrines vs. coherence?
  capture promoted 2026-07-28 · historiography, quentin-skinner, prolepsis, mythology-of-doctrines, mythology-of-coherence
• Does a primary source confirm the alfil-to-bishop renaming mechanism (mitre in English, jester's cap in French)?
  capture promoted Tier 1 2026-07-28 · history-of-games, chess, etymology, transmission-of-knowledge, translation-history
• Does Quintner's full 1991 text confirm the 'occupation neurosis' wording and name Lucire/Ireland/Bell as the 1980s psychogenic-RSI proponents?
  capture seedling 2026-07-28 · history-of-medicine, occupational-health, neurosis, repetitive-strain-injury, primary-source-verification
• Seed bridge check: the 1711 Amicable policy-sale and 1811 Pensam mortality-data claims do not causally connect in Walford — dup-risk, not captured
  capture promoted 2026-07-28 · dup-risk, actuarial-history, amicable-society
• Thomas Galloway, the Amicable Society's actuary from 1833, was a Royal-Medal astronomer — a third instance of the vault's one-person-two-lineages (astronomy + actuarial science) pattern, after Halley and Price
  capture promoted 2026-07-28 · actuarial-history, astronomy, cross-domain-bridge, amicable-society, one-person-two-lineages
• Capture: CIELAB's perceptual-uniformity design intent and blue-hue shortfall, verified against the primary CIE technical report
  capture promoted Tier 1 2026-07-28 · color-science, cielab, colorimetry, perceptual-uniformity, ciede2000
• Capture: Verify against a primary source that the CIELAB ab-plane has nonzero Gaussian curvature, obstructing isometric Euclidean embedding (Ahrens et al. 2024)
  capture promoted Tier 3 2026-07-28 · cielab, gaussian-curvature, isometric-embedding, color-space, ahrens-2024
• What are the specific statistical estimates behind Barnett & McKendrick (2004)'s hard-disk-drive Red Queen finding?
  capture promoted Tier see per-claim tiers below — full primary text was not reached this session 2026-07-28 · organizational-theory, red-queen, william-barnett, hard-disk-drive-industry, verification
• No published independent real-world detection data yet confirms or refutes the Hecla–Kemp model's predicted Burevestnik isotope signature
  claim seedling Tier 1 2026-07-28 · nuclear, missile, burevestnik, radionuclides, verification
• CTBTO monitoring stations positioned along the Nyonoksa accident's modeled plume path stopped transmitting data, and a senior Russian official's own remarks suggest this was not a technical malfunction
  claim seedling Tier 1 2026-07-28 · nuclear, missile, burevestnik, ctbto, verification
• Ferris et al. 1936 sets ~0.1 ampere at 60 Hz, hand-to-foot, for shocks of 3+ seconds, as the practical danger threshold for man
  claim seedling Tier 1 2026-07-28 · bell-labs, electrical-safety, quantitative, cardiology, primary-source
• The 1936 BSTJ printing of 'Effect of Electric Shock on the Heart' is a digest of a paper first published in Electrical Engineering, not an original standalone publication
  claim seedling Tier 1 2026-07-28 · bell-labs, history-of-medicine, electrical-safety, cardiology, primary-source
• Ferris et al. 1936's chest-external counter-shocks restored coordinate heartbeat in about 60% of fibrillating sheep
  claim seedling Tier 1 2026-07-28 · bell-labs, history-of-medicine, cardiology, defibrillation, quantitative
• Ferris et al. 1936 reports original fibrillation-threshold experiments across seven animal species, run mainly at Columbia's physiology labs with Bell Labs supplying electrical facilities
  claim seedling Tier 1 2026-07-28 · bell-labs, history-of-medicine, electrical-safety, cardiology, primary-source
• Ferris et al. 1936 credits Prevost and Battelli's 1899 work, not Kouwenhoven's, as the first report of shock-induced recovery from ventricular fibrillation
  claim seedling Tier 1 2026-07-28 · bell-labs, history-of-medicine, cardiology, defibrillation, priority
• Thomas Galloway held office in the Royal Astronomical Society and won the Royal Society's 1848 Royal Medal, concurrent with his career as an actuary
  claim seedling Tier 4 2026-07-28 · actuarial-history, astronomy, thomas-galloway, royal-astronomical-society, biography
• The Hecla–Kemp model's predicted Burevestnik radionuclide signature is an air-activation product, mechanistically distinct from the fission-product isotopes reported after the 2019 Nyonoksa accident
  claim seedling Tier 1 2026-07-28 · nuclear, missile, burevestnik, radionuclides, verification
• Kaplan et al. (2020) neural-scaling-law exponents are small (~0.05–0.095), meaning 'arbitrary' scaling is real but logarithmically diminishing
  claim seedling Tier 1 2026-07-28 · neural-scaling-laws, scaling-laws, kaplan-2020, diminishing-returns, quantitative
• A 1627 English dictionary, quoted by Murray, describes the chess 'Bishop' as 'cloven in the head like a miter,' textually attested from 1499
  claim seedling Tier 1 2026-07-28 · history-of-games, chess, etymology, translation-history, lexicography
• Murray's 1913 primary account offers no shape-based ('jester's cap') mechanism for the French chess-piece name 'fou,' and rejects a rival phonetic derivation
  claim seedling Tier 1 2026-07-28 · history-of-games, chess, etymology, translation-history, verification
• The 'Perceptrons killed connectionism' myth only half-fits Skinner's taxonomy — its causal-attribution component falls outside all four mythologies
  observation seedling Tier 1 2026-07-28 · historiography, quentin-skinner, mythology-of-doctrines, myth-ledger, perceptrons
• Portuguese chess terminology (19th-c. attestation in Murray) recorded 'mitra' as an alternate name for the bishop-equivalent piece
  claim seedling Tier 1 2026-07-28 · history-of-games, chess, etymology, translation-history, lexicography
• Skinner's Machiavelli 'founder' example adds a causal-naivety charge to the vault's Schmidhuber prolepsis case
  observation seedling Tier 1 2026-07-28 · historiography, quentin-skinner, mythology-of-prolepsis, myth-ledger, schmidhuber
• Skinner's mythology of coherence finds no clean instance among the vault's myth-ledger cases
  observation seedling Tier 1 2026-07-28 · historiography, quentin-skinner, mythology-of-coherence, myth-ledger, backpropagation-origins
• Spykman et al. 2021, the only published independent forensic search for a Burevestnik-linked radionuclide signature, found no detectable trace of any candidate isotope
  claim seedling Tier 1 2026-07-28 · nuclear, missile, burevestnik, radionuclides, verification
• Sutton's 'The Bitter Lesson' (2019) names hand-designed-loses-to-learned-at-scale as a 70-year AI pattern but never addresses the rate of returns to scaling
  claim seedling Tier 1 2026-07-28 · bitter-lesson, rich-sutton, history-of-ml, hand-designed-vs-learned, convolutional-networks
• Werbos's 'credit assignment' and Amari's 'five-layer MLP' are independent instances of Skinner's mythology of doctrines
  observation seedling Tier 1 2026-07-28 · historiography, quentin-skinner, mythology-of-doctrines, myth-ledger, werbos
• Thomas Galloway is a third instance of the vault's one-person-two-lineages pattern — astronomy and actuarial science as simultaneous, not sequential, careers
  observation seedling Tier 2 2026-07-28 · cross-domain-bridge, actuarial-history, astronomy, one-person-two-lineages, thomas-galloway
• Are the pseudohistory claims Wikipedia attributes to Tertius Chandler actually his, and in what register?
  capture seedling Tier 3-4 (see per-claim fields; no Tier 1-2 primary — Chandler's own book text — was reached this session) 2026-07-27 · pseudohistory, historiography, wikipedia, source-criticism, tertius-chandler
• Did Tertius Chandler actually argue the 'simultaneous discoveries are repackagings' thesis — and is that Chandler the urban historian?
  capture promoted 2026-07-27 · multiple-discovery, sociology-of-science, historiography, source-criticism
• Does breast acceleration during running actually exceed a Formula 1 car's g-force, and what is the primary figure?
  capture promoted 2026-07-27 · biomechanics, sports-science, breast-health, unverified-quant, verification
• Does the Carnegie Endowment piece confirm CnAISDA's bilingual name-order reversal and Andrew Yao's extinction quote verbatim?
  capture promoted Tier 2 2026-07-27 · ai-safety-governance, china, existential-risk, verification, quotation
• The Bitter Lesson names the hand-designed-to-learned pattern the myth ledger documents, but Sutton's 'scale arbitrarily' misses the logarithmic brake note 2 supplies
  capture promoted Tier 1 2026-07-27 · cross-domain-bridge, bitter-lesson, scaling-laws, neural-scaling-laws, convolutional-networks
• Is the Burevestnik's predicted radioactive exhaust corroborated by real-world detection data?
  capture promoted Tier 1 2026-07-27 · nuclear, missile, burevestnik, radionuclides, verification
• Read the full text of Ferris et al. 1936, 'Effect of Electric Shock on the Heart' (BSTJ 15(3)) and confirm what the paper actually reports
  capture promoted 2026-07-27 · bell-labs, history-of-medicine, electrical-safety, cardiology, ventricular-fibrillation
• The widely-circulated 'breasts accelerate up to 3G' figure traces only to a Tier 4 blog that states it as a general finding without an inline primary citation, unconfirmed at primary
  claim seedling Tier 4 2026-07-27 · biomechanics, sports-science, breast-health, unverified-quant, motorsport
• After AAWSAP's 2012 termination, the 'AATIP' name persisted as an informal, unofficial, unfunded DoD activity distinct from the original program
  claim seedling Tier 1 2026-07-27 · defense-funding, aatip, aawsap, dia, aaro
• AARO's 2024 report cites the FY2008 and FY2010 Defense Appropriations Acts, directed by Senator Harry Reid, as the primary source of AAWSAP/AATIP's $22 million funding
  claim seedling Tier 1 2026-07-27 · defense-funding, aatip, aawsap, dia, aaro
• DIA established AAWSAP in 2009, and 'AATIP' was used interchangeably with that name even in official documentation — but AATIP itself was never an official DoD program
  claim seedling Tier 1 2026-07-27 · defense-funding, aatip, aawsap, dia, aaro
• AAWSAP's primary purpose was investigating next-generation aerospace technologies across 12 specific areas, including advanced lift, propulsion, unconventional materials/controls, and signature reduction
  claim seedling Tier 1 2026-07-27 · defense-funding, aatip, aawsap, dia, aaro
• As of 2026-07-26, AISVS's `1.01-dev` development branch and every published release still omit any TOCTOU, atomicity, or concurrent-agent requirement
  claim seedling Tier 2 2026-07-27 · ai-agent-security, toctou, owasp, aisvs, race-conditions
• The 10th/11th-century critic al-Yamani argued Kalila wa-Dimna's 'Indian book' framing was Ibn al-Muqaffa's own invention, not a translation
  claim budding Tier 1 2026-07-27 · translation-history, sasanian-persia, kalila-wa-dimna, panchatantra, ibn-al-muqaffa
• Attwell & Laughlin (2001) modeled grey-matter signaling energy as 47% action potentials, 34% postsynaptic glutamate effects, 13% resting potential, 3% glutamate recycling
  claim seedling Tier 1 2026-07-27 · neuroenergetics, brain-energy-budget, action-potentials, synaptic-transmission, metabolic-constraints
• Barlow's 1961 chapter never invokes center-surround receptive fields (or any retinal circuitry) as the redundancy-removing mechanism — it works entirely in abstract information theory
  claim budding Tier 1 2026-07-27 · neuroscience, efficient-coding, redundancy-reduction, receptive-fields, horace-barlow
• Barlow's 1961 chapter never names a 'factorial code' — the word 'factorial' occurs once, as ordinary arithmetic (4! = 24) in a toy two-input example
  claim budding Tier 1 2026-07-27 · neuroscience, efficient-coding, factorial-code, redundancy-reduction, horace-barlow
• Barlow's 1961 chapter states the redundancy-reduction hypothesis explicitly, in his own words, as the operating principle of sensory relays
  claim budding Tier 1 2026-07-27 · neuroscience, efficient-coding, redundancy-reduction, information-theory, sensory-coding
• 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
  claim seedling Tier 1 2026-07-27 · organizational-theory, red-queen, william-barnett, computer-industry, hard-disk-drive-industry
• Barnett & Hansen's founding 1996 Red Queen organizational paper tested the theory on Illinois commercial banks, not computer manufacturers
  claim seedling Tier 1 2026-07-27 · organizational-theory, red-queen, william-barnett, competitive-dynamics, banking
• The Tertius Chandler credited with the multiple-discovery 'repackaging' thesis is the same person who compiled Four Thousand Years of Urban Growth
  claim seedling Tier 3 2026-07-27 · multiple-discovery, sociology-of-science, historiography, source-criticism, tertius-chandler
• Cislo, Delás, Briscoe & Siggia (2025) fit Waddington's landscape directly to high-dimensional single-cell gene-expression data
  claim seedling Tier 1 2026-07-27 · waddington, single-cell-rna-seq, developmental-biology, dynamical-systems, landscape-reconstruction
• The Cislo–Siggia (2025) landscape is built by discretizing a Fokker–Planck path integral on points sampled from the data, then reading fixed points and basins off the discrete operator
  claim seedling Tier 1 2026-07-27 · waddington, fokker-planck, dynamical-systems, topological-data-analysis, single-cell-rna-seq
• The Cislo–Siggia (2025) landscape method was validated on real single-cell data — mESC neural-tube flow cytometry and scRNA-seq — with KL divergence ≲0.3 bits from the measured distributions
  claim seedling Tier 1 2026-07-27 · waddington, single-cell-rna-seq, flow-cytometry, developmental-biology, neural-tube
• Scholarship (via de Blois) treats Borzuya's Indian mission and authorship of the lost Pahlavi translation as historically plausible, not proven
  claim seedling Tier 1 2026-07-27 · translation-history, sasanian-persia, kalila-wa-dimna, panchatantra, francois-de-blois
• Eldredge and Gould's 1972 punctuated-equilibria essay cites Mayr 1963, not Mayr 1954, for the 'genetic revolution' mechanism, and names no Mayr 1954 work in its body text
  claim budding Tier 1 2026-07-27 · evolutionary-biology, speciation, ernst-mayr, punctuated-equilibrium, intellectual-history
• Formula 1 cars generate documented peak lateral g-forces of 'over 5G' at corner apexes, per the sport's own teams
  claim seedling Tier 1 2026-07-27 · motorsport, physics, biomechanics, breast-health
• Eugene Garfield's 1980 survey of multiple-discovery literature makes no mention of Tertius Chandler
  claim seedling Tier 1 2026-07-27 · multiple-discovery, sociology-of-science, historiography, source-criticism, citation-science
• GIFT's G = E[δδ⊤] K-FAC factor is built from ordinary real-label backpropagated gradients, matching Kunstner et al.'s empirical-Fisher definition rather than the true-Fisher convention Amari and Martens & Grosse specify — softening the GIFT–Amari 'same object' identity
  claim seedling Tier 1 2026-07-27 · gradient-geometry, fisher-information, empirical-fisher, k-fac, natural-gradient
• Halbwachs's 1925 collective-memory theory is the shared ancestor of Portelli's and Foroughi & Al-Amoudi's interpretive "forgetting," with no lineage into Argote/Benkard's econometric model
  claim seedling Tier 4 2026-07-27 · collective-memory, historiography, oral-history, organizational-forgetting, halbwachs
• Howarth, Gleeson & Attwell (2012) revised the cortical signaling-energy budget, cutting the action-potential share from 47% to 21% and raising the postsynaptic share to 50%
  claim seedling Tier 1 2026-07-27 · neuroenergetics, brain-energy-budget, action-potentials, synaptic-transmission, metabolic-constraints
• KONA BLUE was a proposed DHS successor to AAWSAP/AATIP after its 2012 termination, described by AARO as a 'Prospective Special Access Program' that was never approved
  claim seedling Tier 1 2026-07-27 · defense-funding, aatip, aawsap, dia, aaro
• Kunstner, Balles & Hennig (2019) formally distinguish the true Fisher from the empirical Fisher and show the empirical Fisher is not, in general, a valid estimate of it
  claim seedling Tier 1 2026-07-27 · gradient-geometry, fisher-information, empirical-fisher, natural-gradient, primary-source-verification
• Within decades of Bomberg's Venice print run, rival Talmud printers aligned with his pagination — Lublin and Cracow announcing the cross-reference on their title pages, Constantinople and Salonika conforming in practice
  claim budding Tier 1 2026-07-27 · print-history, talmud, history-of-the-book, standardization
• Martens & Grosse's 2015 canonical K-FAC paper defines the Fisher it approximates as an expectation over the model's own predictive distribution — the true-Fisher convention, not real training labels
  claim seedling Tier 1 2026-07-27 · gradient-geometry, fisher-information, k-fac, empirical-fisher, natural-gradient
• "Organizational forgetting" names two mechanistically unrelated research traditions that rarely cite each other
  claim seedling Tier 3 2026-07-27 · organizational-forgetting, collective-memory, historiography, oral-history, cross-domain-bridge
• Pritchard (2013) attributes writer's cramp's reclassification as psychological to a terminological collision between Gowers's 'occupational neurosis' and Freud's contemporaneous 'neurosis'
  claim seedling Tier 2 2026-07-27 · history-of-medicine, occupational-health, neurosis, freud, gowers
• Quintner's RSI histories frame 'occupation neurosis' as an established 19th-century central-nervous-system diagnosis, without invoking Freud's terminology as the mechanism of psychologization
  claim seedling Tier 2 2026-07-27 · history-of-medicine, occupational-health, neurosis, repetitive-strain-injury, unverified-quote
• Senator Harry Reid's 2009 request to make AAWSAP a DoD Special Access Program was declined by Deputy Secretary of Defense William Lynn III, on the recommendation of Under Secretary of Defense for Intelligence James Clapper
  claim seedling Tier 1 2026-07-27 · defense-funding, aatip, aawsap, dia, aaro
• The AI lineage resource-rational analysis actually draws on is Horvitz and Russell's bounded optimality, not Werbos's approximate dynamic programming
  claim seedling Tier 1 2026-07-27 · resource-rationality, bounded-optimality, horvitz, stuart-russell, werbos
• Resource-rational analysis (Lieder & Griffiths 2020) self-describes as a direct extension of Anderson's rational analysis, pushing it toward Marr's algorithmic level
  claim seedling Tier 1 2026-07-27 · resource-rationality, rational-analysis, anderson, lieder-griffiths, marr-levels
• Resource-rational analysis formalizes bounded rationality as expected utility minus an explicit compute-cost term, not as a dynamic-programming recursion
  claim seedling Tier 1 2026-07-27 · resource-rationality, bounded-optimality, optimization, expected-utility, cognitive-science
• Quentin Skinner's 'mythology of prolepsis' (1969) names the conflation of an action's retrospective significance with the agent's own intended meaning
  claim seedling Tier 1 2026-07-27 · historiography, prolepsis, quentin-skinner, anachronism, whig-history
• Skinner's 1969 essay names four distinct historiographical 'mythologies' — doctrines, coherence, prolepsis, parochialism — not one generic anachronism
  claim seedling Tier 1 2026-07-27 · historiography, prolepsis, quentin-skinner, anachronism, intellectual-history
• Skinner's prolepsis and mythology of doctrines name two distinct modes of the vault's back-projection pattern — significance-as-intent versus anachronistic-term-crediting
  observation seedling Tier 1 2026-07-27 · historiography, prolepsis, quentin-skinner, myth-ledger, whig-history
• Joshua Solomon Soncino's 1483/84 printing of tractate Berakhot originated the Gemara-center/Rashi-inner/Tosafot-outer Talmud page layout, not Daniel Bomberg
  claim budding Tier 1 2026-07-27 · print-history, talmud, history-of-the-book, correction
• Two distinct Syriac translations of Kalila wa-Dimna survive independently — one from the lost Pahlavi, one from the Arabic
  claim budding Tier 1 2026-07-27 · translation-history, sasanian-persia, kalila-wa-dimna, panchatantra, syriac
• The 'breasts undergo more G-force than a Formula 1 car' comparison is a direct attribution to Professor Joanna Wakefield-Scurr, not a press-invented embellishment
  claim seedling Tier 2 2026-07-27 · biomechanics, sports-science, breast-health, unverified-quote, motorsport
• Resource-rational analysis confirms the Anderson leg but not the Werbos leg of the optimization-as-theory-of-mind bridge
  observation seedling Tier 1 2026-07-27 · resource-rationality, rational-analysis, werbos, bounded-optimality, optimization
• OWASP/AISVS issue #640 and PR #641 are real and were merged 2026-04-05; the two-session 'WebFetch fabricated' verdict was a path-history artifact (corrected 2026-07-28; original title preserved in audit_status)
  observation budding Tier 3 2026-07-27 · ai-agent-security, owasp, aisvs, source-reliability, webfetch
• Did Joe Bollen's claimed concurrent-agent TOCTOU/atomicity requirement (~9.8.7/9.8.8) ever land in an AISVS branch, PR, or later release?
  capture promoted 2026-07-26 · ai-agent-security, toctou, owasp, aisvs, race-conditions
• Do Heathcote et al. (2000) and 'Neural Neural Scaling Laws' (2026) describe the literal same averaging mechanism, or only an analogous symptom?
  capture seedling 2026-07-26 · power-law, averaging-artifact, scaling-laws, cognitive-psychology, neural-scaling-laws
• 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?
  capture promoted Tier 1 2026-07-26 · translation-history, sasanian-persia, kalila-wa-dimna, panchatantra, ibn-al-muqaffa
• Does a Tier 1–2 source confirm that Daniel Bomberg's 1520–23 Venice edition fixed the standard Talmud page layout?
  capture promoted 2026-07-26 · print-history, talmud, history-of-the-book, verification, accretion
• The Portelli / organizational-forgetting bridge is spurious — the real bridge is Halbwachs, and it runs through a different corner of organization studies
  capture promoted 2026-07-26 · oral-history, collective-memory, organizational-forgetting, historiography, halbwachs
• 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?
  capture promoted Tier 1 2026-07-26 · gradient-geometry, fisher-information, empirical-fisher, k-fac, natural-gradient
• 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?
  capture promoted Tier 1 2026-07-26 · defense-funding, aatip, aawsap, dia, aaro
• The standard biographical source reports Dodson's rejection-to-design causation as hearsay — 'It was said' — and no located source has Dodson framing it that way himself
  claim budding Tier 2 2026-07-26 · actuarial-history, insurance, exclusion-driven-innovation, verification, argument-from-silence
• Can the AATIP $22M budget figure and the 2010 antigravity-report authorship be confirmed from a primary or better-sourced record?
  capture promoted Tier 1 2026-07-25 · defense-funding, aatip, antigravity, dia, fringe-science
• Did Blackstone actually coin 'pious perjury,' and can Georgian jury undervaluation be grounded in primary trial records?
  capture promoted 2026-07-25 · legal-history, georgian-england, pious-perjury, blackstone, jury-nullification
• 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?
  capture promoted 2026-07-25 · legal-history, georgian-england, bloody-code, capital-punishment, grand-larceny
• Does Anthropic's biology-of-an-LLM report state that steering the planned rhyme word changed the completion in ~70% of resamples?
  capture promoted Tier 1 2026-07-25 · anthropic, interpretability, mechanistic-interpretability, claude-3.5-haiku, poetry-planning
• 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?
  capture promoted Tier 1 2026-07-25 · hardware-security, side-channel, power-grid, cross-time-bridge, history-of-computing
• The seed's direct bridge is superficial; the real one runs through burden-of-knowledge economics, and the vault already holds a structural twin of the LeCun/Denker case
  capture promoted Tier 1 2026-07-25 · cross-domain-bridge, sociology-of-science, credit-assignment, burden-of-knowledge, team-science
• Verify the Blanke 2002 (Nature) and 2014 (Current Biology) quotes verbatim against the primary papers
  capture seedling 2026-07-25 · neuroscience, hallucination, embodiment, angular-gyrus, out-of-body-experience
• The 12-pence grand-larceny threshold predates the Bloody Code — it is Athelstan's common-law line, not an 18th-century capital statute
  claim seedling 2026-07-25 · legal-history, georgian-england, bloody-code, grand-larceny, blackstone
• Policies of the Amicable Society were offered for sale in 1711, in what Walford believed was probably the first sale or attempted sale of a life policy
  claim seedling Tier 2 2026-07-25 · actuarial-history, insurance, institutional-history, secondary-markets, priority-claims
• A 2024 computational paper argues Geobacter cytochrome nanowires' measured conductivities are inconsistent with their cryo-EM structures
  claim seedling Tier 1 2026-07-25 · electromicrobiology, geobacter, microbial-nanowires, cytochrome, scientific-controversy
• The AATIP $22 million budget figure rests on contracts The New York Times says it obtained for its 2017 AATIP investigation but never published, with no public primary corroboration found
  claim seedling Tier 3 2026-07-25 · defense-funding, aatip, verification, quant, sourcing
• The Amicable Society's founder-registrar absconded with £6,500 in 1713, partly realizing a rival society's published warning about the temptations of a large stock
  claim budding Tier 2 2026-07-25 · actuarial-history, insurance, institutional-history, governance, fraud
• The Amicable Society did not adopt age-graded premiums until its 1807 charter — 101 years after its founding and 45 years after the Equitable
  claim budding Tier 2 2026-07-25 · actuarial-history, insurance, institutional-history, mortality-tables, adoption-lag
• 'Intrinsic dimension' already names two different objects inside machine learning — representation-space (activation) ID versus weight-space (objective-landscape) ID — and only the former is the same type of object as a neuroscience neural manifold (Ansuini et al. 2019)
  claim seedling Tier 1 2026-07-25 · dimensionality, intrinsic-dimension, representation-geometry, neural-manifolds, large-language-models
• The original Fresh Start Effect authors' 2021 workplace-savings field experiment deploys the effect through an employer but keeps its mechanism and unit of analysis on the individual employee
  claim seedling Tier 1 2026-07-25 · fresh-start-effect, temporal-landmark, organizational-behavior, retirement-savings, unit-of-analysis
• Steering Claude's rhyme-plan feature swaps the target rhyme word under ablation, or abandons rhyme entirely under concept injection
  claim seedling Tier 1 2026-07-25 · interpretability, anthropic, attribution-graphs, mechanism, planning
• Bit2Watt's related-work section and full reference list cite no work by Kocher, Jaffe & Jun (1999) or Zhao & Suh (2018)
  claim seedling Tier 1 2026-07-25 · hardware-security, side-channel, power-grid, cross-time-bridge, history-of-computing
• Böcker et al. conclude that 60 days of bed rest without countermeasures models six-month spaceflight lower-limb bone loss, while equivalent muscle loss requires about 80 days
  claim seedling Tier 1 2026-07-25 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, disuse-osteoporosis
• The Böcker matched spaceflight/bed-rest comparison is site- and instrument-matched but not duration-matched, with spaceflight roughly three times longer than the bed-rest arm
  claim seedling Tier 1 2026-07-25 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, study-design
• A 2013 law review names a specific 1750 Old Bailey case (Alexander Duglass) as a 39-shilling instance of jury undervaluation, unverified against the primary trial record
  claim seedling 2026-07-25 · legal-history, georgian-england, old-bailey, pious-perjury, primary-sources
• Entman's 1993 'fractured paradigm' synthesis — the field-defining framing paper — cites Kahneman & Tversky and Goffman but not Lakoff or Fillmore
  claim seedling Tier 1 2026-07-25 · framing, communication-studies, argument-from-silence, robert-entman, history-of-ideas
• Eric Davis, not Hal Puthoff, authored the AATIP-era DIA report literally titled 'Antigravity for Aerospace Applications'
  claim seedling Tier 1 2026-07-25 · defense-funding, aatip, antigravity, dia, fringe-science
• GeLoRA derives the representation-space intrinsic dimension as a lower bound on the optimal rank of LoRA weight updates — the only located formal bridge between the two ML notions of intrinsic dimension (Ed-dib et al. 2024)
  claim seedling Tier 1 2026-07-25 · dimensionality, intrinsic-dimension, LoRA, representation-geometry, fine-tuning
• Cryo-EM shows Geobacter's conductive filaments are polymers of the cytochrome OmcS, not PilA pili
  claim seedling Tier 1 2026-07-25 · electromicrobiology, geobacter, microbial-nanowires, cytochrome, cryo-em
• Geobacter's PilA pili are periplasmic secretory pseudopili, not the conductive nanowires
  claim seedling Tier 1 2026-07-25 · electromicrobiology, geobacter, microbial-nanowires, e-pili, cytochrome
• GIFT's near-isotropic gradient transform is derived from the Fisher information matrix via the same K-FAC factorization that underlies Amari's natural gradient
  claim seedling Tier 1 2026-07-25 · gradient-geometry, natural-gradient, fisher-information, k-fac, anisotropy
• GIFT uses the Fisher/K-FAC object only to define communication coordinates and explicitly, repeatedly denies being a natural-gradient or K-FAC optimizer
  claim seedling Tier 1 2026-07-25 · gradient-geometry, natural-gradient, fisher-information, k-fac, quantization
• GRADE's gradient-subspace stable rank is a normalized covariance-spectrum construction with no established formal reduction to the Fisher information matrix
  claim seedling Tier 1 2026-07-25 · gradient-geometry, fisher-information, stable-rank, subspace-rank, grade
• The 2025 'fresh start mindset' workplace study treats the mindset as an individual-differences trait of the employee, not a team- or firm-level construct
  claim seedling Tier 3 2026-07-25 · fresh-start-effect, fresh-start-mindset, temporal-landmark, organizational-behavior, workplace
• The power law of practice is an averaging artifact — individual learners speed up exponentially, and only the group-averaged curve looks like a power law
  claim seedling Tier 1 2026-07-25 · power-law, learning-curve, exponential-law-of-practice, skill-acquisition, cognitive-psychology
• Hubbard and Dowd adopted a modern synthetic, Delrin, for plectra because it sounded closer to antique quill than the leather then in use
  claim budding Tier 2 2026-07-25 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• Frank Hubbard's historical harpsichord research ran on a Dolmetsch apprenticeship, Hugh Gough's notebooks, and a British Museum reader's card
  claim budding Tier 2 2026-07-25 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• ICLE grounds its 'competition for the market' framework in industrial-organization economics — Schumpeter, dynamic capabilities, Evans & Schmalensee — not evolutionary biology
  claim seedling Tier 2 2026-07-25 · semiconductors, competition-for-the-market, industrial-organization, schumpeter, dynamic-capabilities
• The ICLE 'Moore's Law' white paper invokes the Red Queen only as Lewis Carroll's literary image, not as Van Valen's biological formalism
  claim seedling Tier 1 2026-07-25 · semiconductors, red-queen, van-valen, competition-for-the-market, rocks-law
• In systems neuroscience, a neural population's 'intrinsic dimension' is the minimal number of continuous latent variables needed to parametrize its activity manifold (Jazayeri & Ostojic 2021)
  claim seedling Tier 1 2026-07-25 · neural-manifolds, intrinsic-dimension, dimensionality, neuroscience
• Jones (2005): a rising 'burden of knowledge' forces narrower specialization and more collaborative invention
  claim seedling Tier 1 2026-07-25 · burden-of-knowledge, team-science, specialization, economics-of-innovation, credit-assignment
• Lakoff traces his political-framing work to Fillmore's frame semantics — not to Kahneman, Tversky, or the psychological framing-effect literature
  claim seedling Tier 1 2026-07-25 · framing, frame-semantics, cognitive-linguistics, george-lakoff, charles-fillmore
• The 'intrinsic dimension' behind LLM fine-tuning originates as the codimension of a solution set in weight space, measured by random-subspace training (Li et al. 2018)
  claim seedling Tier 1 2026-07-25 · dimensionality, intrinsic-dimension, fine-tuning, LoRA, objective-landscape
• Lovley's group originally proposed Geobacter's conductive nanowires were PilA-based type IV pili ('e-pili')
  claim seedling Tier 1 2026-07-25 · electromicrobiology, geobacter, microbial-nanowires, e-pili, extracellular-electron-transfer
• Malvankar's lab published the structural work overturning the Geobacter pili-nanowire model without Lovley as co-author
  claim seedling Tier 1 2026-07-25 · electromicrobiology, geobacter, microbial-nanowires, e-pili, scientific-controversy
• A site- and instrument-matched pQCT comparison finds bone loss comparable between 6-month spaceflight and 2-month bed rest, while muscle loss shows the expected ~2x under-run
  claim seedling Tier 1 2026-07-25 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, disuse-osteoporosis
• Aggregate validation loss follows a smooth power law while individual downstream tasks scale diversely — averaging obscures the per-task signal (Neural Neural Scaling Laws, 2026)
  claim seedling Tier 1 2026-07-25 · neural-scaling-laws, scaling-laws, averaging-artifact, deep-learning, downstream-tasks
• The Amicable Society's own 1811 mortality experience was the first data on assured lives available to actuaries, and it was more favourable than the Northampton table
  claim budding Tier 2 2026-07-25 · actuarial-history, insurance, institutional-history, mortality-tables, selection-effects
• The Amicable dividend question was declared unanswerable while the answer sat in an unopened installment of a source already in hand
  claim budding 2026-07-25 · verification, method, negative-findings, sourcing-provenance, actuarial-history
• The framing-research literature names psychology and linguistics among three largely independent interdisciplinary roots of the framing concept, blaming its 'conceptual obliqueness' on that split ancestry
  claim seedling Tier 2 2026-07-25 · framing, frame-semantics, prospect-theory, cognitive-linguistics, multiple-discovery
• The 2024 Journal of Business Ethics fresh-start study extends the effect to a new behavioral domain (consumer environmental donation) but keeps the unit of analysis on the individual consumer
  claim seedling Tier 1 2026-07-25 · fresh-start-effect, fresh-start-mindset, temporal-landmark, consumer-behavior, marketing
• Tversky & Kahneman's 1981 paper coining 'decision frame' cites no linguistic or sociological framing literature — its stated ancestry is decision theory, psychophysics, and Simon's bounded rationality
  claim seedling Tier 1 2026-07-25 · framing, prospect-theory, decision-theory, bounded-rationality, argument-from-silence
• Wuchty, Jones & Uzzi (2007): mean team size in science and engineering papers grew from about 1.9 to 3.5 authors between 1955 and 2000
  claim seedling Tier 1 2026-07-25 · team-science, burden-of-knowledge, sociology-of-science, quantitative-history, credit-assignment
• 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
  observation seedling Tier 1 2026-07-25 · cross-domain-bridge, cross-time-bridge, averaging-artifact, power-law, scaling-laws
• Burden-of-knowledge economics is the mechanism that bridges the vault's population-scaling cluster and its credit-compression cluster, one hop removed
  observation seedling Tier 1 2026-07-25 · cross-domain-bridge, sociology-of-science, credit-assignment, burden-of-knowledge, team-science
• 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
  observation seedling Tier 2 2026-07-25 · multiple-discovery, independent-convergence, framing, frame-semantics, prospect-theory
• 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
  observation seedling Tier 4 2026-07-25 · fresh-start-effect, temporal-landmark, organizational-behavior, collective-cognition, cross-domain-analogy
• 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
  observation seedling Tier 1 2026-07-25 · gradient-geometry, fisher-information, k-fac, natural-gradient, subspace-rank
• No located source performs a formal (statistical) test mapping semiconductor node-race competition onto Van Valen's constant-hazard extinction model
  observation seedling Tier 1 for the ICLE direct read; the negative literature-search component carries no numeric tier 2026-07-25 · semiconductors, red-queen, van-valen, rocks-law, cross-domain-bridge
• 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?
  capture promoted 2026-07-24 · baxter, ibm, att, antitrust, business-history
• Do the primary texts (Eldredge & Gould 1972, Mayr 1954) confirm the biological punctuated-equilibrium quotes and the 'derived from Mayr' framing the vault has recorded?
  capture promoted Tier 1 2026-07-24 · evolutionary-biology, speciation, ernst-mayr, punctuated-equilibrium, peripatric-speciation
• Does a primary or archival source confirm the Amicable Society split its fixed annual dividend fund among claimants proportional to shares held, rather than equally per claim?
  capture promoted 2026-07-24 · actuarial-history, insurance, institutional-history, mechanism, verification
• Capture: Does Anthropic's "On the Biology of a Large Language Model" say refusal circuitry activates primarily at sentence boundaries?
  capture promoted Tier 1 2026-07-24 · anthropic, interpretability, mechanistic-interpretability, circuit-tracing, refusal
• Does Benkard (2000) report the organizational-forgetting depreciation rate (~0.96 monthly, ~61% of experience surviving a year) that the L-1011 learning-reversal claim rests on?
  capture promoted Tier 1 2026-07-24 · economics, learning-curve, organizational-forgetting, aircraft-manufacturing, benkard
• Does Berger & Pope (2011) itself carry the 5.8–8.0 pp halftime-deficit figure and the loss-aversion attribution the vault recorded?
  capture promoted 2026-07-24 · behavioral-economics, loss-aversion, sports, reference-points, primary-source-verification
• DoD's 'Other Transactions' authority, not shared subject matter, is the real bridge between Nestor's neural chips and AC Gravity's antigravity grant
  capture promoted Tier 3 2026-07-24 · defense-funding, other-transactions-authority, darpa, antigravity, ai-winter
• 10 U.S.C. 2371 'Other Transactions' authority is DARPA's 1989-invented mechanism for funding work outside standard procurement or grant review
  claim budding 2026-07-24 · defense-funding, other-transactions-authority, darpa, procurement-law, ai-winter
• DIA's Advanced Aviation Threat Identification Program (AATIP) reportedly spent $22 million (2008-2012) partly funding antigravity and warp-drive theory reports
  claim seedling 2026-07-24 · defense-funding, aatip, antigravity, dia, fringe-science
• *United States v. AT&T* was not judicially dismissed until August 24, 1982 — seven months after the January 1982 settlement Baxter is said to have 'finalized' the same day as the IBM dismissal
  claim seedling Tier 2 2026-07-24 · computing-history, ibm, att, antitrust, business-history
• Benkard's (2000) L-1011 depreciation estimate implies far less organizational forgetting than the two prior studies his specification builds on
  claim seedling Tier 1 2026-07-24 · economics, learning-curve, organizational-forgetting, aircraft-manufacturing, benkard
• Benkard's (2000) headline 0.96 depreciation figure is the spillover-adjusted specification, not the simplest one
  claim seedling Tier 1 2026-07-24 · economics, learning-curve, organizational-forgetting, aircraft-manufacturing, benkard
• Berger & Pope also found a smaller NCAA halftime-deficit effect (2.1–2.5 percentage points) than the NBA's 5.8–8.0
  claim budding Tier 1 2026-07-24 · behavioral-economics, loss-aversion, sports, reference-points, berger-pope
• Berger & Pope's lab experiment found trailing subjects increased effort while leading subjects did not slack off, isolating loss aversion from winning-team complacency
  claim budding Tier 1 2026-07-24 · behavioral-economics, loss-aversion, reference-points, berger-pope, experiment
• In the BOMB jailbreak, sentence-boundary features delay an already-triggered refusal rather than cause it, and the paper flags the mechanism as not fully traced
  claim seedling Tier 1 2026-07-24 · interpretability, anthropic, attribution-graphs, mechanism, refusal
• Anthropic's biology-of-an-LLM report frames general refusal as a harmful-request-recognition feature chain, not sentence-structure detection
  claim seedling Tier 1 2026-07-24 · interpretability, anthropic, attribution-graphs, mechanism, refusal
• Physicist Hal Puthoff founded the CIA-initiated 1972 remote-viewing program (later DIA's Star Gate) and later authored a 2010 DIA-funded antigravity report, 38 years apart
  claim seedling Tier 1 2026-07-24 · fringe-science, defense-funding, remote-viewing, stargate, antigravity
• Alexandre-René Pignier, in a retirement memoir written after both men were dead, invented the fictional episode of a young Braille criticizing Barbier's system
  claim budding Tier 1 2026-07-24 · disability-history, tactile-technology, braille, myth-correction, citogenesis
• TIME's contemporaneous 1982 account attributes the '66 million pages' figure to private IBM spin-off antitrust suits, not to the government's own case — contradicting the standard retelling
  claim seedling Tier 3 2026-07-24 · computing-history, ibm, antitrust, unverified-quant, business-history
• Tontine Coffee-House's claim that the Amicable Society split dividends proportional to shares held carries no inline citation of its own
  claim seedling Tier 2 2026-07-24 · actuarial-history, insurance, institutional-history, sourcing-provenance, verification
• Cornelius Walford's 1885 history of life assurance is freely hosted by the Institute and Faculty of Actuaries, but its first installment ends before reaching the Amicable Society's 1706 founding
  claim seedling Tier 1 2026-07-24 · actuarial-history, insurance, institutional-history, sourcing-provenance, bibliographic
• DoD's Other Transactions authority -- not shared subject matter -- is the real, narrower bridge between Nestor Inc.'s neural chips and AC Gravity LLC's antigravity grant
  observation seedling 2026-07-24 · vault-bridge-confirmed, defense-funding, other-transactions-authority, ai-winter, antigravity
• Do primary Bank of England records confirm the 1694 issue / 1695 counterfeit / 1697 watermarked-paper timeline and the Sutton Courtenay mill?
  capture promoted Tier 1 (BoE Quarterly Bulletin, BoE Archive minute indexes, BoE Museum blog) / 3-4 (Old and New London / British History Online) 2026-07-23 · currency, banknotes, watermarks, bank-of-england, anti-counterfeiting
• Does Barlow's 1961 primary actually state the redundancy-reduction / factorial-code hypothesis as the vault attributes it?
  capture promoted Tier 1 2026-07-23 · neuroscience, efficient-coding, redundancy-reduction, horace-barlow, factorial-code
• Does Barnett's own data show computer manufacturing exhibiting Red Queen competitive dynamics, or is that only the publisher's framing?
  capture promoted 2026-07-23 · organizational-theory, red-queen, william-barnett, computer-industry, hard-disk-drive-industry
• Does the 'Statistics' section (~p.35) of Richards' 1896 Aluminium monograph contain the $2/lb-1889 and $0.5/lb-1894 figures Hanners attributes to it?
  capture promoted Tier 1 — see per-claim fields 2026-07-23 · economics, commodity-markets, aluminium, price-history, hall-heroult
• The PDZ/DCA short-vs-long-range pairing and the IB binning-artifact claim are an embedding false friend — false negative vs. false positive
  capture promoted 2026-07-23 · embedding-false-friend, cosine-similarity, direct-coupling-analysis, information-bottleneck, mutual-information
• Verify the Barbier 'night writing' myth-correction against a primary source, and confirm the Henri-1952 → Roblin transmission chain
  capture promoted 2026-07-23 · disability-history, tactile-technology, braille, myth-correction, citogenesis
• Attwell & Laughlin 2001: the primary grey-matter signaling energy-budget split
  capture promoted 2026-07-23 · neuroscience, brain-energy-budget, Attwell-Laughlin, action-potentials, synaptic-transmission
• The Amicable Society's 1706 rules charged every admitted member the same premium regardless of age, with no individual age-rating
  claim seedling 2026-07-23 · actuarial-history, insurance, institutional-history, mortality-tables, mechanism
• The Amicable Society pooled a fixed, pre-set annual dividend fund and divided it equally among the year's death-claims, not in proportion to shares held
  claim budding 2026-07-23 · actuarial-history, insurance, institutional-history, mortality-tables, mechanism
• The Amicable Society's 1706 rules screened membership by a coarse age band — admission capped at the top by 55 years — rather than individually rating risk
  claim seedling Tier 1 2026-07-23 · actuarial-history, insurance, institutional-history, mortality-tables, verification
• The AstroForge PGM paper reports the same hold-then-collapse shape under two different demand assumptions — constant demand in its back-of-envelope table, price-responsive demand in its full simulation
  claim seedling Tier 1 2026-07-23 · economics, commodity-markets, asteroid-mining, system-dynamics, price-dynamics
• The AstroForge PGM model's price-holds mechanism is a stated modeling assumption — the market price stays anchored to terrestrial supply cost as long as any terrestrial supply remains — not derived from an independent equilibrium argument
  claim seedling Tier 1 2026-07-23 · economics, commodity-markets, asteroid-mining, system-dynamics, price-dynamics
• The AstroForge PGM model structures supply into three cost tiers cleared through Vensim's FIND MARKET PRICE function, driven by a named reinforcing/balancing feedback-loop pair ("R1 Gold Rush" / "B2 Falling Price")
  claim seedling Tier 1 2026-07-23 · economics, commodity-markets, asteroid-mining, system-dynamics, vensim
• The Bank of England's own 1969 history does not corroborate a 1695 counterfeiting date, and a named secondary source dates the first forged note to 1758 instead
  claim seedling 2026-07-23 · currency, banknotes, watermarks, bank-of-england, anti-counterfeiting
• The Bank of England's earliest surviving banknote (1697) is a handwritten running-cash note, not evidence of watermarked paper in circulation that year
  claim seedling 2026-07-23 · currency, banknotes, watermarks, bank-of-england, source-verification
• The Bank of England's own history documents 1724 (Henry Portal) as its earliest named paper-supply contract, and no Tier 1–2 source names the Sutton Courtenay mill or Rice Watkins for a 1697 watermark
  claim seedling 2026-07-23 · currency, banknotes, watermarks, bank-of-england, papermaking
• In Direct Coupling Analysis, the strongest inferred couplings are only weakly influenced by phylogenetic bias — the confound concentrates in intermediate-strength couplings instead
  claim seedling Tier 1 2026-07-23 · direct-coupling-analysis, phylogenetic-bias, protein-coevolution, epistasis, regularization
• Robert Lucky's own 2006 first-person retrospective essay on inventing the adaptive equalizer exists but is paywalled, with no open-access copy found
  claim seedling Tier 4 2026-07-23 · adaptive-filtering, bell-labs, lucky, lms-algorithm, priority-and-independent-discovery
• Norman Hardy's own written account of Tymnet's origins independently confirms Ann Hardy did the Tymshare operating-system work
  claim seedling Tier 1 2026-07-23 · computer-history, credit-misattribution, tymshare, tymnet, ann-hardy
• Richards' 1896 'Statistics' table (p. 35) confirms Hanners' $2/lb-1889 and $0.50/lb-1894 aluminium price figures verbatim
  claim seedling Tier 1 2026-07-23 · economics, commodity-markets, aluminium, price-history, hall-heroult
• Richards' 1896 table's 1889–1894 aluminium prices are one continuous Pittsburgh series, not a stitched multi-source splice
  claim seedling Tier 1 2026-07-23 · economics, commodity-markets, aluminium, price-history, hall-heroult
• Richards' 1896 price table has no entry at all for 1884
  claim seedling Tier 1 2026-07-23 · economics, commodity-markets, aluminium, price-history, hall-heroult
• The DCA long-range epistasis gap and the IB compression-phase debate are both estimand-vs-estimator stories, but the gap lives in opposite places
  observation seedling Tier 1 2026-07-23 · direct-coupling-analysis, information-bottleneck, mutual-information, epistasis, estimand-vs-estimator
• Can the Atheist Bible's existence and scale be confirmed independently of Suchanek's own page — and does it cite any knowledge-graph or epistemics literature?
  capture promoted Tier 1 2026-07-22 · biography, knowledge-graph, secular-humanism, verification, epistemics
• Confirm AstroForge's extraction method and DeepSpace-2 mission date against a Tier 1–2 primary source
  capture promoted Tier 1 2026-07-22 · space-industry, asteroid-mining, company-profile, verification, primary-source
• Does Robert Lucky's own oral history or writing say whether he knew of Widrow-Hoff's 1960 LMS work before his 1965 equalizer paper? — his primary sources remain inaccessible; question stays unverified
  capture promoted 2026-07-22 · adaptive-filtering, bell-labs, widrow, lucky, lms-algorithm
• Does the AstroForge PGM system-dynamics model actually produce the 'price holds then collapses' shape, and under what assumptions?
  capture promoted Tier 1 2026-07-22 · economics, commodity-markets, asteroid-mining, system-dynamics, price-dynamics
• The PDZ/DCA long-range epistasis gap and the IB compression debate are both estimand-vs-estimator stories — but they resolve in opposite directions
  capture promoted Tier 1 2026-07-22 · direct-coupling-analysis, information-bottleneck, mutual-information, epistasis, estimand-vs-estimator
• How did the Amicable Society actually price life assurance — did it pool members without age-rating and split a fixed dividend among survivors?
  capture promoted 2026-07-22 · actuarial-history, insurance, institutional-history, mechanism, mortality-tables
• Verify Ann Hardy's authorship of the Tymshare SDS-940 OS and Norman Hardy's disclaimer against the primary oral-history transcript
  capture promoted 2026-07-22 · computer-history, credit-misattribution, tymshare, oral-history, gender-erasure
• AC Gravity LLC is confirmed by a live Alabama Secretary of State record to still be a registered, active business as of 2026
  claim budding Tier 1 2026-07-22 · defense-funding, antigravity, ning-li, ac-gravity-llc, verification
• A 2022 FOIA request for AC Gravity LLC's DoD antigravity-grant records was administratively closed without releasing any documents
  claim budding Tier 1 2026-07-22 · defense-funding, antigravity, ning-li, ac-gravity-llc, foia
• AstroForge's own December 2023 congressional testimony describes its general asteroid-mining mechanism as electromagnetic docking, laser ablation, mass-spectrometry separation, and magnetic collection
  claim budding Tier 1 2026-07-22 · space-industry, asteroid-mining, company-profile, verification, primary-source
• AstroForge's DeepSpace-2 mission is scheduled to launch in the fourth quarter of 2026, per the company's own official mission page
  claim budding Tier 1 2026-07-22 · space-industry, asteroid-mining, company-profile, verification, primary-source
• AstroForge's DeepSpace-2 mission carries no mining hardware — its payload is a camera-only flyby and characterization mission
  claim budding Tier 1 2026-07-22 · space-industry, asteroid-mining, company-profile, verification, primary-source
• The Atheist Bible footnotes Suchanek's own 2025 VANESSA paper on verifying deductive reasoning chains, in the same passage discussing formal logic
  claim seedling Tier 1 2026-07-22 · biography, knowledge-graph, secular-humanism, epistemics
• No independent (third-party) confirmation of the Atheist Bible's existence or scale has surfaced despite a genuine search
  claim seedling Tier 1 2026-07-22 · biography, knowledge-graph, secular-humanism, verification
• The Atheist Bible's Truth chapter cites Judea Pearl, Diderik Batens, and Gregory Chaitin on causality, formal logic, and compression
  claim seedling Tier 1 2026-07-22 · biography, knowledge-graph, secular-humanism, epistemics
• Birdal et al.'s persistent-homology-dimension estimator subsamples training iterates uniformly at random, not by any structural covariate
  claim seedling Tier 1 2026-07-22 · persistent-homology, topological-data-analysis, sampling-artifact, generalization, neural-networks
• Chazal et al. (2014) prove subsampled persistence-diagram estimators are stable under noise and outliers — not under selection by a structural covariate
  claim seedling Tier 1 2026-07-22 · persistent-homology, topological-data-analysis, subsampling, sampling-artifact, statistics
• The chess piece now called 'bishop' was renamed in each receiving culture for what its shape locally resembled, not for the elephant it originally depicted
  claim seedling Tier 4 2026-07-22 · history-of-games, chess, etymology, transmission-of-knowledge, translation-history
• Gutiérrez-Fandiño et al.'s persistence-diagram-distance method subsamples nothing — it builds the simplicial complex from every neuron and connection
  claim seedling Tier 1 2026-07-22 · persistent-homology, topological-data-analysis, sampling-artifact, generalization, validation-set-free
• Early-20th-century harpsichord "revival" instruments borrowed piano-derived metal-frame construction
  claim seedling Tier 2 2026-07-22 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• Historically-informed light construction displaced piano-frame construction as the dominant harpsichord-building paradigm by the late 20th century
  claim seedling Tier 4 2026-07-22 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• Frank Hubbard and William Dowd founded a 1949 Boston workshop to rebuild harpsichords on historical rather than piano-derived principles
  claim seedling Tier 2 2026-07-22 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• Wanda Landowska's Pleyel "Grand Modèle de Concert" is the exemplar instrument of the piano-frame harpsichord-revival paradigm
  claim seedling Tier 3 2026-07-22 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• Mamluk playing-card suits were renamed twice in succession along their transmission route, each time for local resemblance: Chinese coins misread as polo-sticks, then polo-sticks misread as batons
  claim seedling Tier 4 2026-07-22 · history-of-games, playing-cards, etymology, transmission-of-knowledge, translation-history
• Richards' own 1896 preface gives $12/lb (~1885) falling to $0.50/lb (late 1895) — a different pair of figures than the popular $16/1884-to-$0.5/1894 sequence
  claim seedling Tier 1 2026-07-22 · economics, commodity-markets, aluminium, price-history, hall-heroult
• Skrabec and Lockwood give contradictory 1884 aluminium-vs-silver price relationships for the same event
  claim seedling Tier 2 2026-07-22 · economics, commodity-markets, aluminium, price-history, hall-heroult
• Stolz (2023) shows the two standard TDA landmark-selection rules trade density bias for noise sensitivity, neither addressing structural-selection robustness
  claim seedling Tier 1 2026-07-22 · persistent-homology, topological-data-analysis, subsampling, sampling-artifact, methodology
• US Patent 9,881,276 B2 tracks a warehouse worker's hand by ultrasonic time-of-arrival and feeds back through the same wristband
  claim seedling Tier 1 2026-07-22 · wearables, labor-surveillance, patents, uspto, taylorism
• US Patent 9,881,277 B2 tracks a warehouse worker's hand by RF time-of-flight and adds haptic feedback plus gesture sensing
  claim budding Tier 1 2026-07-22 · wearables, labor-surveillance, patents, uspto, taylorism
• USGS's official historical aluminium price series has no data for 1884, 1888–1894 — the exact years the popular price-collapse figures depend on
  claim seedling Tier 1 2026-07-22 · economics, commodity-markets, aluminium, price-history, hall-heroult
• Wikipedia's Hall-Héroult aluminium price sequence splices two unrelated secondary sources, not one continuous series
  claim seedling Tier 4 2026-07-22 · economics, commodity-markets, aluminium, price-history, sourcing
• Neither founding neural-network persistent-homology generalization paper documents, tests, or rules out a hub-selection-style artifact — absent by design in both, not proven absent in general
  observation seedling Tier 1 2026-07-22 · persistent-homology, topological-data-analysis, sampling-artifact, generalization, methodology
• Can the AC Gravity LLC $448,970 DoD grant and 'never published' status be confirmed from primary records?
  capture promoted 2026-07-21 · defense-funding, antigravity, ning-li, ac-gravity-llc, foia
• Capture: Amazon's worker-tracking wristband patent numbers and mechanism, confirmed against the USPTO primary
  capture promoted Tier 1 2026-07-21 · wearables, labor-surveillance, patents, uspto, taylorism
• Did Gowers-era 'occupational neurosis' terminology actually get repetitive-strain injury reclassified as psychological, colliding with Freud's contemporaneous 'neurosis'?
  capture promoted 2026-07-21 · history-of-medicine, occupational-health, neurosis, freud, gowers
• Do persistent-homology-based neural-network generalization diagnostics share the Byzantine trade-network study's hub-selection / sampling-artifact vulnerability?
  capture promoted 2026-07-21 · persistent-homology, topological-data-analysis, sampling-artifact, generalization, methodology
• Does 'knowledge crosses continents by getting renamed for what it locally resembles' recur across the vault's transmission chains — enough for an MOC?
  capture promoted 2026-07-21 · transmission-of-knowledge, translation-history, etymology, pattern-watch, moc-candidate
• What primary source supports the Hall-Héroult era aluminium price figures ($16/lb 1884 → $2/lb 1889 → $0.5/lb 1894)?
  capture promoted Tier mixed — see per-claim fields 2026-07-21 · economics, commodity-markets, aluminium, price-history, sourcing
• OWASP's AISVS 1.0 names no TOCTOU, race-condition, atomicity, or lost-update terminology anywhere in its text
  claim budding Tier 1 2026-07-21 · ai-agent-security, toctou, owasp, aisvs, race-conditions
• AISVS's closest analog to a check-then-act mitigation re-checks authorization policy, not world state — narrower than TOCTOU or lost-update
  claim budding Tier 1 2026-07-21 · ai-agent-security, toctou, owasp, aisvs, race-conditions
• Bollen reports contributing a named TOCTOU/atomicity requirement to AISVS that does not appear in the released v1.0 text [unverified-mechanism]
  claim seedling Tier 3 2026-07-21 · ai-agent-security, toctou, owasp, aisvs, race-conditions
• Boyer-Kassem et al.'s conclusion names a scope-limited retreat and an untested POVM fix as the quantum-like program's remaining escape routes
  claim seedling Tier 1 2026-07-21 · quantum-cognition, conjunction-fallacy, scope-limit, povm, falsifiability
• Boyer-Kassem et al.'s conjunction-fallacy refutation rejects both the non-degenerate and the general (degenerate) class of quantum-like models
  claim seedling Tier 1 2026-07-21 · quantum-cognition, conjunction-fallacy, scope-limit, falsifiability
• Christlein and Weichselbaumer's HAVI-funded project builds AI-assisted handwriting recognition for Gabelsberger shorthand, targeting manuscripts by Gödel, Schrödinger, Carl Schmitt, Kästner, and Cardinal Faulhaber
  claim seedling Tier 2 2026-07-21 · gabelsberger-shorthand, havi, kurt-godel, handwriting-recognition, ai-humanities
• Boyer-Kassem et al. argue their result rules out any order-effect-based account of the conjunction fallacy, quantum or classical
  claim seedling Tier 1 2026-07-21 · quantum-cognition, conjunction-fallacy, scope-limit, order-effects, falsifiability
• The CRAAP test, a library-science source-evaluation framework, splits 'Authority' (the source) from 'Accuracy' (the content) along the same line as the reliability/credibility axis
  claim seedling Tier 3 2026-07-21 · vault-design, source-tiers, epistemics, CRAAP-test, cross-domain-bridge
• Kurt Gödel's private 'Max Phil' philosophical notebooks were written entirely in Gabelsberger shorthand and are still being transcribed decades after his death
  claim seedling Tier 3 2026-07-21 · kurt-godel, gabelsberger-shorthand, max-phil, philosophy, handwriting-recognition
• Evidence-based medicine's GRADE framework independently splits quality of evidence from strength of recommendation, calling their fusion a source of confusion
  claim seedling Tier 1 2026-07-21 · vault-design, source-tiers, epistemics, GRADE, cross-domain-bridge
• Graham & Dezhina's Science in the New Russia (2008) is a real scholarly work, but its 'elite left first' argument is known to the vault only through Pronskikh's paraphrase
  claim seedling Tier 4 2026-07-21 · history-of-science, sociology-of-science, soviet-science, migration, labor-markets
• Schmidt Sciences' HAVI awarded $11M across 23 humanities-AI teams in December 2025, including an Oxford-based Vesuvius Challenge follow-on
  claim seedling Tier 1 2026-07-21 · havi, schmidt-sciences, brent-seales, ai-humanities, funding
• Kelly et al. (2025), after reviewing evidence that raters can't keep reliability and credibility apart, point to a richer joint matrix rather than collapsing the two axes
  claim seedling Tier 1 2026-07-21 · vault-design, source-tiers, epistemics, intelligence-tradecraft, admiralty-code
• Lucky's 1965 Bell Labs equalizer paper cites no Widrow-Hoff work in its four-entry bibliography
  claim seedling Tier 1 2026-07-21 · adaptive-filtering, bell-labs, widrow, lucky, argument-from-silence
• The evidence favors Lucky's 1965 equalizer as an independent invention from Widrow-Hoff LMS, but the case rests entirely on Widrow's side — Lucky's own account of awareness is still unobtained
  claim seedling Tier 1 2026-07-21 · adaptive-filtering, bell-labs, widrow, lucky, lms-algorithm
• A search for practitioner commentary on the Admiralty Code found writers arguing to keep reliability and credibility separate, and none arguing to merge them
  observation seedling Tier 3 2026-07-21 · vault-design, source-tiers, epistemics, intelligence-tradecraft, admiralty-code
• No published rebuttal of Boyer-Kassem et al.'s conjunction-fallacy refutation was located; the nearest technical follow-up (Lebedev & Khrennikov) targets a different question
  claim seedling Tier 1 2026-07-21 · quantum-cognition, conjunction-fallacy, povm, absence-of-evidence, search-negative
• Pronskikh's rebuttal targets Graham & Dezhina's 'elite left first' account, but his own evidence for 'comparable ability' is aggregate, not an individual ability-outcome linkage
  claim seedling Tier 1 2026-07-21 · history-of-science, sociology-of-science, soviet-science, migration, labor-markets
• Widrow's own retrospectives describe Lucky's Bell Labs equalizer as an independently developed, different algorithm, with LMS entering Bell Labs' adaptive-modem work only afterward
  claim seedling Tier 1 2026-07-21 · adaptive-filtering, bell-labs, widrow, lucky, lms-algorithm
• Schmidt Sciences' HAVI extends Brent Seales's AI-decipherment lineage from carbonized scrolls to illegible shorthand — different obstacle, same underlying move
  observation seedling Tier 1 2026-07-21 · havi, brent-seales, gabelsberger-shorthand, virtual-unwrapping, kurt-godel
• Does Siggia et al.'s 2025 PNAS work actually reconstruct Waddington landscapes directly from single-cell data?
  capture promoted 2026-07-20 · waddington-landscape, single-cell-rna-seq, developmental-biology, dynamical-systems, fokker-planck
• Does Skinner's 'mythology of prolepsis' (1969) name the error side of the vault's back-projection misattributions?
  capture promoted 2026-07-20 · historiography, quentin-skinner, prolepsis, anachronism, whig-history
• Seed bridge (ML/AD-unaware <-> En-Gedi) is already a twice-logged embedding false friend — no new capture written
  capture promoted Tier 1 2026-07-20 · embeddings, cosine-similarity, embedding-false-friend, en-gedi, virtual-unwrapping
• Kurt Gödel's private notebooks were written in a nearly-extinct German shorthand — now an AI-decipherment target under the same institute Brent Seales built after virtual unwrapping
  capture promoted Tier 2 2026-07-20 · havi, brent-seales, kurt-godel, gabelsberger, shorthand
• Is Pronskikh's 'structural, not talent' account of the Soviet émigré career premium corroborated beyond his single 2026 preprint, and does it actually defeat the 'elite left first' account?
  capture promoted Tier mixed 1-4, see individual claims 2026-07-20 · history-of-science, sociology-of-science, soviet-science, migration, labor-markets
• Is resource-rational analysis (Lieder & Griffiths) the tightest convergence point of Werbos's approximate dynamic programming and Anderson's rational analysis?
  capture promoted Tier 1 2026-07-20 · resource-rationality, rational-analysis, anderson, lieder-griffiths, bounded-optimality
• Should the vault's single source_tier field split into two axes — source reliability separate from claim credibility — the way intelligence doctrine and RAG both do?
  capture promoted 2026-07-20 · vault-design, source-tiers, provenance, epistemics, meta
• Sourcing the 20th-century harpsichord-revival craft history: piano-frame construction reversed toward Baroque light construction
  capture promoted 2026-07-20 · musical-instruments, harpsichord, craft-history, historically-informed-performance, 20th-century
• The founding deep-network critical-period paper's Fisher-Information signal does not correlate with the Information Bottleneck's compression signal
  claim seedling Tier 1 2026-07-20 · information-bottleneck, information-plasticity, critical-periods, fisher-information, tishby
• The only text of Dreyfus 1973 reachable this session is a triangulated abstract, and it contains no explicit controllers-as-weights language
  claim seedling Tier 2 for the access-status finding (Semantic Scholar / Unpaywall); [unverified-mechanism — needs primary] for anything about the paper's actual content, since the abstract above is triangulated via aggregator metadata and search-snippet matching, never directly fetched from the IEEE Xplore record itself 2026-07-20 · dreyfus, schmidhuber, backpropagation, optimal-control, history-of-ml
• Hobsbawm & Ranger's "invented tradition" (1983) is the nearest existing academic term to the vault's deep-lineage-myth pattern, but it names fabricated ritual continuity, not misattributed technical credit
  claim seedling Tier 1 2026-07-20 · historiography, myth-correction, invented-tradition, hobsbawm, ritual
• The measured 'compression' in Information-Bottleneck experiments may be a binning-estimator artifact, not a real change in mutual information
  claim seedling Tier 1 2026-07-20 · information-bottleneck, compression-phase, mutual-information, measurement-artifact, deep-learning
• The Information Bottleneck's compression phase is nonlinearity-dependent, not a universal law of deep-network training
  claim seedling 2026-07-20 · information-bottleneck, tishby, saxe, compression-phase, deep-learning
• Lemley's "The Myth of the Sole Inventor" (2012) documents the canonical lone-genius invention story as false, with near-simultaneous independent invention as the textbook norm
  claim seedling Tier 1 2026-07-20 · historiography, myth-correction, multiple-discovery, invention-history, patent-law
• Nat Friedman funded the Vesuvius Challenge out of a pandemic-era personal curiosity about ancient Rome, not a calculated AI-industry strategy
  claim seedling Tier 3 2026-07-20 · vesuvius-challenge, nat-friedman, daniel-gross, en-gedi, brent-seales
• Schmidhuber's 'controllers-as-weights' framing for Dreyfus 1973 is confirmed only in Schmidhuber's own words, on two of his own venues
  claim seedling Tier 1 2026-07-20 · dreyfus, schmidhuber, backpropagation, optimal-control, history-of-ml
• Seales's 2016 En-Gedi Scroll paper explicitly cites and characterizes Mocella et al.'s rival phase-contrast-tomography claim
  claim seedling Tier 1 2026-07-20 · virtual-unwrapping, en-gedi, brent-seales, mocella, herculaneum
• StereoMath (2024) cites Raman's Emacspeak — never AsTeR — and only as generic sonification prior art, not for the pitch mapping
  claim seedling Tier 1 2026-07-20 · accessibility, blind-mathematicians, sonification, auditory-display, math-notation
• StereoMath (2024) presents its pitch-for-vertical-position mapping as an uncited, novel contribution
  claim seedling Tier 1 2026-07-20 · accessibility, blind-mathematicians, sonification, auditory-display, math-notation
• The vault's cosine-0.75 pairing between the ML/AD mutual-unawareness claim and the En-Gedi virtual-unwrapping claim is an embedding false friend — shared temporal-arc vocabulary, not shared phenomenon
  observation seedling Tier 1 2026-07-20 · embeddings, cosine-similarity, embedding-false-friend, en-gedi, virtual-unwrapping
• Seales/Mocella is a third pole on the vault's multiple-discovery axis: acknowledged, citation-based convergence — never independent, never forgotten
  observation seedling 2026-07-20 · multiple-discovery, historiography, priority, virtual-unwrapping, en-gedi
• Does Dreyfus's 1973 'time-lag optimal control' paper actually contain the controllers-as-weights backprop step Schmidhuber attributes to it?
  capture promoted Tier mixed — see per-claim fields 2026-07-19 · dreyfus, schmidhuber, backpropagation, optimal-control, history-of-ml
• Does StereoMath (2024) cite AsTeR/Emacspeak for the pitch-encodes-vertical-position mapping, or present it as novel? (rediscovery vs. acknowledged lineage)
  capture promoted Tier 1 2026-07-19 · accessibility, blind-mathematicians, sonification, auditory-display, math-notation
• Does the Information Bottleneck ('learning is forgetting') actually explain deep-network critical periods, and is its compression phase even universal?
  capture promoted 2026-07-19 · information-bottleneck, critical-periods, tishby, saxe, information-plasticity
• The En-Gedi/backprop resemblance is superficial — virtual unwrapping's history is acknowledged convergence, not mutual unawareness, and the vault already has the axis to place it on
  capture promoted Tier 1 2026-07-19 · multiple-discovery, historiography, virtual-unwrapping, automatic-differentiation, backpropagation
• Capture: Is the conjunction-fallacy failure of quantum-like models a fatal flaw or a scope limit?
  capture promoted 2026-07-19 · quantum-cognition, conjunction-fallacy, scope-limit, falsifiability, order-effects
• Is the 'low-dimensional subspace that constrains adaptation' one shared mathematical object across neural manifolds and LLM intrinsic dimension — or three analogies that share a shape?
  capture promoted 2026-07-19 · neural-manifolds, intrinsic-dimension, dimensionality, fine-tuning, LoRA
• Were Lucky's (Bell Labs) and Widrow's (Stanford) adaptive-filter groups aware of each other in the mid-1960s, or did they converge independently?
  capture promoted 2026-07-19 · adaptive-filtering, bell-labs, widrow, lms-algorithm, signal-processing
• Does a duration- and site-matched study confirm that head-down bed rest under-runs spaceflight BMD loss, not just turnover markers?
  capture promoted Tier 1 2026-07-18 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, disuse-osteoporosis
• Does OWASP's AISVS formally codify agent-TOCTOU, and does it distinguish it from database 'lost update'?
  capture promoted 2026-07-18 · ai-agent-security, toctou, owasp, aisvs, race-conditions
• Does the 'deep-lineage myth displacing contingent truth' shape recur across enough vault domains to warrant a myth-correction-as-historiography MOC?
  capture promoted Tier 1 2026-07-18 · historiography, myth-correction, citogenesis, moc-candidate, pattern-watch
• The ML/AD-unaware <-> En-Gedi cosine-0.75 pairing is another embedding false friend
  capture promoted Tier 1 2026-07-18 · embeddings, cosine-similarity, embedding-false-friend, en-gedi, virtual-unwrapping
• Nat Friedman funded the Vesuvius Challenge after a pandemic Wikipedia rabbit hole into ancient Rome, not a calculated AI play
  capture promoted Tier 3 2026-07-18 · vesuvius-challenge, nat-friedman, daniel-gross, en-gedi, virtual-unwrapping
• The authors of the founding deep-network critical-period paper explicitly declined to claim their network is a valid model of neurobiological information processing
  claim seedling Tier 1 2026-07-18 · critical-periods, deep-learning, neuroscience, epistemics, backpropagation-gap
• Pre-training acts as an implicit compressor of the average NLP task — Aghajanyan et al.'s proposed mechanism for why larger, better-pretrained models have lower intrinsic dimension
  claim seedling Tier 1 2026-07-18 · dimensionality, fine-tuning, intrinsic-dimension, pre-training, compression
• Widely used AI-text detectors misclassify non-native English writing as AI-generated at high rates, undermining attempts to re-verify human effort
  claim seedling Tier 1 2026-07-18 · generative-ai, ai-text-detection, credentials, higher-education, technical-mechanism
• Amari's 1977 neural-field paper is rooted in the reaction-diffusion morphogenesis literature, citing Turing (1952) as motivation and Maginu (1975) on stability
  claim seedling Tier 1 2026-07-18 · amari, neural-field, lateral-inhibition, turing-patterns, reaction-diffusion
• ASML's cumulative EUV lithography shipments grew far too slowly to satisfy Sahal's identity's exponential-production precondition
  claim seedling Tier 1 2026-07-18 · semiconductor-economics, wrights-law, moores-law, euv, asml
• T.V. Raman's AsTeR (1994) rendered mathematical structure as pitched, spatial audio — raising the voice for superscripts and receding nested subexpressions into audio 'distance'
  claim seedling Tier 1 2026-07-18 · accessibility, blind-mathematicians, sonification, auditory-display, math-notation
• Barlow & Levick's 1965 divisive-inhibition model of retinal direction selectivity waited about 46 years for the 2011 connectomic wiring diagram that confirmed it
  claim seedling Tier 2 2026-07-18 · neuroscience, systems-neuroscience, direction-selectivity, retina, connectomics
• Bravi et al. apply Direct Coupling Analysis to an evolved allosteric elastic-network ensemble cast as a synthetic protein alignment
  claim seedling Tier 1 2026-07-18 · allostery, direct-coupling-analysis, protein-coevolution, elastic-networks, epistasis
• The allosteric networks in Bravi et al.'s DCA study are evolved by Monte-Carlo optimization, not trained by coupled learning
  claim seedling Tier 1 2026-07-18 · physical-learning, coupled-learning, allostery, elastic-networks, evolutionary-optimization
• Two independent sessions and eleven distinct access routes into Brooks's Flesh and Machines (2002) all fail, pointing to a structural barrier rather than a search gap
  observation seedling Tier 1 2026-07-18 · brooks, flesh-and-machines, dreyfus, primary-source-verification, source-availability
• Catastrophic forgetting is a structure-dependent regime, not a universal property of neural networks
  claim budding Tier 1 2026-07-18 · catastrophic-forgetting, continual-learning, connectionism, forgetting-curve, representational-overlap
• ChatGPT's release measurably cut Upwork freelance writers' job counts and pay within months
  claim seedling Tier 1 2026-07-18 · economics, generative-ai, freelance-labor, labor-economics, demonetization
• Four documented cases of circuit theory preceding its anatomy cannot be distinguished from survivorship bias, because no survey counts the denominator of all proposed circuit theories
  observation seedling Tier 2 2026-07-18 · neuroscience, systems-neuroscience, theory-confirmation-lag, delayed-vindication, survivorship-bias
• Direct Coupling Analysis predicts point-mutation costs accurately but is a poor generative model of allosteric fitness
  claim seedling Tier 1 2026-07-18 · direct-coupling-analysis, generative-models, epistasis, allostery, protein-coevolution
• Direct Coupling Analysis captures short-range but substantially underestimates long-range epistasis in allosteric materials
  claim seedling Tier 1 2026-07-18 · direct-coupling-analysis, epistasis, allostery, protein-coevolution, elastic-networks
• Ermentrout and Cowan (1979) applied bifurcation and group theory to neural-field equations to explain visual hallucination patterns — a neuroscience target, not morphogenesis
  claim seedling Tier 1 2026-07-18 · neural-field, wilson-cowan, ermentrout-cowan, bifurcation, turing-patterns
• The experience curve originates in an 1899 psychology study of telegraph operators — whose learning curve had plateaus that Wright's 1936 industrial law smoothed away
  claim seedling Tier 1 2026-07-18 · learning-curve, experience-curve, wrights-law, history-of-psychology, telegraphy
• Fossil trait-sequence studies like Hunt (2007) test only punctuated equilibrium's stasis-prevalence claim, not its separate claim that morphological change concentrates at speciation
  claim seedling Tier 1 2026-07-18 · evolutionary-biology, punctuated-equilibrium, stasis, cladogenesis, gene-hunt
• The founding deep-network critical-period paper validated its timing against animal data only, stating human clinical data was too sparse to regress a comparable curve
  claim seedling Tier 1 2026-07-18 · critical-periods, deep-learning, amblyopia, neuroscience, loop-closure
• Fujitsu's bid for 80 percent of Fairchild Semiconductor exposed that pre-1988 CFIUS was merely advisory, forcing its review under the Hart-Scott-Rodino Act instead of a national-security veto
  claim seedling Tier 2 2026-07-18 · cfius, exon-florio, semiconductors, cold-war, japan-panic
• Generative AI availability during coursework compresses university grade distributions, eroding grades' value as a hiring signal
  claim seedling Tier 1 2026-07-18 · economics, generative-ai, higher-education, credentials, signaling-theory
• Google Books' working full-text index for Flesh and Machines returns zero matches for 'Dreyfus' and 'Heidegger' — an inconclusive indexing gap, not evidence the credit-quote is absent
  observation seedling Tier 1 for the fact that these exact Google Books search results were returned this session (directly observed); 3 for Kurzweil's corroboration 2026-07-18 · brooks, dreyfus, flesh-and-machines, quote-verification, argument-from-silence
• Graham & Marchick (2006) independently corroborate the Fujitsu–Fairchild bid, not Toshiba-Kongsberg, as the trigger for the Exon-Florio Amendment
  claim seedling Tier 2 2026-07-18 · cfius, exon-florio, semiconductors, cold-war, japan-panic
• Graham & Marchick's 2006 legislative history of Exon-Florio never mentions Toshiba-Kongsberg — a second independent silence on the 'wrong villain' narrative
  claim seedling Tier 2 2026-07-18 · cfius, exon-florio, argument-from-silence, myth-ledger-candidate
• The simple Hotelling model's rising-price prediction is frequently rejected by empirical tests of real commodity data
  claim seedling Tier 1 2026-07-18 · economics, resource-economics, hotelling-rule, empirical-testing, commodity-markets
• Hotelling's rule predicts a price shape structurally distinct from both the vault's hold-then-collapse and monotonic-decline commodity shapes
  claim seedling Tier 1 2026-07-18 · economics, resource-economics, hotelling-rule, commodity-markets, price-dynamics
• Hotelling's rule (the r-percent rule) predicts an exhaustible resource's shadow price rises at the rate of interest
  claim seedling Tier 1 2026-07-18 · economics, resource-economics, hotelling-rule, value-theory, price-dynamics
• LoRA shows GPT-3 175B's fine-tuning weight update has intrinsic rank as low as 1 or 2, extending the falling-intrinsic-dimension trend two orders of magnitude past Aghajanyan et al.'s test range
  claim seedling Tier 1 2026-07-18 · dimensionality, fine-tuning, intrinsic-dimension, LoRA, scaling
• Hunt (2007) found directional evolution the best-supported model in only 5% of ~250 fossil trait sequences, with the remainder split near-evenly between stasis and random walk
  claim seedling Tier 1 2026-07-18 · evolutionary-biology, punctuated-equilibrium, stasis, quantitative-paleobiology, gene-hunt
• Hunt (2007) framed the rarity of directional evolution as corroborating punctuated equilibrium's claim about phyletic gradualism, not as narrowing it
  claim seedling Tier 1 2026-07-18 · evolutionary-biology, punctuated-equilibrium, stasis, gene-hunt, phyletic-gradualism
• Hunt, Voje & Liow's 2025 review of the aggregate quantitative record finds stasis common (~34–38% of cases) but not the dominant within-lineage mode, offering only partial support for punctuated equilibrium's strong claim
  claim seedling Tier 1 2026-07-18 · evolutionary-biology, punctuated-equilibrium, stasis, quantitative-paleobiology, gene-hunt
• In Inertia-1, data scale is a more reliable lever for downstream transfer than model size
  claim seedling Tier 1 2026-07-18 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• Inertia-1 pretraining buys robustness to downsampling for activity recognition but not disease prediction
  claim seedling Tier 1 2026-07-18 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• No single pretraining objective dominates across Inertia-1's task families
  claim seedling Tier 1 2026-07-18 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• No single window length is optimal across Inertia-1's task families
  claim seedling Tier 1 2026-07-18 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• Self-supervised pretraining beats supervised training from scratch in Inertia-1, and the margin widens from activity recognition to gait to disease prediction
  claim seedling Tier 1 2026-07-18 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• Triaxial accelerometer input consistently beats vector-magnitude input across Inertia-1's task families
  claim seedling Tier 1 2026-07-18 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• Kline's MNIST drop-8 protocol is a single-task representational drift, not a disjoint sequential-task switch
  claim seedling Tier 1 2026-07-18 · catastrophic-forgetting, continual-learning, forgetting-curve, mnist, neuro-AI-parallel
• A structural model shows LLMs collapsing the cost of writing as a hiring signal makes labor markets measurably less meritocratic
  claim seedling Tier 1 2026-07-18 · economics, generative-ai, costly-signaling, labor-economics, freelance-labor
• The cerebellar long-term-depression rule Ito (1970) proposed — extending Marr's (1969) cerebellar model but flipping its synaptic sign from potentiation to depression — was confirmed by Ito's own lab in 1982, a shorter, same-scientist variant of the theory-precedes-anatomy shape
  claim seedling Tier 2 2026-07-18 · neuroscience, systems-neuroscience, cerebellum, long-term-depression, motor-learning
• No application of Amari's 1977 neural-field model to developmental-biology morphogenesis has been found; neural-field theory's applications literature runs through neuroscience
  claim seedling Tier 1 2026-07-18 · amari, neural-field, morphogenesis, reaction-diffusion, developmental-biology
• As of mid-2026 no deep-network critical-period model has been shown to quantitatively match a human critical-period window — the biology→DL→clinic loop remains open
  claim seedling Tier 1 2026-07-18 · critical-periods, deep-learning, amblyopia, neuroscience, loop-closure
• Nordhaus argues the learning-curve coefficient is statistically unidentified and biased upward — a zero-learning process still fits a coefficient of 0.2
  claim seedling Tier 1 2026-07-18 · economics, learning-curve, experience-curve, wrights-law, econometrics
• Organizational forgetting can run the learning curve backwards: on the Lockheed L-1011, unit costs rose when production slowed
  claim budding Tier 1 2026-07-18 · economics, learning-curve, experience-curve, organizational-forgetting, aircraft-manufacturing
• In the PDZ domain, DCA-inferred couplings correlate with measured epistasis more strongly at short range (ρ=0.69) than long range (ρ=0.48)
  claim seedling Tier 1 2026-07-18 · direct-coupling-analysis, epistasis, protein-coevolution, pdz-domain, deep-mutational-scanning
• Fine-tuning GPT-3.5 Turbo on just 10 adversarial examples, for under $0.20, jailbreaks its safety guardrails
  claim seedling Tier 1 2026-07-18 · safety-alignment, fine-tuning, jailbreak, large-language-models, fine-tuning-api-risk
• Whether a network forgets catastrophically or gracefully is governed by representational overlap, not by an intrinsic property of backpropagation
  claim seedling Tier 1 2026-07-18 · catastrophic-forgetting, representational-overlap, distributed-representations, sparse-coding, continual-learning
• Different similarity measures can reverse which neural representations count as most alike, with no settled basis for choosing among them
  claim budding Tier 1 2026-07-18 · representational-similarity, rsa, similarity-measures, neural-representation, underdetermination
• StereoMath (2024) maps an equation's on-screen position to stereo pan and pitch and replaces spoken parentheses with musical earcons
  claim seedling Tier 1 2026-07-18 · accessibility, blind-mathematicians, sonification, auditory-display, math-notation
• Larger LLMs' higher-dimensional activation spaces are associated with more exploitable linear safety structure, not less — a distinct dimensionality from fine-tuning's weight-space intrinsic dimension
  claim seedling Tier 1 2026-07-18 · dimensionality, safety-alignment, jailbreak, linear-representation-hypothesis, activation-engineering
• When evidence underdetermines theory choice, philosophy of science names the missing ingredient extra-evidential criteria, not more data
  claim budding Tier 2 2026-07-18 · underdetermination, philosophy-of-science, theory-choice, arbitration, epistemics
• The Wilson–Cowan and Amari neural-field formulations describe the same mathematical object from two perspectives
  claim seedling Tier 1 2026-07-18 · amari, neural-field, wilson-cowan, mathematical-neuroscience, history-of-ml
• Safety alignment lies in a low-rank intrinsic subspace of the gradient — the same low-dimensional structure that makes it cheap to attack via fine-tuning also makes it cheap to repair, regardless of model size
  claim seedling Tier 1 2026-07-18 · dimensionality, safety-alignment, fine-tuning, jailbreak, intrinsic-dimension
• The accessibility layer for doing mathematics without sight has been built largely by blind researchers themselves, not by the proof-assistant, LaTeX, or notation toolmakers
  observation seedling Tier 1 2026-07-18 · accessibility, blind-mathematicians, sonification, assistive-technology, co-design
• Math sonification arrived at 'pitch encodes vertical position' at least twice, thirty years apart — AsTeR (1994) and StereoMath (2024), each built by musicians working on blindness
  observation seedling Tier 1 2026-07-18 · accessibility, sonification, auditory-display, computer-music, cross-time-bridge
• Did Lakoff & Johnson's frame semantics and Kahneman & Tversky's 'framing effect' develop with any cross-influence, or are they genuinely independent traditions that converged on the same word?
  capture promoted 2026-07-17 · framing, frame-semantics, cognitive-linguistics, prospect-theory, multiple-discovery
• Which wearable-pretraining design choices actually win in the Inertia-1 sweep, and by how much?
  capture promoted Tier 1 2026-07-17 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• Why does the intrinsic dimension of fine-tuning fall as models get larger — and does that make bigger models geometrically safer to adapt?
  capture promoted Tier 1 2026-07-17 · dimensionality, fine-tuning, intrinsic-dimension, scaling, LoRA
• Are Geobacter's conductive 'nanowires' protein pili or stacked cytochromes — and did Malvankar break from Lovley's pili model?
  capture promoted Tier 1 2026-07-16 · geobacter, microbial-nanowires, cytochrome, e-pili, extracellular-electron-transfer
• Does Brooks's Flesh and Machines (2002), p.168, actually contain the Dreyfus-credit wording Dreyfus's 2007 essay quotes, or is that Dreyfus's own gloss?
  capture promoted 2026-07-16 · brooks, dreyfus, subsumption, robotics, embodied-cognition
• Does Gene Hunt's 2007 survey of ~250 fossil lineages narrow the strong punctuated-equilibrium claim?
  capture promoted Tier 1 2026-07-16 · evolutionary-biology, punctuated-equilibrium, stasis, quantitative-paleobiology, gene-hunt
• Does Hotelling's rule for exhaustible-resource pricing predict a different shape than the vault's cost-of-production / unforgeable-costliness cluster?
  capture promoted 2026-07-16 · economics, resource-economics, hotelling-rule, cost-of-production, value-theory
• Does 'when costliness becomes forgeable' explain generative AI's demonetization of writing, art, and credentials?
  capture promoted 2026-07-16 · economics, value-theory, cost-of-production, generative-ai, demonetization
• Sahal's identity names the exact condition under which the EUV mirror moat must be calendar-time tacit knowledge, not a production-volume learning curve
  capture promoted Tier 1 2026-07-16 · semiconductor-economics, wrights-law, moores-law, tacit-knowledge, learning-curve
• The power law of practice was repealed as an averaging artifact of exponential individual learners — and 2026 neural-scaling-law papers report the identical artifact
  capture promoted Tier 1 2026-07-16 · power-law, learning-curve, scaling-laws, cognitive-psychology, neural-scaling-laws
• Capture: Is 'gradient geometry' one shared mathematical object across GIFT's isotropy transform, Amari's natural gradient, and GRADE's subspace rank — or three superficial analogies?
  capture promoted Tier 1 2026-07-16 · gradient-geometry, natural-gradient, fisher-information, k-fac, anisotropy
• Do Cohere, Google, and Voyage embedding APIs show the same launch-to-launch price cuts as OpenAI's ada-002 → text-embedding-3?
  capture promoted Tier 1 (Google, Voyage primary claims); unresolved (Cohere — see Claim 4) 2026-07-15 · embeddings, inference-economics, pricing, cohere, google
• Do systems-neuroscience circuit theories systematically precede their anatomical/connectomic confirmation by decades — a real pattern, or two cherry-picked cases?
  capture promoted 2026-07-15 · neuroscience, systems-neuroscience, theory-confirmation-lag, delayed-vindication, connectomics
• Does Direct Coupling Analysis of epistasis in allosteric mechanical materials (arXiv:1811.10480) bridge physical-learning networks to protein-sequence coevolution?
  capture promoted Tier 1 2026-07-15 · allostery, direct-coupling-analysis, protein-coevolution, elastic-networks, epistasis
• Does ICLE's 'competition for the market' (node-by-node semiconductor races) map formally onto Van Valen's constant-extinction-probability, or only metaphorically?
  capture promoted 2026-07-15 · semiconductors, red-queen, van-valen, competition-for-the-market, rocks-law
• Does the Fresh Start Effect / temporal-landmark literature extend from individuals to collective or organizational fresh starts?
  capture promoted 2026-07-15 · fresh-start-effect, temporal-landmark, organizational-behavior, collective-cognition, cross-domain-analogy
• Investigating the aluminium / low-background-steel bridge: real, but the vault already owns the connective tissue
  capture promoted Tier 1 2026-07-15 · economics, resource-economics, wrights-law, hotelling-rule, aluminium
• Find a second independent account confirming the Fujitsu–Fairchild bid drove the Exon-Florio Amendment
  capture promoted 2026-07-15 · cfius, exon-florio, semiconductors, cold-war, japan-panic
• French cash-in-transit firm Axytrans devalued banknotes with ink rather than guarding them, and that 'eradicate temptation' logic underlies the ink-stained metaphor behind Zero Trust
  claim seedling Tier 1 2026-07-15 · security, zero-trust, cash-in-transit, axytrans, business-model-innovation
• Brooks's 1986 predecessor memo to "Intelligence Without Representation" cites Dreyfus twice by name and frames its entire argument as a rebuttal to him
  claim seedling Tier 1 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
• Per Dreyfus's own 2007 quotation of it, Brooks's 2002 book Flesh and Machines credits Dreyfus with being right about body-world coupling
  claim seedling Tier 1 for 'Dreyfus's 2007 essay contains this quotation'; the inner quote's exact wording against Brooks's own book is [unverified-quote] 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
• 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
  claim seedling Tier 1 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
• Brooks's own account of A.I. Memo 899's peer review shows the Dreyfus citation was dropped after a reviewer's criticism, en route to the 1991 paper that omits Dreyfus entirely
  claim seedling Tier 1 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
• C2PA's manifest store is a genuine append-only chain — each edit adds a new manifest without deleting prior ones, and the active manifest is defined as the last entry in that list
  claim seedling Tier 1 2026-07-15 · c2pa, provenance, append-only-log, media-authenticity, cross-domain-bridge
• Kindervag's 2010 Zero Trust pitch recast Cheswick's 1990 'chewy centre' metaphor — coined as a criticism — into a naive ideal practitioners had supposedly wanted
  claim seedling Tier 1 2026-07-15 · security, zero-trust, jericho-forum, retrospective-framing, history-of-concepts
• Chu's only real-world-network test (Facebook-100, n = 769) runs the quantum model under an approximation mathematically identical to Friedkin–Johnsen
  claim seedling Tier 1 2026-07-15 · quantum-cognition, opinion-dynamics, network-science, falsifiability, friedkin-johnsen
• Chu's paper names empirical calibration against real survey data as unresolved future work, not a completed validation
  claim seedling Tier 1 2026-07-15 · quantum-cognition, opinion-dynamics, network-science, falsifiability, friedkin-johnsen
• Chu's exact quantum opinion model diverges numerically from Friedkin–Johnsen, but only on synthetic six-node toy networks
  claim seedling Tier 1 2026-07-15 · quantum-cognition, opinion-dynamics, network-science, falsifiability, friedkin-johnsen
• No source establishes a citation link between Wiener's cybernetics and the Kelley/Bryson/Pontryagin/Bellman optimal-control lineage behind backpropagation
  claim seedling Tier 1 2026-07-15 · cyber-physical-systems, cybernetics, wiener, control-theory, backpropagation-origins
• Standard cyber-physical-systems literature frames CPS and cybernetics as sharing a common linguistic root through Wiener, not CPS as derived from cybernetics
  claim seedling Tier 1 2026-07-15 · cyber-physical-systems, cybernetics, wiener, control-theory, history-of-computing
• The term 'de-perimeterised' was coined in a 2001 Royal Mail paper about ink-stained cash, seeding the Jericho Forum and eventually Zero Trust
  claim seedling Tier 1 2026-07-15 · security, zero-trust, de-perimeterisation, jericho-forum, history-of-concepts
• Google's embedding pricing shifted its billing unit from per-character to per-token across an earlier generational boundary, blocking a clean price-multiplier comparison
  claim seedling Tier 1 2026-07-15 · embeddings, inference-economics, pricing, google, gemini-embedding
• Google's newest embedding model, Gemini Embedding 2, launched priced higher per token than its predecessor, not lower
  claim seedling Tier 1 2026-07-15 · embeddings, inference-economics, pricing, google, gemini-embedding
• Helen Gill coined the term 'cyber-physical systems' around 2006 at the National Science Foundation
  claim seedling Tier 1 2026-07-15 · cyber-physical-systems, history-of-computing, nsf, helen-gill
• Jordanous's 2020 historical review frames Dreyfus as a "precursor" to Brooks by comparing conclusions, not by citing any documented exchange between them
  claim seedling Tier 2 -- named academic, own peer-reviewed venue, judgment-of-influence read as her own historiographical framing rather than a report of a documented exchange 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
• Of C2PA, Open Policy Agent, and study preregistration, only C2PA's mechanism matches the narrow append-only-log-as-truth criterion; the other two match only the broader 'gate at admission, verdict elsewhere' pattern
  claim seedling Tier 1 2026-07-15 · append-only-log, event-sourcing, provenance, admission-control, cross-domain-bridge
• Open Policy Agent's decisions are computed statelessly per query; its optional decision logs are a peripheral audit feature, not the mechanism that produces the decision
  claim seedling Tier 1 2026-07-15 · open-policy-agent, admission-control, append-only-log, event-sourcing, provenance
• Study preregistration produces a single frozen, time-stamped, read-only snapshot document, not a continuously appended log
  claim seedling Tier 1 2026-07-15 · preregistration, open-science, append-only-log, provenance, cross-domain-bridge
• Sahal's identity: Wright's Law and Moore's Law become mathematically indistinguishable when cumulative production grows exponentially in calendar time
  claim seedling Tier 1 2026-07-15 · economics, wrights-law, moores-law, learning-curve, technological-forecasting
• Herbert Simon named and dismissed perceptron research, citing Rosenblatt 1958, as a negative case in his 1983 chapter "Why Should Machines Learn?"
  claim seedling Tier 1 2026-07-15 · herbert-simon, perceptrons, rosenblatt, connectionism, ai-history
• Simon argued twice (1993, 1995) that connectionist neural networks qualify as physical symbol systems under his own definition, rather than counterexamples refuting the hypothesis
  claim seedling Tier 1 2026-07-15 · herbert-simon, connectionism, physical-symbol-system, ai-history, history-of-ml
• Voyage AI's voyage-4 generation cut price only at its flagship tier; the mid and budget tiers stayed exactly flat
  claim seedling Tier 1 2026-07-15 · embeddings, inference-economics, pricing, voyage-ai, myth-ledger
• Aluminium's Hall-Héroult price decline and low-background steel's fallout decay are the same functional form — exponential decay in calendar time — for unrelated mechanisms
  observation seedling Tier 4 2026-07-15 · economics, resource-economics, aluminium, nuclear-history, cross-domain-bridge
• Simon's two engagements with connectionism — dismissing perceptron learning empirically (1983) and later redefining connectionist nets as symbol systems (1993, 1995) — share a pattern distinct from refutation or endorsement: absorption
  observation seedling 2026-07-15 · herbert-simon, perceptrons, connectionism, physical-symbol-system, ai-history
• Capture: Did Herbert Simon ever comment on the perceptron controversy or on connectionism directly?
  capture promoted Tier 1 2026-07-14 · herbert-simon, perceptrons, connectionism, physical-symbol-system, rosenblatt
• Does Chu's quantum opinion-dynamics model make a falsifiable prediction that distinguishes it from Friedkin–Johnsen on real data?
  capture promoted Tier 1 2026-07-14 · quantum-cognition, opinion-dynamics, network-science, falsifiability, friedkin-johnsen
• Does the 'cyber-physical systems' discipline (Helen Gill/NSF, 2006) trace an explicit lineage back to Norbert Wiener's cybernetics, and does that bridge to the vault's backprop/control-theory-origins cluster?
  capture promoted Tier 1 2026-07-14 · cyber-physical-systems, cybernetics, wiener, control-theory, history-of-computing
• Has a deep-network critical-period model ever predicted or matched the timing of a human critical period (e.g. amblyopia)?
  capture promoted 2026-07-14 · critical-periods, deep-learning, amblyopia, neuroscience, loop-closure
• Do C2PA, Open Policy Agent, and study preregistration match the append-only-log-as-truth criterion, or only the broader 'gate at admission, verdict elsewhere' pattern?
  capture promoted Tier 1 (primary specs/docs for all three core claims) 2026-07-13 · c2pa, open-policy-agent, preregistration, append-only-log, event-sourcing
• 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?
  capture promoted 2026-07-13 · brooks, dreyfus, subsumption, robotics, anti-representation
• Is 'arbitration' the general missing ingredient across the vault's underdetermination cases? RSA similarity-measure selection and the bridge=gap reading
  capture promoted Tier 1 2026-07-13 · underdetermination, arbitration, representational-similarity, rsa, gap-detection
• 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?
  capture promoted 2026-07-13 · catastrophic-forgetting, continual-learning, forgetting-curve, power-law, neuro-AI-parallel
• Was Amari's 1977 neural-field / lateral-inhibition work ever applied to Turing-style reaction-diffusion morphogenesis?
  capture promoted 2026-07-13 · amari, neural-field, lateral-inhibition, turing-patterns, reaction-diffusion
• Four attribution-graph 'chains' in Anthropic's biology-of-an-LLM report, and which one reads most like genuine reasoning
  capture promoted Tier 1 2026-07-12 · chain-of-thought, interpretability, anthropic, attribution-graphs, mechanism
• Does Bartlett's serial-reproduction distortion typology (assimilation, leveling, sharpening) map onto specific AI model-collapse failure modes?
  capture promoted Tier 1 2026-07-12 · model-collapse, bartlett, reconstructive-memory, iterated-learning, cross-domain-bridge
• Does head-down bed rest quantitatively track spaceflight bone/calcium loss, and by how much does it under-run actual orbital losses?
  capture promoted 2026-07-12 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, calcium-loss
• Does Rodney Brooks's 1991 "Intelligence Without Representation" actually build on Dreyfus's anti-representation critique, and how explicitly?
  capture promoted 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
• Is the claimed similarity between ACH and abductive reasoning documented in a primary source, or only an uncited Wikipedia assertion?
  capture promoted 2026-07-12 · intelligence-analysis, ACH, heuer, abductive-reasoning, peirce
• Was Amari's 1972 associative-memory model ever independently applied to developmental biology before the 2016 Taherian Fard Hopfield-landscape paper?
  capture promoted 2026-07-12 · amari, hopfield-networks, developmental-biology, waddington, priority
• The 2016 Taherian Fard Hopfield-landscape paper was not the first Hopfield-style attractor model of cell fate — Wang 2011, Lang 2014, and Maetschke & Ragan 2014 preceded it
  claim seedling Tier 1 2026-07-12 · hopfield-networks, developmental-biology, waddington, epigenetic-landscape, systems-biology
• A chain-of-thought trace is inherently codified, so it cannot form a tacit moat the way embodied know-how can
  claim seedling Tier 1 2026-07-12 · chain-of-thought, codification, tacit-knowledge, competitive-moat, distillation
• Fine-tuning a large language model has very low intrinsic dimension: 200 parameters tune RoBERTa to 90% of full performance on MRPC (Aghajanyan et al. 2020)
  claim seedling Tier 1 2026-07-12 · dimensionality, fine-tuning, LoRA, intrinsic-dimension, large-language-models
• Aluminium's price fell continuously after the Hall-Héroult process, without a hold-then-collapse plateau
  claim seedling Tier 4 2026-07-12 · economics, commodity-markets, price-dynamics, aluminium, history
• The 1959 Manchester Atlas was the first operating system with virtual memory — called a 'one-level store' — and the idea was contested for a decade
  claim seedling Tier 2 2026-07-12 · virtual-memory, operating-systems, history-of-computing, manchester-atlas, denning
• Barlow's 1961 efficient-coding hypothesis holds that sensory neurons recode input to strip statistical redundancy
  claim budding Tier 1 2026-07-12 · neuroscience, efficient-coding, redundancy-reduction, information-theory, sensory-coding
• Barlow Twins (2021) trains a self-supervised encoder by driving the cross-correlation matrix of two views toward the identity, minimizing redundancy between embedding components
  claim seedling Tier 1 2026-07-12 · self-supervised-learning, representation-learning, barlow-twins, redundancy-reduction, efficient-coding
• Head-down bed rest of 42–90 days produces bone-mineral-density losses averaging about 1% per month at the hip, pelvis, and heel
  claim seedling Tier 1 2026-07-12 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, disuse-osteoporosis
• In head-down bed rest, bone-resorption markers and PTH suppression run at roughly half their spaceflight magnitude
  claim seedling Tier 1 2026-07-12 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, calcium-loss
• Head-down bed rest under-runs spaceflight bone loss by about twofold on turnover markers but nearly matches it on monthly BMD-loss rate
  claim seedling Tier 1 2026-07-12 · space-medicine, aerospace-physiology, bone-density, bed-rest-analog, disuse-osteoporosis
• Berger & Pope reported NBA teams slightly behind at halftime were 5.8–8.0 percentage points more likely to win, attributing it to loss aversion among experts
  claim budding Tier 1 2026-07-12 · behavioral-economics, loss-aversion, sports, reference-points, temporal-landmarks
• Claude performs genuine two-step internal reasoning on 'the capital of the state containing Dallas' (Dallas → Texas → Austin)
  claim seedling Tier 1 2026-07-12 · chain-of-thought, interpretability, anthropic, attribution-graphs, mechanism
• Claude has a default 'decline to answer' circuit suppressed by known-entity features, and hallucination is a misfire of that suppression
  claim seedling Tier 1 2026-07-12 · chain-of-thought, interpretability, anthropic, attribution-graphs, mechanism
• In the 'Babies Outlive Mustard Block' jailbreak, Claude assembles the acronym BOMB via independent parallel pathways without internally representing 'bomb' first
  claim seedling Tier 1 2026-07-12 · chain-of-thought, interpretability, anthropic, attribution-graphs, mechanism
• When writing poetry, Claude pre-activates candidate end-of-next-line rhyme words before composing the line
  claim seedling Tier 1 2026-07-12 · chain-of-thought, interpretability, anthropic, attribution-graphs, mechanism
• Birdal, Lou, Guibas & Şimşekli (2021) bound neural-network generalization error by the persistent-homology dimension of the training trajectory
  claim seedling Tier 1 2026-07-12 · persistent-homology, topological-data-analysis, generalization, deep-learning, neural-networks
• Blackwell's 1956 approachability theorem is provably equivalent to no-regret learning (online linear optimization)
  claim seedling Tier 1 2026-07-12 · game-theory, no-regret-learning, online-learning, David-Blackwell, online-linear-optimization
• Bloom, Jones, Van Reenen & Webb (2020) found research productivity is falling sharply — reproducing Moore's Law now takes more than 18× the researchers of the early 1970s
  claim seedling Tier 1 2026-07-12 · endogenous-growth, ideas-production, research-productivity, diminishing-returns, moores-law
• The brain's per-event learning/signaling energy ratio reverses AI's, yet at the system level both are signaling/inference-bound
  observation seedling Tier 1 2026-07-12 · neuroenergetics, inference-economics, training-inference-asymmetry, cross-domain-bridge, unverified-quant
• In §7.5 "It isn't German philosophy," Brooks pre-empts and rejects the Heideggerian reading of subsumption, attributing his approach to "purely engineering considerations"
  claim seedling Tier 1 2026-07-12 · brooks, dreyfus, heidegger, subsumption, robotics
• Brooks's 1991 "Intelligence Without Representation" does not cite Dreyfus anywhere in its text or 15-entry reference list
  claim seedling Tier 1 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
• On the primary-text evidence, the "Brooks builds on Dreyfus" lineage is a convergence in title and theme, not a documented citation or acknowledged influence in either direction
  claim seedling Tier 1 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
• Herbert Butterfield's 1931 book defined 'Whig history' as the practice of studying the past with reference to the present
  claim seedling Tier 4 2026-07-12 · whig-history, historiography-of-ai, presentism, philosophy-of-science, cross-domain-bridge
• Reed & DeFillippi (1990): tacitness, complexity, and specificity generate causal ambiguity that raises barriers to competitive imitation
  claim seedling Tier 2 2026-07-12 · causal-ambiguity, tacit-knowledge, imitation, competitive-advantage, strategy-literature
• Real cheaper-extraction disruptions (aluminium, AI inference) have fallen monotonically, not on the hold-then-collapse curve predicted for asteroid-mined PGM
  claim seedling Tier 4 2026-07-12 · economics, commodity-markets, price-dynamics, wrights-law, asteroid-mining
• Chrysippus used a hunting dog at a three-way fork to illustrate the disjunctive syllogism (~230 BCE), an early figure of reasoning by elimination
  claim seedling Tier 3 2026-07-12 · logic, stoic-logic, chrysippus, disjunctive-syllogism, history-of-logic
• CIELAB is only approximately perceptually uniform, and the historical fix was non-Euclidean colour-difference formulas culminating in CIEDE2000
  claim seedling Tier 1 2026-07-12 · color-science, cielab, colorimetry, perceptual-uniformity, non-euclidean
• Restricting plasticity to large, coordinated synaptic updates keeps biological learning cheap — unrestricted backprop would need ~100,000x more synaptic updates in macaque V1
  claim seedling Tier 1 2026-07-12 · neuroenergetics, synaptic-plasticity, gradient-sparsification, backpropagation, learning-mechanism
• In iterated-learning chains, compositionality rises then falls (non-monotonic) unless compression is grounded in communication
  claim seedling Tier 1 2026-07-12 · iterated-learning, model-collapse, compositionality, cultural-evolution, ai
• Human conditional-reasoning 'fallacies' can be realized as closed-world inference in Answer Set Programming
  claim seedling Tier 1 2026-07-12 · reasoning-psychology, logic-programming, non-monotonic-reasoning, closed-world-assumption, wason-selection-task
• Mandt, Hoffman and Blei (2017) model constant-learning-rate SGD near a loss minimum as an Ornstein–Uhlenbeck process
  claim seedling Tier 1 2026-07-12 · machine-learning, stochastic-gradient-descent, ornstein-uhlenbeck, optimization, loss-landscape
• Cosine similarity between learned embeddings can be arbitrary and meaningless, and anisotropy inflates it even for unrelated content
  claim seedling Tier 1 2026-07-12 · embeddings, cosine-similarity, semantic-similarity, retrieval, anisotropy
• Coupled learning lets an elastic network learn and compute with no processor in the loop
  claim seedling Tier 1 2026-07-12 · physical-learning, coupled-learning, equilibrium-propagation, energy-based-models, biologically-plausible-learning
• 'Credit assignment' names both the sociology of scientific credit and backpropagation's technical problem — and Schmidhuber sits on the hinge
  claim seedling Tier 1 2026-07-12 · credit-assignment, sociology-of-science, schmidhuber, backpropagation, history-of-ml
• Two of the best-known labels for misattributed scientific credit — Stigler's Law and the Matthew Effect — are themselves cases of it
  claim seedling Tier 4 2026-07-12 · sociology-of-science, credit-assignment, stiglers-law, matthew-effect, merton
• A deep network's critical period is a property of learning dynamics, not biological machinery — it tracks a rise-then-fall of information Achille calls a loss of 'Information Plasticity'
  claim seedling Tier 1 2026-07-12 · critical-periods, information-plasticity, fisher-information, information-bottleneck, deep-learning
• The term 'deep learning' predates Hinton: introduced to machine learning by Rina Dechter (1986) and applied to neural networks by Aizenberg et al. (2000); Hinton popularized it c. 2006
  claim seedling Tier 4 2026-07-12 · deep-learning, terminology, priority-dispute, ai-history, misattribution
• Deep neural networks exhibit critical learning periods — a temporary input deficit early in training can permanently cap the final skill, timed by onset and length like animal critical periods
  claim seedling Tier 1 2026-07-12 · critical-periods, deep-learning, training-dynamics, neuroscience, plasticity
• 'Thrashing' — near-total performance collapse under multiprogramming — was solved by Denning's 1968 working-set model
  claim seedling Tier 2 2026-07-12 · virtual-memory, operating-systems, thrashing, working-set-model, denning
• Desai, Fisher & Murray (2007) found that under clonal interference the speed of evolution rises only logarithmically in population size and mutation rate
  claim seedling Tier 1 2026-07-12 · population-genetics, clonal-interference, evolutionary-rates, diminishing-returns, asexual-populations
• The one peer-reviewed empirical ACH study (Dhami, Belton & Mandel 2019) compares ACH to Bayesian updating, not abduction, and never mentions Peirce
  claim seedling Tier 1 2026-07-12 · intelligence-analysis, ACH, bayesian-networks, abductive-reasoning, cross-domain-bridge
• Dreyfus's own same-titled 2002 "Intelligence Without Representation" is built on Merleau-Ponty and Freeman and never mentions Brooks, robotics, or the subsumption architecture
  claim seedling Tier 1 2026-07-12 · dreyfus, brooks, merleau-ponty, phenomenology, anti-representation
• A tuned high-water mark is not self-organized criticality — an engineered threshold fails the property that defines SOC
  claim seedling Tier 3 2026-07-12 · self-organized-criticality, complex-systems, agent-memory, threshold, bridge-adjudication
• An artificial recurrent network reproduces the within-/outside-manifold learning asymmetry seen in monkey motor cortex (Feulner & Clopath 2021)
  claim seedling Tier 1 2026-07-12 · neural-manifolds, dimensionality, learning, recurrent-neural-networks, plasticity
• Japan's 1982 Fifth Generation Computer project inspired DARPA's 1983 Strategic Computing Initiative, framed as a Sputnik-like national challenge
  claim seedling Tier 4 2026-07-12 · darpa, strategic-computing-initiative, fifth-generation, ai-winter, japan
• R. A. Fisher's 1936 statistical re-analysis found Mendel's pea-ratio data fit the expected 3:1 ratio implausibly closely
  claim seedling Tier 2 2026-07-12 · research-integrity, fraud-detection, statistics, history-of-science, mendel
• The eye must never hold still — fixational movements counteract neural adaptation, and a stabilized retinal image fades to a blank field
  claim seedling Tier 1 2026-07-12 · neuroscience, perception, microsaccades, fixational-eye-movements, retinal-adaptation
• The French Revolution abolished the système de preuve légale, replacing fixed proof-weights with jurors' intime conviction
  claim seedling Tier 2 2026-07-12 · legal-history, law-of-evidence, preuve-legale, intime-conviction, french-revolution
• Gale (1979) proved that 'Hex cannot end in a draw' is mathematically equivalent to the Brouwer fixed-point theorem
  claim seedling Tier 1 2026-07-12 · hex, topology, brouwer-fixed-point-theorem, david-gale, topological-combinatorics
• People slightly below a goal work harder than those who have met or exceeded it — the reference-point-plus-loss-aversion engine shared across temporal-landmark motivation effects
  claim seedling Tier 1 2026-07-12 · behavioral-economics, loss-aversion, reference-points, motivation, temporal-landmarks
• Persistence-diagram distance between successive neural-network training states correlates with validation accuracy, enabling generalization estimates without a validation set (Gutiérrez-Fandiño et al. 2021)
  claim seedling Tier 1 2026-07-12 · persistent-homology, topological-data-analysis, generalization, deep-learning, validation-set-free
• Halley computed age-scaled annuity prices in his 1693 paper, yet the British government kept selling annuities at a single flat price for decades
  claim seedling Tier 2 2026-07-12 · actuarial-history, mortality-tables, edmond-halley, annuities, history-of-mathematics
• Halley's 1693 Breslau paper produced the first life table built on population data and founded the pricing of annuities on lives
  claim seedling Tier 2 2026-07-12 · actuarial-history, mortality-tables, edmond-halley, history-of-mathematics, insurance
• The Hinman Collator, built to compare Shakespeare First Folios, descends from the astronomical blink comparator and WWII aerial-photo analysis
  claim budding Tier 4 2026-07-12 · history-of-the-book, bibliography, collation, cross-domain-bridge, instruments
• A 2025 Patterns paper invokes Bartlett's leveling/sharpening/assimilation typology as a loose analogy for AI generation-loop convergence, without mapping the categories onto measurable failure modes
  claim seedling Tier 1 2026-07-12 · model-collapse, bartlett, reconstructive-memory, iterated-learning, cross-domain-bridge
• The cross-entropy loss that trains LLMs is I.J. Good's 1952 logarithmic proper scoring rule
  claim seedling Tier 1 2026-07-12 · proper-scoring-rules, cross-entropy, calibration, ij-good, history-of-ml
• I.J. Good's 1965 'ultraintelligent machine' paper originated the intelligence-explosion idea
  claim seedling Tier 4 2026-07-12 · intelligence-explosion, ij-good, ai-existential-risk, ai-history, cross-domain-bridge
• In a 1998 statement, I.J. Good reversed his intelligence-explosion optimism — 'survival' should read 'extinction'
  claim seedling Tier 4 2026-07-12 · intelligence-explosion, ij-good, ai-existential-risk, recantation, ai-history
• Intel, which fabricated the DARPA-funded Ni1000 neural chip, was founded in 1968 by Fairchild defectors — making the firm whose attempted foreign takeover prompted Exon-Florio the corporate parent of the chip's maker
  claim seedling Tier 4 2026-07-12 · intel, fairchild, semiconductors, nestor, ni1000
• William Stanley Jevons built the 'Logic Piano' (1869), a mechanical machine that performed logical inference, exhibited before the Royal Society in 1870
  claim seedling Tier 4 2026-07-12 · history-of-computing, logic-machines, jevons, victorian-science, inference
• In The Coal Question (1865), William Stanley Jevons argued that improving energy efficiency increases rather than decreases total energy use — the effect now called the Jevons paradox
  claim seedling Tier 4 2026-07-12 · economics, energy, jevons, jevons-paradox, rebound-effect
• Luccioni, Strubell & Crawford (FAccT 2025) invoke the Jevons paradox to argue that per-model AI efficiency gains will not reduce, and may increase, total AI energy consumption
  claim seedling Tier 1 2026-07-12 · ai-energy, jevons-paradox, rebound-effect, efficiency, data-centers
• Kahneman and Klein (2009) argue expert intuition is trustworthy only in regular, high-feedback environments — elsewhere, confident intuition becomes systematic error
  claim seedling Tier 4 2026-07-12 · kahneman, klein, expert-intuition, low-validity-environment, judgment-under-uncertainty
• Human iterated-learning chains converge to the learners' shared prior within a few generations, regardless of the seed input
  claim seedling Tier 1 2026-07-12 · iterated-learning, cultural-evolution, serial-reproduction, function-learning, inductive-bias
• Kremer (1993) modelled the growth rate of technology as proportional to total population, via the nonrivalry of ideas
  claim seedling Tier 1 2026-07-12 · endogenous-growth, ideas-production, population-scaling, nonrivalry, economics
• Kodosky says LabVIEW's inspiration was the Macintosh GUI, and names no prior dataflow ancestor or contact with Max
  claim seedling Tier 3 2026-07-12 · labview, dataflow, visual-programming, macintosh, history-of-computing
• LEGO named its Mindstorms robotics kits after Papert's 1980 book Mindstorms
  claim seedling Tier 2 2026-07-12 · papert, lego-mindstorms, constructionism, education, cultural-resonance
• Modern LLM-serving systems reimport OS memory-pressure vocabulary intact — vLLM preempts and recomputes KV cache, and llm-d names cache-eviction churn 'cache thrashing'
  claim seedling Tier 1 2026-07-12 · LLM, inference, KV-cache, vLLM, llm-d
• A logic-programming account of human conditional reasoning rivals the probabilistic (Oaksford–Chater) account of the same data
  claim seedling Tier 1 2026-07-12 · reasoning-psychology, logic-programming, bayesian-cognition, wason-selection-task, closed-world-assumption
• The 'losing leads to winning' halftime effect fails to replicate outside Berger & Pope's original NBA window, across four sports
  claim budding Tier 1 2026-07-12 · behavioral-economics, replication, loss-aversion, sports, reference-points
• 'Low-background steel' became a metaphor for pre-2022 web text uncontaminated by generative-AI output, catalogued at lowbackgroundsteel.ai
  claim seedling Tier 3 2026-07-12 · ai-training-data, model-collapse, metaphor, provenance, data-provenance
• Low-background steel is pre-1945 steel — often salvaged from scuttled warships — used for sensitive radiation detectors because post-war steelmaking bakes atmospheric fallout radionuclides into the metal
  claim seedling Tier 4 2026-07-12 · materials, contamination, nuclear, radiation-detection, provenance
• The need for low-background steel is fading because atmospheric fallout has decayed since the 1963 test-ban treaty — a lost capability quietly un-losing itself
  claim seedling Tier 4 2026-07-12 · nuclear, radiation, test-ban-treaty, materials, contamination
• Historian Michael S. Mahoney argued computing has no single history — only irreducibly plural 'histories' — and warned against whiggish narratives of its origins
  claim seedling Tier 4 2026-07-12 · whig-history, historiography-of-ai, history-of-computing, mahoney, presentism
• Max's 'patch cords' term was borrowed from analog modular synthesizers, where modules were physically interconnected by such cables
  claim seedling Tier 3 2026-07-12 · max, computer-music, dataflow, visual-programming, etymology
• John McCarthy's 1973 rebuttal to the Lighthill report dismissed control theory as having 'little relevance to AI'
  claim seedling Tier 1 2026-07-12 · lighthill-report, mccarthy, control-theory, optimal-control, ai-winter
• Robert Merton argued that multiple independent discovery is science's dominant pattern, making singleton discoveries the anomaly that needs explaining
  claim seedling Tier 3 2026-07-12 · sociology-of-science, merton, multiple-discovery, priority, history-of-science
• Merton: the drive to establish scientific priority is structural — an institutionally normal response to a reward system where recognition is the only currency
  claim seedling Tier 1 2026-07-12 · sociology-of-science, merton, priority, credit-assignment, history-of-science
• LLM model collapse and human iterated learning share a substrate-independent mechanism but not a shared timescale — transmission-bottleneck width sets the pace
  claim seedling Tier 1 2026-07-12 · iterated-learning, model-collapse, cultural-evolution, cross-domain-bridge, ai
• A 2025 position paper argues 'model collapse' research encompasses eight distinct and at times conflicting definitions
  claim seedling Tier 1 2026-07-12 · model-collapse, definitional-fragmentation, taxonomy, machine-learning
• Monocular deprivation during a critical period permanently rewires visual cortex — the deficit lives in cortical wiring, not the deprived eye
  claim seedling Tier 2 2026-07-12 · hubel-wiesel, critical-periods, visual-cortex, neuroplasticity, amblyopia
• The concept of multiple discovery was itself independently discovered many times — Merton's thesis instantiates its own content
  claim seedling Tier 3 2026-07-12 · sociology-of-science, merton, multiple-discovery, self-reference, historiography
• The classic proof that Hex's first player always has a winning strategy is non-constructive — it never exhibits the strategy
  claim seedling Tier 4 2026-07-12 · hex, game-theory, john-nash, strategy-stealing, non-constructive-proof
• A neural network can forget along a graceful, human-like power-law curve — not only catastrophically — when feature overlap preserves the trace
  claim seedling Tier 1 2026-07-12 · catastrophic-forgetting, continual-learning, forgetting-curve, memory, neuro-AI-parallel
• In the 1990s–2000s neural networks were an out-of-favor 'backwater,' displaced by SVMs, until the mid-2000s 'deep learning' revival
  claim seedling Tier 2 2026-07-12 · deep-learning, neural-networks, ai-winter, svm, ai-history
• Chen et al. (2018), 'Neural Ordinary Differential Equations,' cite Pontryagin by name for the adjoint sensitivity method and equate it with reverse-mode automatic differentiation / backpropagation
  claim seedling Tier 1 2026-07-12 · pontryagin, adjoint-method, neural-ode, backpropagation, reverse-mode-ad
• Nestor's Ni1000 neural chip was developed with ~$1.2M from DARPA and $400,000 from the Office of Naval Research, with samples delivered to DARPA
  claim seedling Tier 3 2026-07-12 · nestor, ni1000, darpa, onr, neural-networks
• The RAF's Nimrod Safety Case was found by the 2009 Haddon-Cave Review to be a 'tick-box' compliance exercise, riddled with errors, ahead of a crash that killed 14 crew
  claim seedling Tier 2 2026-07-12 · AI-safety, safety-case, Nimrod, Haddon-Cave, failure-mode
• NIPS was founded in 1987 by Ed Posner and Yaser Abu-Mostafa, not by Terry Sejnowski — Sejnowski was an invited first-year speaker who went on to organize NIPS 1988
  claim seedling Tier 1 2026-07-12 · nettalk, sejnowski, nips, neurips, history-of-ml
• No independent application of Amari's 1972 associative-memory model to developmental biology has been found; the cell-fate Hopfield-landscape lineage traces to Hopfield and spin-glass physics, not Amari
  claim seedling Tier 1 2026-07-12 · amari, hopfield-networks, developmental-biology, waddington, priority
• No primary or academic source was found documenting the claimed ACH–abductive-reasoning similarity; it appears only as uncited Wikipedia assertions
  claim seedling Tier 4 2026-07-12 · intelligence-analysis, ACH, abductive-reasoning, peirce, wikipedia-citogenesis
• NVIDIA's Blackwell GPU architecture is named after statistician David Blackwell; its successor Rubin honors astronomer Vera Rubin
  claim seedling Tier 4 2026-07-12 · NVIDIA, GPU-naming, David-Blackwell, Vera-Rubin, AI-hardware
• OpenAI withheld o1's raw chain-of-thought, naming competitive advantage alongside safety among its reasons
  claim seedling Tier 2 2026-07-12 · chain-of-thought, openai, o1, competitive-moat, distillation
• Werbos's optimal-control ADP and Oaksford–Chater's rational analysis make the same 'optimization as a theory of mind' bet from two independent disciplines
  observation seedling Tier 4 2026-07-12 · optimization, theory-of-mind, rational-analysis, werbos, oaksford-chater
• The Ornstein–Uhlenbeck process links a Brownian particle's velocity under friction to finance's Vasicek interest-rate model
  claim seedling Tier 4 2026-07-12 · ornstein-uhlenbeck, stochastic-processes, brownian-motion, quantitative-finance, vasicek-model
• In the paleoTS model set, the Ornstein–Uhlenbeck mode recasts fossil stasis as active mean-reversion toward an adaptive optimum, not a null absence of change
  claim budding Tier 2 2026-07-12 · evolutionary-biology, stasis, ornstein-uhlenbeck, mean-reversion, fitness-landscape
• PagedAttention manages the LLM KV cache with a literal port of OS virtual-memory paging — blocks as pages, tokens as bytes, requests as processes
  claim seedling Tier 1 2026-07-12 · LLM, inference, KV-cache, PagedAttention, vLLM
• Paleobiology reinvented ecology's coverage-based rarefaction as 'shareholder quorum subsampling' — standardizing samples by completeness rather than size to measure how complete the fossil record is
  claim seedling Tier 1 2026-07-12 · statistics-of-the-unseen, sample-coverage, rarefaction, paleobiology, fossil-record
• Modern paleobiology fits fossil stasis as one of several competing stochastic models rather than describing it in prose
  claim budding Tier 2 2026-07-12 · evolutionary-biology, punctuated-equilibrium, stasis, quantitative-paleobiology, stochastic-processes
• Seymour Papert co-authored Perceptrons (1969) with Minsky after training under Piaget in Geneva
  claim seedling Tier 2 2026-07-12 · papert, minsky-papert, perceptrons, piaget, developmental-psychology
• Papert's constructionism inverts instructionism: 'the child programs the computer,' not the reverse
  claim seedling Tier 1 2026-07-12 · papert, constructionism, instructionism, logo, developmental-psychology
• Perceptual colour space is not even Riemannian, because diminishing returns cannot exist in a Riemannian geometry (Bujack 2022)
  claim seedling Tier 1 2026-07-12 · color-science, perceptual-color, riemannian-geometry, non-euclidean, information-geometry
• A trained physical network's function is readable from the soft modes of its Hessian, tying conserved protein regions to slow collective modes
  claim seedling Tier 1 2026-07-12 · physical-learning, structure-function, soft-modes, allostery, protein-biophysics
• David Autor's 'Polanyi's paradox' names why tasks that demand tacit judgment resist automation while codifiable tasks do not
  claim seedling Tier 1 2026-07-12 · polanyi-paradox, automation, tacit-knowledge, codification, labor-economics
• Rational analysis (Anderson 1990) explains cognition as the optimal solution to the computational problems the environment poses — Marr's computational level turned into a research program
  claim seedling Tier 4 2026-07-12 · rational-analysis, marr-levels, bayesian-cognition, cognitive-science, anderson
• Regret matching is an instance of Blackwell's approachability game, and CFR+ underpins every superhuman-poker-AI milestone of the last decade
  claim seedling Tier 1 2026-07-12 · game-theory, no-regret-learning, CFR, poker-AI, regret-matching
• Removing ~1% of the bonds in a random elastic network produces protein-like allosteric response
  claim seedling Tier 1 2026-07-12 · allostery, metamaterials, soft-matter, mechanical-networks, structure-function
• Representational similarity underdetermines shared mechanism — matching a target's output does not fix its underlying mechanism
  claim seedling Tier 1 2026-07-12 · underdetermination, mechanism, representational-similarity, marr-levels, dnn-brain
• From 1966 Rosenblatt turned from perceptrons to testing molecular memory transfer by injecting brain extracts between rats
  claim seedling Tier 2 2026-07-12 · rosenblatt, memory-transfer, molecular-memory, neuroscience, history-of-ml
• Rosenblatt's large-scale replications helped refute molecular memory transfer, showing any effect was 'at most very small'
  claim seedling Tier 3 2026-07-12 · rosenblatt, memory-transfer, molecular-memory, neuroscience, history-of-ml
• Frank Rosenblatt, who built the perceptron, died in a Chesapeake Bay boating accident on his 43rd birthday
  claim seedling Tier 2 2026-07-12 · rosenblatt, perceptron, connectionism, history-of-ml, biography
• s1 reproduced o1-preview-level math reasoning by fine-tuning Qwen2.5-32B on 1,000 distilled traces in 26 minutes
  claim seedling Tier 1 2026-07-12 · s1, chain-of-thought, distillation, test-time-compute, reasoning-models
• Monkeys learn within-manifold brain–computer-interface mappings within hours but resist outside-manifold mappings on the same timescale (Sadtler et al. 2014)
  claim seedling Tier 1 2026-07-12 · neural-manifolds, dimensionality, learning, motor-cortex, brain-computer-interface
• A safety case is a structured, evidence-backed argument that a system is safe enough — long standard in nuclear/aviation/AV regulation, now proposed as the assurance backbone for frontier AI
  claim seedling Tier 1 2026-07-12 · AI-safety, safety-case, assurance, frontier-AI, argumentation
• Talmudic law (Mishneh Torah, Sanhedrin 9:1) holds that a unanimous guilty verdict in a capital case acquits the defendant
  claim seedling Tier 3 2026-07-12 · research-integrity, legal-history, talmud, epistemology, independence
• Schmidhuber's 'Annotated History of Modern AI and Deep Learning' dates the field's origin to the 1676 chain rule and circa-1800 neural nets — reading the present category back onto the deep past
  claim seedling Tier 1 2026-07-12 · whig-history, historiography-of-ai, presentism, schmidhuber, credit-assignment
• Shannon and Moore's 1950 analog Hex-playing machine selected its move from the saddle point of an electric potential field
  claim seedling Tier 2 2026-07-12 · claude-shannon, analog-computing, hex, game-ai, history-of-ai
• Herbert Simon predicted in 1960 that machines would be capable of doing any work a human can do within twenty years
  claim seedling Tier 3 2026-07-12 · herbert-simon, ai-history, overconfident-prediction, forecasting
• Herbert Simon defined expert intuition as fast recognition of learned cues within a domain, not a mystical faculty
  claim seedling Tier 3 2026-07-12 · herbert-simon, expert-intuition, cognitive-psychology, bounded-rationality, recognition
• Uri Simonsohn's data-forensics method flags fabricated research data via 'excessive similarity' inconsistent with random sampling
  claim seedling Tier 2 2026-07-12 · research-integrity, fraud-detection, statistics, data-colada, replication
• The count of things seen exactly once — ecology's 'singletons', linguistics' 'hapax legomena' — is the diagnostic of the unseen: Good-Turing sets the unseen mass at roughly f₁/n
  claim seedling Tier 2 2026-07-12 · statistics-of-the-unseen, good-turing, singletons, hapax-legomena, chao1
• Ke et al. (PNAS 2015) found delayed scientific recognition is a continuum with no natural cutoff — 'Sleeping Beauties' are a tail, not a distinct class
  claim seedling Tier 1 2026-07-12 · bibliometrics, delayed-vindication, history-of-science, sleeping-beauties, sociology-of-science
• In missions longer than 30 days, spaceflight bone-mineral-density loss runs about 0.8% per month at the lower limbs
  claim seedling Tier 1 2026-07-12 · space-medicine, aerospace-physiology, bone-density, calcium-loss, meta-analysis
• The spacing effect can emerge unbidden from gradient descent: self-lengthening review intervals appeared in an MLP no one designed for them
  claim seedling Tier 1 2026-07-12 · spacing-effect, spaced-repetition, forgetting-curve, continual-learning, memory
• Stent's 'prematurity' criterion (Sci. Am. 1972) covers correct-but-neglected discoveries, not contested or unresolved claims
  claim seedling Tier 3 2026-07-12 · history-of-science, philosophy-of-science, delayed-vindication, prematurity, epistemics
• Stop-press correction — fixing type mid-run — made copies within a single early modern edition differ from one another
  claim seedling Tier 3 2026-07-12 · print-history, errata, textual-variance, book-structure, history-of-the-book
• Pure recency-based KV-cache eviction fails past the cache size — StreamingLLM shows keeping initial tokens ('attention sinks') is required, breaking a clean locality analogy to OS working sets
  claim seedling Tier 1 2026-07-12 · LLM, inference, KV-cache, attention-sinks, streaming-llm
• In rat cortex the metabolic cost of synaptic plasticity is only 4.0–11.2% of fast excitatory synaptic transmission — per event, using a synapse costs far more than changing it
  claim seedling Tier 1 2026-07-12 · neuroenergetics, synaptic-plasticity, learning-mechanism, brain, training-inference-asymmetry
• Systolic arrays (Kung & Leiserson, 1978) take their name from cardiac systole — Kung's 1982 paper likens each processor's rhythmic data-pumping to a heartbeat
  claim seedling Tier 4 2026-07-12 · systolic-array, hardware, history-of-computing, cardiac-metaphor, etymology
• Systolic arrays saw 1980s hardware hype (Warp, iWarp), then lay largely dormant for roughly 35 years until Google's TPU revived the architecture
  claim seedling Tier 4 2026-07-12 · systolic-array, history-of-computing, hardware, dormant-idea-resurfaces, TPU
• Nick Szabo grounds monetary value in the unforgeable cost of producing scarcity, and designed bit gold's proof-of-work to manufacture that costliness digitally
  claim seedling Tier 2 2026-07-12 · economics, monetary-theory, value-theory, cost-of-production, cryptocurrency
• Szabo's history of collectible monies shows their value collapses once a new technology makes their scarcity cheap to forge
  claim seedling Tier 2 2026-07-12 · economics, monetary-theory, value-theory, cost-of-production, history
• Stephen Toulmin's 1958 argument model (claim, grounds, warrant) — rejected by his own discipline — inspired the Goal Structuring Notation now used to build engineering safety cases
  claim seedling Tier 4 2026-07-12 · Toulmin, argumentation, safety-case, GSN, epistemics
• Google's TPU paper calls its 65,536-MAC systolic matrix-multiply unit 'the heart of the TPU,' using systolic execution to cut Unified Buffer reads/writes
  claim seedling Tier 1 2026-07-12 · TPU, systolic-array, hardware, matrix-multiply, google
• Despite a purpose-built systolic matrix engine, four of Google's six production TPU neural-net workloads are memory-bandwidth-bound, not compute-bound
  claim seedling Tier 1 2026-07-12 · TPU, roofline, memory-bandwidth, hardware, AI-inference
• From n samples, the unseen can be predicted only about n·log n observations further, and that horizon is provably the best possible (Orlitsky, Suresh & Wu 2016)
  claim seedling Tier 1 2026-07-12 · statistics-of-the-unseen, good-turing, extrapolation-limit, completeness, information-theory
• The unseen-species problem was originated independently in 1940s ecology (Fisher & Corbet) and WWII cryptanalysis (Good & Turing), and both roots feed modern Good-Turing estimation
  claim seedling Tier 4 2026-07-12 · statistics-of-the-unseen, good-turing, unseen-species, cryptanalysis, ecology
• Steven Weinberg argues Whig history is legitimate specifically for science, because scientific progress lets historians say who was right
  claim seedling Tier 2 2026-07-12 · whig-history, historiography-of-ai, presentism, philosophy-of-science, weinberg
• Wright's law: unit cost falls a constant fraction with every doubling of cumulative production
  claim seedling Tier 3 2026-07-12 · economics, wrights-law, learning-curve, experience-curve, price-dynamics
• As of mid-2026, no located source operationalizes Bartlett's distortion typology as model-collapse metrics — including LLM 'broken telephone' papers that echo his paradigm but never cite him
  observation seedling Tier 1 2026-07-12 · model-collapse, bartlett, reconstructive-memory, iterated-learning, cross-domain-bridge
• CIELAB's non-Euclidean-metric patch is a fourth instance of the gradient-geometry pattern (Amari, GIFT) — not a kin of the hub-selection sampling artifact
  observation seedling Tier 1 2026-07-12 · color-science, cielab, non-euclidean, information-geometry, natural-gradient
• Codification is the shared hinge between automation and imitation: the same non-codifiability is an obstacle in CANONIC and a moat in EUV
  observation seedling Tier 1 2026-07-12 · tacit-knowledge, polanyi-paradox, codification, automation, imitation
• Analytical bibliography, and its method collation, is the shared discipline behind both within-edition and across-edition textual variance
  observation seedling Tier 3 2026-07-12 · history-of-the-book, bibliography, collation, textual-variance, cross-domain-bridge
• The neural-net→'deep learning' rebrand can be read as a field-scale Fresh Start Effect — dissociation from a stigmatized past self — though the collective-scale extension is unestablished
  observation seedling Tier 2 2026-07-12 · fresh-start-effect, deep-learning, ai-winter, rebranding, cross-domain-analogy
• The vault's cosine-0.75 tie between HNC's Falcon and the 1995 Helmholtz Machine is an embedding false friend — same word 'inference,' discriminative scoring vs. generative cause-modeling
  observation seedling Tier 2 2026-07-12 · connectionism, deep-learning-history, fraud-detection, generative-models, discriminative-models
• Edmond Halley founded both transit-of-Venus parallax and actuarial annuity pricing, and each method was adopted only after his 1742 death
  observation seedling Tier 2 2026-07-12 · cross-domain-bridge, edmond-halley, history-of-science, measurement, actuarial-history
• The vault's cosine-0.75 proximity between the Hawks-2007 and Jeffress-1948 notes is an embedding false friend — shared rhetorical surface, not shared phenomenon
  observation seedling Tier 1 2026-07-12 · embeddings, cosine-similarity, retrieval, epistemics, delayed-vindication
• William Stanley Jevons is a double bridge from Victorian science to modern AI: the same polymath built an early mechanical logic machine and coined the efficiency-rebound paradox now framing AI's energy appetite
  observation seedling Tier 4 2026-07-12 · cross-domain-bridge, jevons, history-of-computing, logic-machines, ai-energy
• The same shape — useful adaptation confined to a low-dimensional subspace of a much larger space — recurs across monkey motor cortex, artificial recurrent networks, and LLM fine-tuning
  observation seedling Tier 2 2026-07-12 · neural-manifolds, dimensionality, learning, fine-tuning, cross-domain-bridge
• Mean-reversion toward an optimum — the Ornstein–Uhlenbeck process — recurs independently across fossil stasis, bond pricing, and SGD near a loss minimum
  observation seedling Tier 1 2026-07-12 · cross-domain-bridge, ornstein-uhlenbeck, mean-reversion, stasis, quantitative-finance
• Parker's erased backprop report and the LabVIEW/Max convergence are opposite poles of the multiple-discovery axis — real independence forgotten vs. apparent independence over-remembered
  observation seedling Tier 3 2026-07-12 · multiple-discovery, independent-convergence, historiography, dataflow, visual-programming
• Persistent homology is a gradient-free structural diagnostic that bridges Widrow's derivative-blocked Madaline stall and the Byzantine trade network's topological collapse
  observation seedling Tier 1 2026-07-12 · persistent-homology, topological-data-analysis, generalization, backpropagation, widrow
• Population-scaled adaptive improvement hits the same sub-linear (logarithmic / power-law) brake across evolution, idea-production, and neural scaling
  observation seedling Tier 1 2026-07-12 · cross-domain-bridge, scaling-laws, diminishing-returns, endogenous-growth, population-genetics
• Adjudicating scientific priority is the same methodological act as documentary source criticism — authenticating an origin-claim against dated primary sources rather than the received attribution
  observation seedling Tier 3 2026-07-12 · history-of-science, priority, multiple-discovery, diplomatics, source-criticism
• Reasoning by elimination — rule out the impossible, affirm what survives — recurs as a mechanism from Stoic disjunctive syllogism through Jevons's Logic Piano to symbolic AI, and inverts in modern neural inference
  observation seedling Tier 2 2026-07-12 · cross-domain-bridge, reasoning-by-elimination, disjunctive-syllogism, stoic-logic, logic-machines
• David Rumelhart is the unnamed hinge connecting the vault's schema-change cluster and its backpropagation-origins cluster — one trajectory from the 1978 tuning/restructuring taxonomy to the 1986 backprop revival
  observation seedling Tier 4 2026-07-12 · rumelhart, connectionism, schema-theory, backpropagation, ai-history
• Simon's own account of expert intuition diagnoses the Minsky–Papert sterility conjecture as confident judgment in a low-validity environment — a shared epistemic structure, not documented influence
  observation seedling Tier 3 2026-07-12 · herbert-simon, minsky-papert, bounded-rationality, expert-intuition, kahneman-klein
• Two vault notes commit the same illegitimate cross-level inference in opposite directions across Marr's stack — a validated substrate launders an unvalidated reading (substrate-laundering)
  observation seedling Tier 3 2026-07-12 · underdetermination, marr-levels, substrate-laundering, mechanism, epistemics
• Evidential weight rests on independence — and its absence, appearing as excessive perfection, is itself a signature of defect
  observation seedling Tier 3 2026-07-12 · epistemology, research-integrity, fraud-detection, legal-history, statistics
• Unforgeable cost of production is the shared law linking bit gold's design and the asteroid-PGM price-collapse model — the same law viewed from its design side and its collapse side
  observation seedling Tier 2 2026-07-12 · economics, monetary-theory, value-theory, cost-of-production, cryptocurrency
• The vault's source-tier apparatus revives the système de preuve légale the Enlightenment abolished — the same graded-proof machine, run in reverse to bind an AI reasoner
  observation seedling Tier 2 2026-07-12 · legal-history, source-discipline, ai-verification, epistemology, preuve-legale
• 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
  observation seedling 2026-07-12 · whig-history, historiography-of-ai, presentism, myth-ledger, philosophy-of-science
• The two-axis source grade — from the Admiralty Code to RAG, humans and machines both collapse it
  capture promoted 2026-07-11 · intelligence-tradecraft, source-evaluation, provenance, RAG, epistemics
• Tailored AI dialogue durably debunks conspiracy beliefs — reversing the "immune to evidence" consensus, but the same persuasion is dual-use
  capture promoted Tier 1 2026-07-11 · misinformation, inoculation-theory, conspiracy-belief, LLM-persuasion, AI-epistemics
• The Amari-myth / Faggin-consciousness bridge is superficial as a direct edge — the real connective tissue runs through Ted Hoff and the SGD learning-rule family
  capture promoted Tier 4 2026-07-11 · amari, faggin, ted-hoff, widrow, lms
• New analog silicon IS shipping for NN inference — and it bets on capacitors, not memristors
  capture promoted Tier 2 2026-07-11 · analog-computing, ai-hardware, in-memory-compute, inference, hardware-history
• The Bjork and Dreyfus misattributions are the same move — an argument from silence — and McGrew's Bayesian grading tells the two apart
  capture promoted Tier 1 2026-07-11 · argument-from-silence, historiography, philosophy-of-history, negative-evidence, methodology
• Transformer attention is the retrieval step of a modern Hopfield associative memory — a 1982 physics model
  capture promoted Tier 1 2026-07-11 · hopfield-network, associative-memory, transformer-attention, spin-glass, cross-domain-bridge
• NVIDIA's Blackwell GPU is named for a statistician whose 1956 theorem is the hidden ancestor of no-regret learning and the poker AIs
  capture promoted Tier 1 2026-07-11 · game-theory, no-regret-learning, online-learning, David-Blackwell, NVIDIA
• In the brain, learning is metabolically cheap and signaling is expensive — the per-event reverse of AI's training-heavy compute asymmetry
  capture promoted 2026-07-11 · neuroenergetics, synaptic-plasticity, inference-economics, training-inference-asymmetry, cross-domain-bridge
• CIELAB's blue-hue failure bridges to natural-gradient geometry, not to the hub-selection artifact
  capture promoted Tier 1 2026-07-11 · color-science, cielab, non-euclidean, information-geometry, natural-gradient
• Human conditional-reasoning "fallacies" have a logic-programming account, rival to the probabilistic one
  capture promoted Tier 1 2026-07-11 · reasoning-psychology, logic-programming, non-monotonic-reasoning, wason-selection-task, closed-world-assumption
• Collation — the discipline of comparing variant copies — is the real bridge between the cancel-slip note and the Pollack citation-discrepancy note
  capture promoted Tier 3 2026-07-11 · history-of-the-book, bibliography, collation, textual-variance, cross-domain-bridge
• Chain-of-thought is the anti-EUV: reasoning is inherently codified, so it distills cheaply and can't form a tacit moat — hiding the trace is manufactured secrecy
  capture promoted Tier 1 2026-07-11 · chain-of-thought, distillation, competitive-moat, tacit-knowledge, codification
• Two senses of 'credit assignment' — the Merton–Stigler sociology of scientific credit is the frame both the Dreyfus-1973 and Chandler notes were already inside
  capture promoted Tier 1 2026-07-11 · sociology-of-science, credit-assignment, multiple-discovery, stiglers-law, matthew-effect
• 'Deep learning' as a field-scale Fresh Start Effect: the rebrand that dissociated AI from its perceptron-stigmatized past self
  capture promoted Tier 2 2026-07-11 · fresh-start-effect, deep-learning, ai-winter, rebranding, cross-domain-analogy
• Deep neural networks have critical learning periods like Hubel–Wiesel's kittens — an early input deficit becomes permanent
  capture promoted Tier 1 2026-07-11 · critical-periods, hubel-wiesel, deep-learning, neuroscience, information-plasticity
• Priority adjudication is documentary source criticism — and Merton is the hinge to Mabillon
  capture promoted Tier 3 2026-07-11 · history-of-science, priority, multiple-discovery, diplomatics, source-criticism
• The Hawks-2007 / Jeffress-1948 cosine pairing is an embedding false friend — shared rhetorical surface, not shared phenomenon
  capture promoted 2026-07-11 · embeddings, cosine-similarity, semantic-similarity, epistemics, history-of-science
• A tuned high-water mark is not self-organized criticality — why the Wolfram/memory-reorg resemblance is mostly superficial
  capture promoted Tier 3 2026-07-11 · self-organized-criticality, complex-systems, agent-memory, threshold, bridge-adjudication
• Estimating the unseen is one statistical problem shared by cryptanalysis, ecology, paleontology, and knowledge-base completeness
  capture promoted Tier 1 2026-07-11 · completeness, unseen-species, good-turing, sampling, cross-domain-bridge
• Falcon and the Helmholtz Machine are embedding neighbors split by the discriminative/generative divide — same word 'inference,' opposite computation
  capture promoted Tier 2 2026-07-11 · connectionism, deep-learning-history, fraud-detection, generative-models, discriminative-models
• The bridge between the exoplanet-parallax note and the Dodson note is real: Edmond Halley is the shared ancestor of both — same polymath, two founding measurement methods, both vindicated after his death
  capture promoted Tier 2 2026-07-11 · history-of-science, edmond-halley, actuarial-history, parallax, exoplanets
• One man — I.J. Good — authored both the LLM training loss and the intelligence-explosion idea, then recanted
  capture promoted Tier 1 2026-07-11 · proper-scoring-rules, cross-entropy, intelligence-explosion, ij-good, ai-existential-risk
• Parker's erased report and the LabVIEW/Max convergence are opposite poles of the multiple-discovery axis — real independence forgotten vs. false independence remembered
  capture promoted Tier 3 2026-07-11 · multiple-discovery, independent-convergence, dataflow, visual-programming, labview
• Zero Trust's conceptual seed was a Royal Mail paper about ink-stained banknotes
  capture promoted Tier 1 2026-07-11 · security, zero-trust, de-perimeterisation, cross-domain-bridge, metaphor
• The late-1980s US 'Japan panic' is the real bridge between Exon-Florio and Nestor's neural chips — one anxiety, two branches, and a Fairchild-to-Intel genealogy that touches both
  capture promoted 2026-07-11 · cfius, exon-florio, ai-winter, neural-networks, darpa
• William Stanley Jevons is a double bridge from Victorian logic to modern AI — he built an early logic machine AND coined the efficiency paradox now framing AI's energy appetite
  capture promoted Tier 1 2026-07-11 · history-of-computing, logic-machines, jevons, economics, ai-energy
• The economist of the Jevons paradox also built the first machine to mechanize inference
  capture promoted Tier 2 2026-07-11 · AI, inference, logic-machines, history-of-computing, Jevons
• The learning curve can't tell you whether a cost collapse will last
  capture promoted 2026-07-11 · learning-curve, experience-curve, wrights-law, technology-forecasting, cost-decline
• The 'losing leads to winning' halftime effect is a fragile member of the temporal-landmark motivation family
  capture promoted Tier 1 2026-07-11 · temporal-landmarks, motivation, behavioral-economics, replication, loss-aversion
• Low-background steel — a capability lost to the atmosphere, now an AI metaphor
  capture promoted Tier 4 2026-07-11 · materials, contamination, tacit-knowledge, nuclear, ai-training-data
• Low-dimensional subspaces constrain adaptation in both brains and neural networks
  capture promoted Tier 1 2026-07-11 · neural-manifolds, dimensionality, learning, fine-tuning, LoRA
• Math as sound: AsTeR (1994) and StereoMath (2024) both encode equation structure in pitch
  capture promoted Tier 1 2026-07-11 · accessibility, blind-mathematicians, sonification, auditory-display, computer-music
• The 1973 AI establishment named the wall: McCarthy called control theory 'little relevance to AI' — the field where backprop's ancestor already lived
  capture promoted Tier 1 2026-07-11 · lighthill-report, mccarthy, control-theory, optimal-control, combinatorial-explosion
• Model collapse is iterated learning — transmission chains converge to the receiver's prior, not the message's deep structure
  capture promoted Tier 1 2026-07-11 · iterated-learning, model-collapse, cultural-evolution, serial-reproduction, bartlett
• Neural networks can forget along a human-like power-law curve — and the 1885 spacing effect re-emerges inside them
  capture promoted Tier 1 2026-07-11 · catastrophic-forgetting, continual-learning, forgetting-curve, spaced-repetition, cognitive-science
• The Werbos–Oaksford/Chater bridge is real but relocated — optimization-as-theory-of-mind, and the objective function fixes the verdict
  capture promoted Tier 4 2026-07-11 · optimization, theory-of-mind, rational-analysis, werbos, oaksford-chater
• LLM serving re-imported 1960s virtual-memory theory wholesale — pages, thrashing, and all
  capture promoted Tier 1 2026-07-11 · LLM, inference, KV-cache, virtual-memory, operating-systems
• Seymour Papert — the Perceptrons co-author who brought Piaget into the AI lab and became the father of learning-by-building
  capture promoted Tier 2 2026-07-11 · papert, minsky, perceptrons, piaget, constructionism
• Topology sees what the gradient could not — persistent homology bridges Widrow's stall and the Byzantine trade collapse
  capture promoted Tier 1 2026-07-11 · persistent-homology, topological-data-analysis, generalization, backpropagation, widrow
• Networks that learn without a computer reproduce protein allostery — learning as a physical process
  capture promoted Tier 1 2026-07-11 · physical-learning, equilibrium-propagation, coupled-learning, allostery, energy-based-models
• Polanyi's paradox is the shared root of the CANONIC ledger and the EUV moat: codification is what makes knowledge both automatable and copyable, so the tacit residue resists both
  capture promoted Tier 1 2026-07-11 · tacit-knowledge, polanyi-paradox, codification, automation, imitation
• The vault's exemplar blind mathematician, Pontryagin, is an unacknowledged root of backpropagation's optimal-control ancestry
  capture promoted 2026-07-11 · pontryagin, optimal-control, maximum-principle, adjoint-method, costate
• Two orders-of-magnitude accelerations, one shared law: scale drives adaptive improvement, then diminishing returns bite — across evolution, economics, and AI
  capture promoted Tier 1 2026-07-11 · scaling-laws, endogenous-growth, population-genetics, diminishing-returns, cross-domain-bridge
• Real cheaper-extraction disruptions fell monotonically (aluminium, AI inference), not on the AstroForge hold-then-collapse curve
  capture promoted Tier 4 2026-07-11 · economics, commodity-markets, price-dynamics, learning-curve, wrights-law
• Discard the predictable, encode the change — one principle from the jittering retina (microsaccades) to Barlow's 1961 efficient coding to the 2021 Barlow Twins loss
  capture promoted Tier 1 2026-07-11 · neuroscience, perception, efficient-coding, self-supervised-learning, cross-time-bridge
• The perceptron's inventor spent his final years testing — and largely refuting — molecular memory transfer in rats
  capture promoted Tier 2 2026-07-11 · rosenblatt, perceptron, memory-transfer, history-of-ml, neuroscience
• David Rumelhart is the hinge under both seed notes — he coined the tuning/restructuring taxonomy AND co-led the backprop revival
  capture promoted Tier 2 2026-07-11 · rumelhart, connectionism, schema-theory, backpropagation, prediction-error
• AI safety cases inherit a 1958 argument model — and a documented failure mode
  capture promoted Tier 1 2026-07-11 · AI-safety, argumentation, Toulmin, safety-case, assurance
• Simon's own bounded rationality diagnoses the Minsky–Papert sterility conjecture as expert intuition in a low-validity environment
  capture promoted Tier 3 2026-07-11 · herbert-simon, minsky-papert, bounded-rationality, satisficing, expert-intuition
• Sejnowski is the real bridge between NETtalk and the DjVu-freed NIPS archive — a person and an institution, not a shared document
  capture promoted Tier 1 2026-07-11 · nettalk, sejnowski, lecun, djvu, nips
• The sociology of science's credit laws are self-exemplifying — Stigler's law, the Matthew effect, and the Matilda effect are each named after someone other than their true originator
  capture promoted Tier 1 2026-07-11 · sociology-of-science, eponymy, priority, credit-assignment, stiglers-law
• Shannon & Moore's 1950 Hex machine played a board game with an electrical potential field — the move was a saddle point
  capture promoted Tier 2 2026-07-11 · claude-shannon, analog-computing, hex, game-ai, cross-domain-bridge
• Fossil stasis is now a fitted stochastic model — the same Ornstein–Uhlenbeck process that prices bonds and describes SGD near a loss minimum
  capture promoted Tier 2 2026-07-11 · evolutionary-biology, punctuated-equilibrium, stasis, ornstein-uhlenbeck, stochastic-processes
• Suspicious perfection: the same 'too clean to be true' rule underwrites both legal graded-proof and statistical fraud forensics
  capture promoted Tier 2 2026-07-11 · epistemology, research-integrity, fraud-detection, legal-history, statistics
• The systolic array — a heart-named 1978 idea became the 'heart' of the AI chip
  capture promoted Tier 1 2026-07-11 · systolic-array, TPU, hardware, matrix-multiply, roofline
• Substrate-laundering — output resemblance underdetermines mechanism, and the substrate's rigor is the vector of the error
  capture promoted Tier 2 2026-07-11 · underdetermination, marr-levels, mechanism, epistemics, cross-domain-bridge
• Unforgeable costliness bridges asteroid-PGM and bit gold: value tracks the hard-to-forge cost of production, and Bitcoin was engineered to escape the collapse the PGM model describes
  capture promoted Tier 2 2026-07-11 · economics, monetary-theory, value-theory, cost-of-production, cryptocurrency
• The vault's source-tier apparatus is a revived système de preuve légale — the graded-proof regime the Enlightenment abolished, now run in reverse against an AI reasoner
  capture promoted Tier 2 2026-07-11 · legal-history, law-of-evidence, epistemology, source-discipline, ai-verification
• Whig history names what the vault's AI-history myth-ledger polices — and Weinberg's science exemption complicates it
  capture promoted Tier 2 2026-07-11 · whig-history, historiography-of-ai, presentism, credit-assignment, backpropagation
• In 1890–91 Congress moved the US weather service from the Army to a civilian Weather Bureau in the Department of Agriculture, at President Harrison's request
  claim seedling Tier 1 2026-07-11 · meteorology, institutions, military-history, weather-bureau, hop
• The 1970 Clean Air Act citizen-suit provision was invented against regulatory capture, not from the qui tam tradition, and pays no bounty
  claim seedling Tier 3 2026-07-11 · legal-history, environmental-law, clean-air-act, citizen-suit, regulatory-capture
• In the 1976 'Midnight Connection,' a Texas utility deliberately linked its grid to Oklahoma to force federal jurisdiction, and regulators ordered the link cut within a year
  claim seedling Tier 3 2026-07-11 · energy, grid, texas, oklahoma, ercot
• In 2022 the CGPM voted to phase out the leap second by 2035, citing critical-infrastructure resilience
  claim seedling Tier 1 2026-07-11 · timekeeping, leap-second, metrology, standards-governance, infrastructure
• A 2020 peer-reviewed history attributes lithography's governing resolution formula to Abbe's 1870s diffraction work, not Rayleigh — the limit that forced EUV's 13.5nm wavelength
  claim seedling Tier 1 2026-07-11 · history-of-science, optics, euv, lithography, diffraction
• AC Gravity LLC, Ning Li's successor company, reportedly took a $448,970 U.S. defense grant in 2001 and never published results
  claim seedling Tier 4 2026-07-11 · fringe-science, defense-funding, antigravity, ning-li, shell-company
• ActiveGraph's own paper disclaims novelty for the append-only-log substrate, attributing it to established event-sourcing and CQRS patterns and framing its contribution as recombination
  claim seedling Tier 1 2026-07-11 · agent-memory, activegraph, event-sourcing, cqrs, append-only
• The Admiralty Code grades every intelligence report on two axes meant to be independent — source reliability (A–F) and information credibility (1–6)
  claim seedling Tier 3 2026-07-11 · intelligence-tradecraft, source-evaluation, provenance, admiralty-code, epistemics
• Amari's 1967 stochastic descent and the 1960 Widrow–Hoff LMS rule are sibling members of the SGD family, about seven years apart
  claim seedling Tier 4 2026-07-11 · amari, widrow, hoff, lms, sgd
• Focal electrical stimulation of the right angular gyrus repeatedly induced out-of-body experiences in an epilepsy patient
  claim seedling Tier 1 2026-07-11 · neuroscience, hallucination, embodiment, angular-gyrus, out-of-body-experience
• The Antarctic ozone hole was first reported from ground-based Dobson readings at Halley, not from satellite data
  claim seedling Tier 1 2026-07-11 · ozone-hole, joe-farman, atmospheric-science, science-history, anomaly-detection
• Louis Antoine explained his working method in person to the younger blind mathematician Bernard Morin — a documented counter-example to the claim that blind mathematicians' methods never transmit between them
  claim seedling Tier 2 2026-07-11 · history-of-mathematics, disability, blindness, topology, transmission
• The append-only-log-as-truth pattern recurring across three non-citing 2026 AI subfields is diffusion of the two-decade-old event-sourcing pattern, not blind independent convergence
  claim seedling Tier 1 2026-07-11 · append-only, event-sourcing, cross-domain-bridge, multiple-discovery, provenance
• The 2019 SI kilogram redefinition was underpinned by counting atoms in near-perfect enriched silicon-28 spheres to determine the Avogadro constant
  claim seedling Tier 1 2026-07-11 · metrology, physics, SI-units, measurement-history, avogadro-constant
• The Avogadro Project's silicon-28 spheres are so round that at Earth's scale their surface would deviate only 3–5 meters
  claim seedling Tier 1 2026-07-11 · metrology, physics, materials, measurement-history, avogadro-constant
• BANA's November 2012 adoption of Unified English Braille did not replace Nemeth Code — the US still has no single mandated braille code for math and science
  claim seedling Tier 1 2026-07-11 · disability-history, braille, tactile-technology, standards-wars, accessibility-tech
• The Bank of England turned the watermark into a currency-security feature, adopting watermarked banknote paper in 1697 after its notes were counterfeited
  claim seedling Tier 3 2026-07-11 · currency, banknotes, watermarks, security, anti-counterfeiting
• Banzhaf showed in 1968 that voting power is not proportional to vote weight — a nonlinear function of the quorum structure, not of the votes held
  claim seedling Tier 1 2026-07-11 · voting-theory, law, game-theory, power-index, banzhaf
• William Barnett re-applied the Red Queen model to organizational competition, using computer manufacturing and commercial banking as his two central case industries
  claim seedling Tier 3 2026-07-11 · organizational-theory, red-queen, competition, william-barnett, cross-domain-analogy
• Assistant AG William Baxter reportedly dismissed the 13-year U.S. v. IBM antitrust case the same day he finalized the AT&T breakup (January 1982)
  claim seedling Tier 3 2026-07-11 · computing-history, ibm, att, antitrust, unverified-quant
• Jocelyn Bell Burnell's 1967 pulsar signal was first dismissed as man-made interference before confirmation as PSR B1919+21
  claim seedling Tier 4 2026-07-11 · pulsars, jocelyn-bell-burnell, astronomy, science-history, anomaly-detection
• The Bézier curve was invented at two rival French carmakers — de Casteljau first — and Citroën's secrecy, not mathematical priority, decided whose name it got
  claim seedling Tier 3 2026-07-11 · typography, bezier-curves, computer-graphics, automotive-cad, history-of-mathematics
• Bit2Watt shows an attacker can destabilize a data center's local power grid purely by scheduling GPU workloads, with no physical or electrical access
  claim seedling Tier 1 2026-07-11 · distributed-computing, hardware-security, side-channel, power-grid, ai-infrastructure
• Harold Black's canonical 1927 'ferry-ride epiphany' for the negative-feedback amplifier is a retrospective simplification, not what his 1928 patent application describes
  claim seedling Tier 2 2026-07-11 · history-of-technology, bell-labs, control-theory, feedback, harold-black
• A 2009 study found the breast traces a figure-of-eight path during the gait cycle, tracked by optical motion capture
  claim seedling Tier 1 2026-07-11 · biomechanics, sports-science, motion-capture, breast-health, wearables
• Cable bacteria conduct electricity over centimeters through a sulfur-ligated nickel cofactor — a non-redox mechanism with no known precedent in biology
  claim seedling Tier 1 2026-07-11 · electromicrobiology, cable-bacteria, electron-transport, biology, cross-domain-bridge
• CANONIC's paper situates its append-only ledger inside a named lineage of provenance/immutability systems — C2PA, OPA, model/data cards, preregistration, git, Bitcoin — not as a novel invention
  claim seedling Tier 1 2026-07-11 · ai-governance, evidence-ledger, append-only, event-sourcing, provenance
• David Card shared the 2021 economics Nobel for empirical labour-economics work built on natural experiments
  claim seedling Tier 1 2026-07-11 · economics, labor-economics, natural-experiments, credibility-revolution, nobel-prize
• The Carl Zeiss Foundation (1889) made employee-owned optics works a laboratory for early labor reforms — profit-sharing and the eight-hour day
  claim seedling Tier 3 2026-07-11 · history-of-science, optics, instrument-making, labor-history, economics
• The cheap Russian LEU that USEC marketed under Megatons to Megawatts undercut its own American Centrifuge project and contributed to USEC's 2014 bankruptcy and rebrand as Centrus
  claim seedling Tier 2 2026-07-11 · nonproliferation, nuclear-history, commodity-economics, energy-policy, nuclear-power
• The CIA's institutional history traces ACH's origin to Heuer's philosophy background and the Nosenko defector case, not to AI
  claim seedling Tier 1 2026-07-11 · intelligence-analysis, ACH, heuer, epistemology, intellectual-history
• Cloudflare's 2017 New Year's DNS outage traced to code that assumed elapsed time can never go backwards
  claim seedling Tier 1 2026-07-11 · timekeeping, leap-second, infrastructure-failure, software-bugs, metrology
• Conspiracy belief was the field's paradigm case of evidence-immunity, with little evidence any intervention could debunk committed believers
  claim seedling Tier 1 2026-07-11 · conspiracy-belief, misinformation, AI-epistemics, inoculation-theory, resistance-to-evidence
• Paul Coremans proved van Meegeren's 'Vermeers' were forgeries by finding 20th-century synthetic resins in the paint
  claim seedling Tier 5 2026-07-11 · art-forgery, forensic-chemistry, forensic-authentication, science-history, archaeometry
• CTBTO's radioxenon network for detecting nuclear tests is confounded by civilian medical-isotope production, which emits the same xenon fingerprint ~18,000 times a year
  claim seedling Tier 1 2026-07-11 · arms-control, nonproliferation, verification-methods, medical-isotopes, ctbto
• John Cullinane, on the record in 1986, called 'IBM unbundling created the software industry' a myth — and credited the early-1970s recession instead
  claim seedling Tier 1 2026-07-11 · computing-history, software-industry, ibm, antitrust, origin-myth
• Ward Cunningham coined "technical debt" (1992) as a direct application of Lakoff & Johnson's metaphor theory
  claim seedling Tier 1 2026-07-11 · metaphor-theory, cognitive-linguistics, technical-debt, cross-domain-analogy, software-engineering
• Dense associative memory uses a higher-order energy function to store more patterns than it has neurons, via a duality with deep-learning networks
  claim seedling Tier 1 2026-07-11 · hopfield-networks, associative-memory, capacity, deep-learning, dmitry-krotov
• Giving an LLM a webpage's own text degrades its judgment of the source's authority — authority is not textual style or fluency (AuthorityBench)
  claim seedling Tier 1 2026-07-11 · RAG, LLM, source-evaluation, authority, epistemics
• James Dodson designed the first age-scaled life-assurance premiums, the basis of the Society for Equitable Assurances (Equitable Life, founded 1762)
  claim budding Tier 4 2026-07-11 · actuarial-history, insurance, mortality-tables, exclusion-driven-innovation, institutional-history
• James Dodson was refused admission to the Amicable Society because he was over its entry-age cap of 45
  claim seedling Tier 4 2026-07-11 · actuarial-history, insurance, exclusion-driven-innovation, institutional-history, history-of-mathematics
• The 2020 Drosophila connectome confirmed the ring-attractor architecture Zhang's 1996 theory predicted for head-direction coding, about 24 years later
  claim seedling Tier 1 2026-07-11 · neuroscience, systems-neuroscience, ring-attractor, head-direction, connectomics
• In Efron's 1970 batting-average example, James-Stein shrinkage roughly halved the total squared error of predicting rest-of-season performance
  claim seedling Tier 1 2026-07-11 · statistics, shrinkage-estimation, james-stein, empirical-bayes, baseball
• EnCharge AI's EN100 does in-memory matrix multiplication with lithography-defined switched capacitors rather than memristors, deriving precision from wire geometry instead of device conductance
  claim seedling Tier 2 2026-07-11 · analog-computing, ai-hardware, in-memory-compute, inference, switched-capacitor
• England's 'Bloody Code' made petty property theft a capital crime, with capital offences growing from about 50 to over 200
  claim seedling 2026-07-11 · legal-history, georgian-england, bloody-code, capital-punishment, property-crime
• ERCOT's large-load interconnection queue reached about 226 GW by November 2025 — roughly quadruple a year earlier — with about 77% from data centers and an unknown share of speculative 'phantom load'
  claim seedling Tier 2 2026-07-11 · energy, grid, texas, ercot, interconnection
• Ertl's 'memory wall fallacy' argues the wall is application-dependent, not a law of physics
  claim seedling Tier 2 2026-07-11 · computer-architecture, memory-bandwidth, memory-wall, caching, contrarian
• Leonhard Euler produced a large share of his roughly 850 works after going blind — but the exact fraction is unsettled, with two Tier-2 sources giving conflicting figures
  claim seedling Tier 2 2026-07-11 · history-of-mathematics, disability, blindness, euler, quantitative
• ASML/Zeiss's EUV mirror advantage is attributed to embedded tacit know-how rather than patent protection, which Nikon and Canon have not overcome
  claim seedling Tier 4 2026-07-11 · semiconductor-economics, optics, tacit-knowledge, trade-secrecy, export-controls
• The first commercial sports bra (1977) was prototyped by sewing two men's jockstraps together
  claim seedling Tier 2 2026-07-11 · invention-history, sports-science, wearables, apparel, women-in-stem
• George Forsythe, credited with coining 'computer science,' built Stanford's department out of numerical analysis
  claim seedling Tier 3 2026-07-11 · computer-science-history, institutional-history, numerical-analysis, terminology, myth-ledger
• Martin Fowler formalized 'event sourcing' — an event log as the official record with application state as a derived projection — in a December 2005 essay, ~21 years before CANONIC and ActiveGraph
  claim seedling Tier 1 2026-07-11 · event-sourcing, cqrs, append-only, software-architecture, common-ancestor
• Disney's Frozen simulated its snow with a Material Point Method solver, twenty years after MPM's defense-mechanics origin
  claim seedling Tier 1 2026-07-11 · computer-graphics, disney-animation, material-point-method, computational-mechanics, cross-domain-bridge
• A 1967 NASA Gemini nutrition report embeds a bone-demineralization and calcium-balance concern inside a calorie-counting memo
  claim seedling Tier 1 2026-07-11 · space-medicine, aerospace-physiology, bone-density, history-of-science, nasa
• Eighteenth-century London instrument workshops drew their brass partly from a trade in stolen metal
  claim seedling Tier 2 2026-07-11 · economic-history, georgian-england, instrument-trade, metal-theft, supply-chain
• Georgian juries deliberately undervalued stolen goods to avoid the mandatory death penalty, a practice later called 'pious perjury'
  claim seedling Tier 4 2026-07-11 · legal-history, georgian-england, jury-nullification, pious-perjury, capital-punishment
• Gifford's 1979 weighted-voting scheme keeps replicated files consistent by requiring read and write quorums whose votes sum to more than the total
  claim seedling Tier 1 2026-07-11 · distributed-systems, consensus, quorum, replication, history-of-computing
• Gravity Probe B measured Earth's frame-dragging at 37.2 ± 7.2 mas/yr, matching general relativity's 39.2 mas/yr prediction
  claim budding Tier 1 2026-07-11 · physics, general-relativity, frame-dragging, gravity-probe-b, metrology
• Adolphus Greely, survivor of a catastrophic 1881–84 Arctic expedition, directed the US Weather Bureau from 1887 to 1891
  claim seedling Tier 3 2026-07-11 · meteorology, institutions, military-history, weather-bureau, biography
• A 2024 UN report calls an external attack a 'plausible' cause of Dag Hammarskjöld's 1961 death and 'almost certain' that Member States still withhold relevant archives
  claim seedling Tier 1 2026-07-11 · cold-war-history, institutional-secrecy, un, refutation-not-propagated, posthumous-award
• Prolonged head-down bed rest is the standard ground analog for spaceflight bone loss, bridging aerospace physiology and clinical disuse osteoporosis
  claim seedling Tier 4 2026-07-11 · space-medicine, aerospace-physiology, bone-density, disuse-osteoporosis, cross-domain-bridge
• Jim Henson's shop built a 1988 device called "Waldo" that let a puppeteer drive a CG character live on camera
  claim seedling Tier 1 2026-07-11 · invention-history, animatronics, puppetry, computer-graphics, performance-capture
• Heuer grounds ACH's foundations in cognitive psychology, decision analysis, and the scientific method — not AI or expert systems
  claim seedling Tier 1 2026-07-11 · intelligence-analysis, ACH, heuer, expert-systems, scientific-method
• Hopfield's 1982 associative memory is a system of Ising spins whose retrieval dynamics minimize an energy function borrowed from spin-glass physics
  claim seedling Tier 1 2026-07-11 · hopfield-networks, associative-memory, spin-glass, ising-model, physics
• John Hopfield and Geoffrey Hinton won the 2024 Nobel Prize in Physics for the artificial-neural-network architecture, framed by the committee as a physics object
  claim seedling Tier 1 2026-07-11 · hopfield-networks, hinton, nobel-prize, history-of-ml, physics
• Waddington's 1957 epigenetic landscape has been formalized as a Hopfield-network energy surface, with cell types as attractors
  claim seedling Tier 1 2026-07-11 · waddington, hopfield-networks, epigenetics, developmental-biology, systems-biology
• IBM's market share reportedly fell from ~50% (1969) to 37% (1982) during its antitrust suit, partly via deliberate price hikes to look less dominant
  claim seedling Tier 3 2026-07-11 · computing-history, ibm, antitrust, unverified-quant, market-structure
• Intel took a $475 million charge against Q4 1994 gross margin after reversing course and recalling the flawed Pentium
  claim seedling Tier 1 2026-07-11 · pentium-fdiv-bug, intel, product-recall, corporate-history, sec-filing
• The International Phonetic Alphabet descends from Lepsius's Standard Alphabet through a simplification chain — Ellis's Palaeotype, then Sweet's Romic — with each step trading completeness for teachability
  claim seedling Tier 4 2026-07-11 · history-of-linguistics, notation-systems, phonetics, standards-wars, cross-domain-bridge
• A 2026 preprint argues sound-localization ITD readout arises from population equilibrium dynamics rather than Jeffress's discrete place-coding
  claim seedling Tier 1 2026-07-11 · neuroscience, systems-neuroscience, sound-localization, jeffress-model, equilibrium-dynamics
• Iterated learning theory from cultural evolution is being used to reframe AI model collapse as a language-transmission bottleneck
  claim seedling Tier 1 2026-07-11 · model-collapse, iterated-learning, cultural-evolution, language-evolution, cross-domain-bridge
• The James-Stein estimator uniformly dominates the sample mean under squared-error loss, making the MLE inadmissible in three or more dimensions
  claim seedling Tier 1 2026-07-11 · statistics, shrinkage-estimation, decision-theory, james-stein, empirical-bayes
• Jeffress's 1948 place theory of sound localization stood as pure theory for roughly four decades until Carr & Konishi's 1990 barn-owl anatomy confirmed it
  claim seedling Tier 2 2026-07-11 · neuroscience, systems-neuroscience, sound-localization, jeffress-model, theory-confirmation-lag
• William Kahan, hired to help specify Intel's 8087 coprocessor arithmetic, became the principal architect of the IEEE 754 floating-point standard
  claim seedling Tier 3 2026-07-11 · ieee-754, william-kahan, floating-point, intel-8087, turing-award
• Kirchenbauer et al. (2023) watermark LLM output by softly biasing sampling toward a secret pseudorandom 'green list' of tokens
  claim seedling Tier 1 2026-07-11 · ai-watermarking, llm, provenance, security, history-of-ml
• Kocher, Jaffe & Jun's 1999 Differential Power Analysis paper founded power side-channel cryptanalysis by showing chip power consumption leaks secret keys
  claim seedling Tier 1 2026-07-11 · hardware-security, side-channel, cryptanalysis, power-analysis, history-of-computing
• Kubelka–Munk reflectance theory grades fresh-meat quality by inferring myoglobin redox chemistry from color
  claim seedling Tier 1 2026-07-11 · color-science, kubelka-munk-theory, reflectance, food-science, meat
• Kubelka–Munk theory, with the 1942 Saunderson correction, now computes dental shade-matching without physical test specimens
  claim seedling Tier 1 2026-07-11 · color-science, kubelka-munk-theory, reflectance, dentistry, dental-materials
• Kubelka–Munk theory was devised in 1931 to compute paint-film opacity, not general color
  claim seedling Tier 4 2026-07-11 · color-science, kubelka-munk-theory, reflectance, paint, optics
• Lakoff argues political frames are neurally entrenched structures that strengthen with use — including when negated — and resist reframing
  claim seedling Tier 1 2026-07-11 · framing, cognitive-linguistics, political-cognition, schema-restructuring, cross-domain-analogy
• Lattice ('gelosia') multiplication's paper trail runs India (12th-c. Lilavati commentary) → Islamic Maghreb (Ibn al-Banna, late 13th c.) → Renaissance Italy
  claim seedling Tier 4 2026-07-11 · history-of-mathematics, calculating-instruments, transmission-of-knowledge, islamic-golden-age, translation-history
• Lattice multiplication was renamed for a window grille in each culture that received it: Arabic 'shabakh' and Italian 'gelosia' both mean the same lattice grating
  claim seedling Tier 4 2026-07-11 · history-of-mathematics, etymology, transmission-of-knowledge, translation-history, lattice-multiplication
• Optician Achim Leistner hand-polished the Avogadro Project's silicon spheres, using a tactile technique nicknamed 'atomic feeling'
  claim seedling Tier 3 2026-07-11 · metrology, craftsmanship, tactile-cognition, measurement-history, avogadro-constant
• Karl Richard Lepsius, later famous for a universal phonetic alphabet, was also a founding practitioner of the epigraphic 'squeeze' — a moist-paper impression that copies an inscription 1:1 without touching it
  claim seedling Tier 4 2026-07-11 · epigraphy, archaeology, print-history, text-reproduction, history-of-linguistics
• Lepsius's Standard Alphabet (1855, rev. 1863) failed to spread for a mundane production reason — its many diacritics made it hard to read and, above all, hard to typeset — not for any descriptive shortcoming
  claim seedling Tier 4 2026-07-11 · history-of-linguistics, notation-systems, print-history, standards-wars, text-reproduction
• Lewis and Postol's 1991–93 analysis of news-camera footage found no unambiguous evidence Patriot destroyed even one Scud warhead
  claim seedling Tier 1 2026-07-11 · patriot-missile, gulf-war, mit, osint, verification-method
• Lippershey's 1608 telescope patent was denied because the design was already known to rival spectacle-makers
  claim seedling Tier 4 2026-07-11 · history-of-science, optics, trade-secrecy, patents, instrument-making
• The same LLM persuasion that debunks conspiracies can instill them just as effectively, and standard guardrails did little to stop it
  claim seedling Tier 1 2026-07-11 · conspiracy-belief, LLM-persuasion, AI-epistemics, dual-use, AI-safety
• The measured wage effect of the Mariel Boatlift flips with sample construction — no effect (Card) versus a 10–30% drop for dropouts (Borjas)
  claim seedling Tier 2 2026-07-11 · economics, labor-economics, immigration, mariel-boatlift, natural-experiments
• The Borjas Mariel wage effect may be an artifact of a 1980 survey-methodology change rather than immigration (Clemens & Hunt)
  claim seedling Tier 1 2026-07-11 · economics, labor-economics, immigration, mariel-boatlift, measurement-artifact
• The Material Point Method was developed in 1993 for solid-mechanics penetration problems, with funding from Sandia National Laboratories
  claim seedling Tier 4 2026-07-11 · computational-mechanics, material-point-method, sandia, history-of-computing, defense-research
• Jon Kabat-Zinn, founder of Mindfulness-Based Stress Reduction, was — as MIT molecular-biology graduate student 'Jonathan Kabat' — a 1968 co-founder of the anti-military-research group SACC and an organizer of the March 4, 1969 MIT research stoppage
  claim seedling Tier 2 2026-07-11 · history-of-science, mit, activism, mindfulness, mbsr
• McGrew (2013) decomposes the argument from silence into a product of three probabilities — would the author notice, record, and would the record survive — so the inference is only as strong as its weakest term
  claim seedling Tier 1 2026-07-11 · argument-from-silence, historiography, philosophy-of-history, negative-evidence, bayesian
• McGrew (2013) argues humans systematically over-trust arguments from silence because the decisive Bayesian term is exactly the kind of quantity we misjudge toward overconfidence
  claim seedling Tier 1 2026-07-11 · argument-from-silence, historiography, bayesian, conjunction-fallacy, overconfidence
• Medieval judicial torture could be ordered only on a standing half-proof, and functioned to produce the confession that completed it into full proof
  claim seedling Tier 1 2026-07-11 · legal-history, law-of-evidence, canon-law, torture, verification
• The medieval law of proof developed the concepts of uncertain reasoning yet refused to quantify them — no quarter-proofs, and its heirs still bar Bayesian math from court
  claim seedling Tier 1 2026-07-11 · legal-history, law-of-evidence, probability, history-of-mathematics, legal-epistemology
• Megatons to Megawatts converted 475.2 metric tons of Soviet weapons HEU into LEU that supplied about one-third of US reactor fuel for two decades
  claim seedling Tier 1 2026-07-11 · nonproliferation, nuclear-history, cold-war, commodity-economics, nuclear-power
• Moscow State University's Mekh-mat used deliberately hard 'coffin problems' in oral entrance exams to fail Jewish and other undesired applicants
  claim seedling Tier 4 2026-07-11 · history-of-mathematics, soviet-union, antisemitism, academia, institutions
• The 'memory wall' was named in 1994 by William Wulf and Sally McKee to describe processors outrunning memory delivery
  claim seedling Tier 3 2026-07-11 · computer-architecture, memory-bandwidth, memory-wall, history-of-computing, hardware
• EU crypto regulators' 2024-25 test for a 'sufficiently decentralized' DAO turns on whether one holder can meet quorum alone
  claim seedling Tier 3 2026-07-11 · regulation, mica, defi, dao, decentralization
• MIT divested its Instrumentation Lab in 1973 — spinning it off as the independent Charles Stark Draper Laboratory — under sustained Vietnam-era anti-war protest, despite the lab's weapons work being strategic rather than tactical
  claim seedling Tier 2 2026-07-11 · history-of-science, mit, draper-laboratory, military-funding, vietnam-war
• MIT researchers used publicly available data and first-principles physics to contest official military claims in both the 1991 Patriot debate and the 2026 Burevestnik reconstruction
  observation seedling Tier 1 2026-07-11 · osint, verification-method, mit, cross-domain-bridge, military-engineering
• Model collapse: training a model recursively on model-generated data erases the tails of the original data distribution
  claim budding Tier 1 2026-07-11 · model-collapse, synthetic-data, generative-models, training-dynamics
• The update rule of a modern (continuous) Hopfield network is equivalent to the attention mechanism of transformers
  claim seedling Tier 1 2026-07-11 · hopfield-networks, associative-memory, transformer-attention, deep-learning, cross-domain-bridge
• Napier's bones (1617) is a physical implementation of pre-existing lattice ('gelosia') multiplication, not an original algorithm
  claim seedling Tier 4 2026-07-11 · history-of-mathematics, calculating-instruments, napiers-bones, lattice-multiplication, tactile-computing
• Neisser checked John Dean's Watergate testimony against the Nixon tapes and found the details wrong but the gist right — coining 'repisodic' memory
  claim seedling Tier 1 2026-07-11 · cognitive-psychology, memory, testimony, reconstructive-memory, ecological-validity
• Abraham Nemeth kept his braille math code secret until a colleague's unplanned request for a table of integrals forced its disclosure — a documented mechanism for why private notation stays private by default
  claim seedling Tier 2 2026-07-11 · history-of-mathematics, disability, blindness, assistive-technology, braille-mathematics
• Two systems-neuroscience circuit theories waited decades for anatomical/connectomic confirmation — a delayed-vindication shape shared with AI history
  observation seedling Tier 1 2026-07-11 · neuroscience, systems-neuroscience, theory-confirmation-lag, delayed-vindication, connectomics
• Nicaraguan Sign Language is a documented case of a language emerging from zero language exposure, not merely zero standard-language exposure
  claim seedling Tier 2 2026-07-11 · linguistics, language-emergence, cognitive-science, nicaragua, sign-language
• A number theorist's twin-prime reciprocal-sum project, not a chip test, publicly surfaced the Pentium FDIV bug in 1994
  claim seedling Tier 2 2026-07-11 · pentium-fdiv-bug, thomas-nicely, twin-primes, floating-point, history-of-computing
• Ning Li and Douglas Torr proposed in 1991 that rotating ions in a Type-II superconductor could generate a gravitomagnetic antigravity effect
  claim seedling Tier 4 2026-07-11 · fringe-science, physics, antigravity, superconductivity, ning-li
• A US NNSA nonproliferation program converted the world's major medical-isotope (Mo-99) producers off weapons-usable HEU targets to low-enriched uranium
  claim seedling Tier 1 2026-07-11 · nonproliferation, nuclear-security, medical-isotopes, heu-leu, arms-control
• No source was found documenting an explicit comparison of Heuer's ACH to expert-system backward chaining; the resemblance remains an observed structural echo
  claim seedling Tier 1 2026-07-11 · intelligence-analysis, ACH, backward-chaining, expert-systems, cross-domain-bridge
• The Nobel Foundation's no-posthumous-award rule was broken by circumstance exactly twice before 1974 — Karlfeldt (1931) and Hammarskjöld (1961)
  claim seedling Tier 4 2026-07-11 · nobel-prize, institutional-rules, posthumous-award, cold-war-history
• In March 2022 the node-ipc maintainer shipped a version that overwrote files on Russia/Belarus-geolocated machines as anti-war protest (CVE-2022-23812)
  claim seedling Tier 3 2026-07-11 · open-source, software-supply-chain, protestware, npm, node-ipc
• Nicaraguan Sign Language emerged among deaf children in Managua schools after a spoken-Spanish/lipreading curriculum failed to teach them
  claim seedling Tier 4 2026-07-11 · linguistics, language-emergence, nicaragua, sign-language, history-of-science
• In Nicaraguan Sign Language, the second cohort of child learners made the grammar more systematic than the adults who invented it
  claim seedling Tier 2 2026-07-11 · linguistics, language-emergence, cognitive-science, nicaragua, sign-language
• Bell Labs classical control theory (Nyquist, Bode) may be the direct mathematical ancestor of the 1950s–60s optimal-control lineage the vault credits as backpropagation's precursor — but no source read so far states the transmission explicitly
  observation seedling Tier 2 2026-07-11 · control-theory, nyquist, bode, optimal-control, kelley
• Black's feedback amplifier wasn't engineerable on his insight alone — it needed Nyquist's 1932 stability criterion and Bode's constraint analysis
  claim seedling Tier 2 2026-07-11 · history-of-technology, bell-labs, control-theory, feedback, nyquist
• The U.S. Army's claimed Patriot Gulf War success rate fell from a wartime 96% to a later 52% warhead-destruction claim, only 40% of it 'highest confidence'
  claim seedling Tier 1 2026-07-11 · patriot-missile, gulf-war, mit, verification-method, military-engineering
• The 1991 Dhahran Patriot failure came from a clock error that grew with uptime because the system truncated 0.1 in a 24-bit register
  claim seedling Tier 1 2026-07-11 · rounding-error, floating-point, patriot-missile, gulf-war, gao-report
• At Dhahran the Patriot clock-drift bug was flagged by Israeli data two weeks early, but the corrected software reached the battery one day after the fatal Scud
  claim seedling Tier 1 2026-07-11 · patriot-missile, gulf-war, gao-report, institutional-failure, human-factors
• Pauline Beery Mack retired from a chemistry deanship at 70 to become NASA's ground-based bone-density research director
  claim seedling Tier 3 2026-07-11 · space-medicine, history-of-science, women-in-stem, bone-density, aerospace-physiology
• The Pentium FDIV bug was five missing entries in the SRT division algorithm's quotient-digit lookup table, a lithography defect
  claim seedling Tier 2 2026-07-11 · pentium-fdiv-bug, srt-division, floating-point, hardware-defect, lithography
• In June 2026, PHerc. 1667 became the first carbonized Herculaneum scroll read end-to-end without being physically unrolled
  claim seedling Tier 1 2026-07-11 · herculaneum, vesuvius-challenge, virtual-unwrapping, ai-ml, archaeology
• The particle-in-cell method was built at Los Alamos for compressible-fluid hydrodynamics on early high-speed computers
  claim seedling Tier 1 2026-07-11 · computational-fluid-dynamics, history-of-computing, los-alamos, particle-in-cell, cold-war-science
• Polly Smith, a co-inventor of the sports bra, spent a decades-long parallel career as a Jim Henson Company costume designer
  claim seedling Tier 3 2026-07-11 · invention-history, biography, cross-domain-bridge, apparel, puppetry
• Lev Pontryagin used his seat on the Soviet National Committee of Mathematicians to help bar Grigory Margulis from traveling to the 1978 ICM to receive his Fields Medal
  claim seedling Tier 2 2026-07-11 · history-of-mathematics, soviet-union, antisemitism, fields-medal, institutions
• Portelli found Terni workers' oral memory relocated Luigi Trastulli's 1949 killing to 1953 — and argued the error was itself the finding
  claim seedling Tier 4 2026-07-11 · oral-history, historiography, memory, testimony, collective-memory
• A single 'power consumption leaks exploitable information' principle appears to scale cleanly from 1999 chip-level power analysis through 2018 shared-FPGA side channels to 2026 grid-scale GPU attacks — but no single source draws this three-paper lineage explicitly
  observation seedling Tier 1 2026-07-11 · hardware-security, side-channel, power-grid, cross-time-bridge, history-of-computing
• Richard Price's 1789 sermon 'A Discourse on the Love of Our Country' provoked Burke's Reflections on the Revolution in France and touched off the Revolution Controversy
  claim seedling Tier 4 2026-07-11 · political-philosophy, enlightenment, revolution-controversy, conservatism, intellectual-history
• Price's Northampton mortality table overestimated mortality, a directional bias good for insurers and adverse to annuity buyers
  claim seedling Tier 4 2026-07-11 · actuarial-history, insurance, mortality-tables, historical-demography, mechanism-design
• Richard Price built the Northampton mortality table and Observations on Reversionary Payments (1771), the standard actuarial reference for roughly a century
  claim seedling Tier 4 2026-07-11 · actuarial-history, insurance, mortality-tables, enlightenment, history-of-mathematics
• Real processing-in-memory hardware speeds up DNA sequence alignment by routing around the memory-bandwidth bottleneck, not by adding compute
  claim seedling Tier 1 2026-07-11 · processing-in-memory, genomics, sequence-alignment, memory-bandwidth, computer-architecture
• Project Sapphire (1994) covertly airlifted ~600 kg of Kazakh weapons-grade uranium to Oak Ridge, and its declassified after-action report is an unusually candid Cold War primary source
  claim seedling Tier 1 2026-07-11 · nonproliferation, nuclear-history, cold-war, kazakhstan, primary-sources
• A 2026 typology places "protestware" among fourteen open-source software sub-genres, flagging it as under-studied
  claim budding Tier 1 2026-07-11 · open-source, software-supply-chain, protestware, taxonomy, labor
• Prussian blue was discovered accidentally in 1706 as a failed attempt to make a red pigment
  claim seedling Tier 4 2026-07-11 · dye-chemistry, pigments, accidental-discovery, history-of-chemistry, hop
• Prussian blue is the FDA-approved oral antidote for radioactive cesium and thallium poisoning
  claim seedling Tier 1 2026-07-11 · toxicology, radiological-medicine, radionuclides, pigments, cross-domain-bridge
• Prussian blue was deployed at scale as a decorporation treatment in the 1987 Goiânia cesium-137 accident
  claim seedling Tier 4 2026-07-11 · radiological-medicine, radionuclides, toxicology, history, unverified-quant
• Purdue established the first computer science department in the United States, in October 1962
  claim seedling Tier 3 2026-07-11 · computer-science-history, institutional-history, numerical-analysis, priority-dispute, myth-ledger
• The qui tam mechanism traces to a 695 AD Anglo-Saxon decree of King Wihtred of Kent that paid an informer half a Sabbath-breaker's fine
  claim seedling Tier 2 2026-07-11 · legal-history, qui-tam, false-claims-act, private-enforcement, anglo-saxon
• Modern reconfigurable analog computers target differential equations, not neural networks, and their claimed edge is a solution time independent of problem size
  claim seedling Tier 1 2026-07-11 · analog-computing, differential-equations, ai-hardware, reconfigurable-analog, in-memory-compute
• The Red Queen hypothesis (Van Valen, 1973) names the evolutionary 'run to stay in place' dynamic — constant extinction probability regardless of a taxon's age
  claim seedling Tier 4 2026-07-11 · evolutionary-biology, red-queen, van-valen, coevolution, extinction
• Reliability-aware RAG estimates each source's reliability separately from document relevance and fuses answers by weighted majority voting
  claim seedling Tier 1 2026-07-11 · RAG, source-evaluation, retrieval, LLM, provenance
• R-LAM, a third 2026 paper in a non-citing subfield (reproducible scientific-workflow automation for Large Action Models), independently applies the same append-only-log-as-ground-truth architecture with judgment held outside the log
  claim seedling Tier 1 2026-07-11 · large-action-models, reproducibility, scientific-workflow, append-only, provenance
• A robot inducing sensorimotor conflict reproduced the 'feeling of a presence' in healthy people, modeling a clinical hallucination
  claim seedling Tier 1 2026-07-11 · neuroscience, hallucination, embodiment, feeling-of-a-presence, schizophrenia
• Rock's Law is Moore's Law's economic inverse: as chips get denser, the cost of building the fabs to make them rises exponentially
  claim seedling Tier 2 2026-07-11 · compute-economics, semiconductors, rocks-law, moores-law, capital-intensity
• Victor Rothschild's 1971 report mandated that applied government R&D be run on a 'customer-contractor' basis
  claim seedling Tier 2 2026-07-11 · uk-science-policy, victor-rothschild, science-research-council, research-funding, customer-contractor
• Norberto Salinas and Abraham Nemeth each independently invented a personal braille mathematics notation in the mid-20th century, extending the blind-mathematician pattern to more cases and countries
  claim seedling Tier 2 2026-07-11 · history-of-mathematics, disability, blindness, assistive-technology, braille-mathematics
• Isaac Schoenberg developed spline theory as a WWII Army mathematician at the Ballistic Research Laboratory — the same lab that built ENIAC — not in actuarial work
  claim seedling Tier 2 2026-07-11 · splines, schoenberg, ballistic-research-laboratory, eniac, history-of-computing
• The Sinai Palimpsests Project (2011–2016) used multispectral imaging to recover 305 erased texts from scraped-and-reused parchment at St. Catherine's Monastery
  claim seedling Tier 2 2026-07-11 · palimpsest, multispectral-imaging, sinai, manuscripts, digital-humanities
• The "single maintainer, global blast radius" precondition behind protestware predates it — left-pad (2016) and Notepad++'s "Stand With Hong Kong" (2020)
  claim budding Tier 1 2026-07-11 · open-source, software-supply-chain, protestware, npm, left-pad
• Susan Greenhalgh's history credits Song Jian — a missile-guidance control theorist — with engineering China's one-child policy from a 'Sinified cybernetics of population'
  claim seedling Tier 1 2026-07-11 · cybernetics, control-theory, china, population-policy, cold-war-science
• Song Jian publicly credited his own 1980 population projections with triggering China's one-child policy
  claim seedling Tier 2 2026-07-11 · cybernetics, control-theory, china, population-policy, one-child-policy
• Evaluators cannot keep source reliability and information credibility independent — they avoid inconsistent pairings and over-weight the source's track record
  claim seedling Tier 1 2026-07-11 · intelligence-tradecraft, source-evaluation, epistemics, cognitive-bias, admiralty-code
• Bacterial cell density shifts the low-frequency electrical polarization of sand, giving spectral induced polarization an in-situ geophysical fingerprint of microbial presence
  claim seedling Tier 1 2026-07-11 · biogeophysics, induced-polarization, geophysics, electromicrobiology, cross-domain-bridge
• Spinoza's grinding dish was still producing scratch-free lenses in Constantijn Huygens Jr.'s hands a decade after Spinoza's death
  claim seedling Tier 2 2026-07-11 · history-of-science, optics, tacit-knowledge, instrument-making, trade-secrecy
• "Spline" was a shipbuilder's flexible lofting strip for centuries before it named a mathematical curve
  claim seedling Tier 3 2026-07-11 · splines, naval-architecture, craft-history, etymology, computer-graphics
• US standard rail gauge (4'8.5") descends from George Stephenson's 1829 practice and coincidental physical constraints, not from Roman chariot wheel-spacing
  claim seedling Tier 3 2026-07-11 · history-of-technology, myth-correction, standardization, path-dependency, historiography
• Charles Stein delayed publishing his admissibility theorem five years until he found a non-Bayesian proof, distrusting the Bayesian argument that explained his own result
  claim seedling Tier 2 2026-07-11 · history-of-statistics, decision-theory, bayesian-statistics, james-stein, person-behind-the-thing
• Ralph Steinman's 2011 Nobel was allowed to stand posthumously because the committee's decision predated news of his death
  claim seedling Tier 4 2026-07-11 · nobel-prize, immunology, institutional-rules, posthumous-award
• Superconductor-based antigravity effects have never been independently replicated; a 2011 Boulder team attributed Tajmar's positive readings to experimental error
  claim seedling Tier 4 2026-07-11 · fringe-science, physics, antigravity, superconductivity, replication
• The synthetic control method was invented to measure the GDP cost of Basque terrorism, finding a ~10-percentage-point per-capita gap
  claim seedling Tier 1 2026-07-11 · economics, econometrics, synthetic-control, natural-experiments, causal-inference
• A tailored three-round dialogue with GPT-4 Turbo durably reduced conspiracy belief by about 20%
  claim seedling Tier 1 2026-07-11 · conspiracy-belief, LLM-persuasion, AI-epistemics, misinformation, tailoring
• Texas kept its electric grid intrastate to dodge federal regulation under the 1935 Public Utility Holding Company Act, not for engineering reasons
  claim seedling Tier 3 2026-07-11 · energy, grid, texas, ercot, regulation
• Thatcher told Parliament in 1986 that there was 'no evidence' Victor Rothschild was ever a Soviet spy, after decades of Cambridge Five 'Fifth Man' suspicion
  claim seedling Tier 3 2026-07-11 · victor-rothschild, cambridge-five, cold-war-espionage, fifth-man, contested-history
• Thermoluminescence dating, developed at Oxford in the 1960s, became a commercial forgery detector for antiquities a generation after chemistry unmasked van Meegeren
  claim seedling Tier 3 2026-07-11 · art-forgery, thermoluminescence, archaeometry, forensic-authentication, physics
• The 'Third Man Factor' name descends from T.S. Eliot's The Waste Land, whose own note hedges about its Antarctic source
  claim seedling Tier 3 2026-07-11 · literature-science-bridge, hallucination, cross-domain-bridge, etymology, exploration-history
• Two half-proofs on the same point could combine into full proof — except in grave criminal cases, where proof had to be 'clearer than the noonday sun'
  claim seedling Tier 4 2026-07-11 · legal-history, law-of-evidence, canon-law, legal-epistemology, medieval-law
• Two contrasting verification regimes — remote radionuclide sensing and reciprocal on-site inspection — govern the same fissile-material lifecycle
  observation seedling Tier 1 2026-07-11 · arms-control, verification-methods, nonproliferation, nuclear-history, cross-domain-bridge
• The US national weather service began in 1870 as an Army Signal Service telegraph operation
  claim seedling Tier 1 2026-07-11 · meteorology, institutions, military-history, telegraph, weather-bureau
• A US intelligence-funded CS group reformulated Heuer's ACH as Bayesian networks, not as rule-chaining
  claim seedling Tier 2 2026-07-11 · intelligence-analysis, ACH, bayesian-networks, cross-domain-bridge, expert-systems
• Han van Meegeren escaped a Nazi-collaboration death sentence by proving, under court supervision, that his 'Vermeer' was his own forgery
  claim seedling Tier 4 2026-07-11 · art-forgery, wwii, forensic-authentication, criminal-law, science-history
• Vicon's optical motion-capture lineage runs from 1980s clinical gait labs through film VFX to NASA's astronaut biomechanics lab
  claim seedling Tier 1 2026-07-11 · motion-capture, cross-domain, history-of-technology, biomechanics, nasa
• Virtual unwrapping's first public proof was the 2015 En-Gedi Scroll, the payoff of a roughly 20-year program later formalized as EduceLab
  claim seedling Tier 2 2026-07-11 · virtual-unwrapping, en-gedi, brent-seales, educelab, vesuvius-challenge
• The engineering term "waldo" for a remote manipulator was coined in Robert Heinlein's 1942 story and adopted by real teleoperator builders
  claim seedling Tier 4 2026-07-11 · etymology, invention-history, nuclear-engineering, science-fiction, cross-domain-bridge
• For over a century (1829-1932) the US had no single tactile-literacy standard — Braille, New York Point, and Modified American Braille competed openly, an era historians call the 'War of the Dots'
  claim seedling Tier 3 2026-07-11 · disability-history, braille, tactile-technology, standards-wars, accessibility-tech
• Watermarks originated as a papermaker's identity mark in Fabriano, Italy, in the 13th century
  claim seedling Tier 4 2026-07-11 · print-history, paper-making, watermarks, history-of-the-book, security
• New York Point, the losing rival to Braille in the 19th-century US standards war, was designed top-down by a sighted institute superintendent, not by a blind reader
  claim seedling Tier 4 2026-07-11 · disability-history, braille, tactile-technology, standards-wars, accessibility-tech
• Carl Zeiss SMT is the sole supplier of the projection optics inside ASML's EUV scanners, making a foundation-owned firm a single point of failure for advanced chipmaking
  claim seedling Tier 2 2026-07-11 · semiconductor-economics, optics, euv, monopoly, chokepoint
• Zhao & Suh (2018) showed a shared multi-tenant cloud FPGA lets one tenant remotely read another's power draw and break RSA, with no physical access
  claim seedling Tier 1 2026-07-11 · hardware-security, side-channel, fpga, cloud-computing, power-analysis
• In 1981 an oral historian and a cognitive psychologist independently concluded that testimony can be wrong in its details yet accurate in its deeper shape
  observation seedling Tier 4 2026-07-11 · cross-domain-bridge, memory, testimony, oral-history, cognitive-psychology
• Bjork's and Dreyfus's disproven misattributions are the same move — an argument from silence — that McGrew's grading separates: Bjork's is airtight, Dreyfus's is the weaker mediated form
  observation seedling Tier 1 2026-07-11 · argument-from-silence, historiography, negative-evidence, bayesian, methodology
• Cold-War intelligence doctrine and 2025 retrieval research independently converged on the same two-axis source model — reliability apart from credibility — and on the same failure mode
  observation seedling Tier 1 2026-07-11 · cross-domain-bridge, cross-time-bridge, source-evaluation, intelligence-tradecraft, RAG
• Both the first US computer science department and the one popularly credited as first were founded by numerical analysts
  observation seedling Tier 3 2026-07-11 · computer-science-history, numerical-analysis, institutional-history, cross-domain-bridge, myth-ledger
• Two American mechanisms for privatizing law enforcement — 695 AD qui tam and the 1970 citizen suit — converged on the same design from unrelated motives, a mirror image of the Chandler thesis
  observation seedling Tier 3 2026-07-11 · cross-domain-bridge, multiple-discovery, legal-history, private-enforcement, convergent-invention
• One man, Richard Price, is a load-bearing figure in both the history of actuarial mathematics and the founding debate of modern political philosophy
  observation seedling Tier 4 2026-07-11 · cross-domain-bridge, actuarial-history, political-philosophy, enlightenment, intellectual-history
• One man, Victor Rothschild, anchors both the reorganisation of postwar UK science funding and the historiography of Cold War espionage
  observation seedling Tier 3 2026-07-11 · cross-domain-bridge, victor-rothschild, uk-science-policy, cold-war-espionage, intellectual-history
• The word and function of the 'watermark' carry across 750 years, from a 13th-century papermaker's mark to a marker of AI-generated text
  observation seedling Tier 1 2026-07-11 · cross-domain-bridge, watermarks, provenance, print-history, ai-watermarking
• The gap between nominal vote weight and actual power is measured, in the same vocabulary, by a 1979 CS replication protocol, a 1968 law-review critique, and 2024-25 EU crypto regulators
  observation seedling Tier 3 2026-07-11 · cross-domain-bridge, voting-theory, quorum, distributed-systems, law
• Has Heuer's ACH ever been explicitly compared to expert-system backward chaining, or is the resemblance only an observed structural echo?
  capture promoted 2026-07-10 · intelligence-analysis, ACH, heuer, expert-systems, backward-chaining
• Is 'append-only log as source of truth, record separated from verdict' a genuine cross-domain convergence, or a two-point coincidence?
  capture promoted 2026-07-10 · append-only, evidence-ledger, event-sourcing, cross-domain-bridge, ai-governance
• Capture: Is blind mathematicians' independent reinvention of private notation a real recurring pattern, and why is there no visible transmission between cases?
  capture promoted Tier 2 2026-07-10 · history-of-mathematics, disability, blindness, assistive-technology, pattern
• A CITES musical-instrument certificate acts as a "passport" letting touring musicians cross borders with instruments containing regulated wildlife materials
  claim seedling Tier 1 2026-07-10 · cites, law, conservation-biology, musical-instruments, ivory
• Hydraulic analog computers were reached independently for economics (Phillips, 1949) and engineering (Lukyanov, 1936)
  observation seedling Tier 4 2026-07-10 · analog-computing, multiple-discovery, cross-domain-bridge, hydraulic-computing, history-of-computing
• Vladimir Lukyanov's 1936 Water Integrator solved differential equations with interconnected water-filled pipes
  claim seedling Tier 4 2026-07-10 · analog-computing, engineering-history, ussr, lukyanov, water-integrator
• Luz Martínez-Miranda pursued a materials-physics career and a formal harpsichord-performance career in parallel
  claim seedling Tier 4 2026-07-10 · biography, materials-science, musical-instruments, harpsichord, cross-domain-bridge
• Bill Phillips built the MONIAC, a hydraulic computer that modeled the UK economy with flowing water, in 1949
  claim seedling Tier 4 2026-07-10 · analog-computing, economics-history, moniac, phillips, history-of-computing
• US law exempts worked-ivory items under 200 grams and made before July 6, 2016 from its domestic ivory-sale ban (the de minimis exception)
  claim seedling Tier 1 2026-07-10 · cites, law, conservation-biology, ivory, musical-instruments
• 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)
  capture promoted 2026-07-09 · perceptrons, minsky-papert, credit-assignment, primary-source-verification, history-of-ml
• Did LeCun's 1988 paper use hand-designed rather than learned convolutional kernels, and is that the basis for calling 1989 the first end-to-end trained convnet?
  capture promoted Tier 1 (bibliographic facts) / 4 (mechanism claim — see flags below) 2026-07-09 · lecun, denker, bell-labs, backpropagation, convolutional-neural-networks
• Do the primary texts of Gersick (1991) and Tushman & Romanelli (1985) actually contain the punctuated-equilibrium mechanism phrasings the vault has recorded?
  capture promoted 2026-07-09 · organizational-theory, punctuated-equilibrium, gersick, tushman-romanelli, primary-source-verification
• Does the term or framing "credit assignment" appear in Minsky & Papert's 1969 Perceptrons, and in what context?
  capture promoted 2026-07-09 · perceptrons, minsky-papert, credit-assignment, terminology, history-of-ml
• AI's inference-driven power demand is reviving nuclear power, but the US grid interconnection queue may be the real bottleneck
  capture promoted Tier 1 2026-07-09 · energy, nuclear-power, AI-infrastructure, data-centers, grid
• Append-only correction as real-world accretion: Talmud layout, errata slips, and the Perceptrons 1969/1988 boundary
  capture promoted Tier mixed — see per-claim tiers below 2026-07-09 · hop, print-history, talmud, errata, accretion
• Asteroid mining won't crash the platinum market gradually — it holds until the whole supply flips off-world, then collapses
  capture promoted Tier 1 2026-07-09 · economics, space-industry, commodity-markets, asteroid-mining, resource-economics
• YAGO knowledge-graph co-creator Fabian Suchanek also wrote a 700-page 'Atheist Bible'
  capture promoted Tier 1 2026-07-09 · biography, knowledge-graph, secular-humanism, side-project
• Barbier's raised-point 'night writing,' the precursor to Braille, was designed for blind people from the start — the 'secret military code for soldiers' origin story is a 20th-century myth
  capture promoted Tier 1 2026-07-09 · disability-history, tactile-technology, braille, myth-correction, citogenesis
• The DOJ dropped its 13-year IBM antitrust case the same day it broke up AT&T -- and IBM's own founder called the industry's origin myth a myth
  capture promoted 2026-07-09 · hop, antitrust, ibm, att, computing-history
• A 1936 Bell System Technical Journal paper on electric shock and the heart sits at the head of the research lineage that accidentally invented chest-compression CPR
  capture promoted 2026-07-09 · bell-labs, electrical-safety, cpr, defibrillator, kouwenhoven
• GPU workloads as a power weapon: from 1999 chip-level power analysis to 2026 grid-scale cyber-physical attacks
  capture promoted 2026-07-09 · distributed-computing, hardware-security, side-channel, power-grid, ai-infrastructure
• Black's 1927 feedback-amplifier 'ferry epiphany' is a documented myth of origin — Nyquist/Bode's rescue math is the classical-control root upstream of the vault's Kelley-Bryson backprop precursor
  capture promoted Tier 2 2026-07-09 · history-of-technology, bell-labs, control-theory, feedback, backpropagation-origins
• Borzuya's book mistaken for an immortality herb: how the Panchatantra became Kalila wa Dimna
  capture promoted Tier 4 2026-07-09 · hop, translation-history, sasanian-persia, transmission-of-texts, fables
• The 19th-century 'War of the Dots' braille standards battle has a live 21st-century echo: BANA's 2012 UEB adoption never replaced the rival Nemeth Code
  capture promoted Tier 1 2026-07-09 · disability-history, braille, tactile-technology, standards-wars, accessibility-tech
• MIT researchers reverse-engineered Russia's Burevestnik nuclear cruise missile from open photos and video
  capture promoted 2026-07-09 · hop, osint, nuclear, missile, arxiv
• Cable bacteria conduct electricity for centimeters through a nickel-protein wire unlike any known biology — and geophysicists can detect the signal in situ
  capture promoted 2026-07-09 · electromicrobiology, cable-bacteria, biogeophysics, electron-transport, cross-domain-bridge
• CANONIC's evidence ledger and ActiveGraph's event log converge on the same architecture from opposite subfields
  capture promoted Tier 1 2026-07-09 · hop, ai-governance, agent-memory, append-only, evidence-ledger
• CFIUS's national-security investment veto is folk-credited to a Soviet submarine scandal -- Congress's own history says a semiconductor deal did it
  capture promoted 2026-07-09 · hop, cfius, exon-florio, cold-war, export-controls
• A brain-inspired-AI researcher's other job: co-founding China's first cross-institutional AI safety body, which a 2026 index still grades an F
  capture promoted 2026-07-09 · hop, ai-safety-governance, china, cross-domain-bridge, ai-safety-index
• CIELAB (1976) was built to fix CIEXYZ's perceptual non-uniformity — and still falls short of its own goal, especially in blues
  capture promoted Tier 4 2026-07-09 · color-science, cielab, colorimetry, perceptual-uniformity, hop
• Neural circuit theories wait decades for anatomical proof -- and the cycle is repeating on the very model that first proved it out
  capture promoted 2026-07-09 · hop, neuroscience, systems-neuroscience, sound-localization, jeffress-model
• A 2026 trade-network paper's 'hub-selection artifact' and cliodynamics' Seshat fight are the same question: is the pattern real, or a data artifact?
  capture promoted 2026-07-09 · hop, cliodynamics, network-science, historiography, data-artifacts
• Garfield's citation count became a target, and science built an institution to fight it
  capture promoted 2026-07-09 · hop, bibliometrics, citation-metrics, goodharts-law, science-policy
• The confused deputy problem: from Ann and Norman Hardy's Tymshare to 2026 AI agent security
  capture promoted 2026-07-09 · computer-history, capability-based-security, ai-agent-security, cross-time-bridge, prompt-injection
• The other 1960s-80s connectionists didn't vanish -- they chased the funding or exited into industry
  capture promoted 2026-07-09 · hop, connectionism, ai-winter, sociology-of-science, funding
• 268 years of cricket rulebooks show the same 'phase transitions' the vault already has for biological and organizational punctuated equilibrium
  capture promoted 2026-07-09 · hop, complexity-science, punctuated-equilibrium, regulatory-evolution, sociophysics
• A Victorian bicycle-duty pun became the first computer song, then HAL 9000's death song — and its composer's name sits inside a visual programming language born the same year as LabVIEW
  capture promoted 2026-07-09 · hop, programming-languages, computer-music, dataflow, cross-domain-bridge
• The uncredited third programmer of Altair BASIC spent 2001 fighting the DRM scheme that would have let hard drives police what you copy
  capture promoted 2026-07-09 · hop, computer-history, software-piracy, drm, open-source
• Distributed-consensus folklore has its own priority-and-myth pattern: Lamport's rejected Paxos allegory and Nakamoto's under-credited precursors
  capture promoted 2026-07-09 · hop, distributed-systems, consensus, priority-myth, cryptocurrency
• Before their Turing Awards, LeCun, Bottou, and Bengio co-built DjVu, a scanned-book compression format now retired at the Internet Archive
  capture promoted 2026-07-09 · djvu, lecun, bottou, bengio, at-t-labs
• James Dodson was rejected from life insurance for being 'too old' at 46 — so he invented the age-based mathematics that founded modern actuarial science
  capture promoted Tier 4 2026-07-09 · actuarial-history, insurance, mortality-tables, exclusion-driven-innovation, disability-echo
• Dreyfus's own 1988 account resolves the 'double role': his critique targeted symbolic AI specifically, and he framed connectionism as vindicating his phenomenology, not as its target
  capture promoted Tier 1 2026-07-09 · dreyfus, connectionism, phenomenology, backpropagation, perceptrons
• The 'embedding prices stayed stable' claim doesn't survive OpenAI's own pricing docs — ada-002 to text-embedding-3-small was a 5x cut
  capture promoted 2026-07-09 · embeddings, inference-economics, myth-ledger, openai, pricing
• Esports tremor research and the 19th-century telegraphist's cramp epidemic
  capture promoted 2026-07-09 · hop, esports, occupational-health, history-of-medicine, physiology
• Widrow's PhD student built the Intel 4004; the 4004's circuit designer later said silicon can never be conscious
  capture promoted Tier mixed, see per-claim tiers below 2026-07-09 · hop, oral-history, neural-networks, backpropagation-history, microprocessor
• Fractal compression's 1987 promise — an image as a compact function, not a pixel grid — resurfaces in 2020 implicit neural representations
  capture promoted 2026-07-09 · fractal-compression, implicit-neural-representations, siren, stephen-wolfram, complex-systems-journal
• GIFT's gradient-anisotropy fix echoes Amari's 1998 natural gradient
  capture promoted 2026-07-09 · hop, gradient-geometry, natural-gradient, distributed-training, amari
• Gilbreth's 1910s light-trail motion studies are the century-old ancestor of today's wearable-motion AI — and were already reincarnated once before, as an Amazon worker-tracking wristband
  capture promoted Tier 2 2026-07-09 · motion-capture, taylorism, labor-history, data-physicalization, wearables
• Before statistics, three legal-and-archival traditions each invented their own answer to 'how much evidence is enough' — and one of them literally weighed a witness the same as a document
  capture promoted 2026-07-09 · archival-science, law-of-evidence, legal-history, historiography, testimony
• Halley's 1716 transit-of-Venus parallax method is the explicit historical ancestor of modern exoplanet transit-parallax technique
  capture promoted 2026-07-09 · hop-batch, horology, astronomy, history-of-science, exoplanets
• Henry Harpending co-authored bioarchaeology's foundational Osteological Paradox paper and a PNAS paper on accelerated human evolution, then became a documented race-science figure
  capture promoted Tier 1 2026-07-09 · historical-demography, bioarchaeology, population-genetics, scientific-racism, source-criticism
• One name, two inventions: Hermann von Helmholtz links a 1930 Bell Labs speaker cabinet to a 1995 neural network
  capture promoted 2026-07-09 · hop, acoustics, bell-labs, cross-domain-bridge, cross-time-bridge
• Clarivate's Highly Cited Researchers list became a market Saudi universities bought into — the exact misuse Garfield warned about
  capture promoted 2026-07-09 · hop, bibliometrics, science-policy, citation-metrics, clarivate
• The h-index inventor became science's fraud-hunting forensic mathematician
  capture promoted 2026-07-09 · hop, bibliometrics, research-integrity, physics, fraud-detection
• Water as a computer, invented twice: Phillips's MONIAC and Lukyanov's Soviet integrator
  capture promoted 2026-07-09 · hop, analog-computing, economics-history, engineering-history, ussr
• Inertia-1: a foundation model pretrained on 18.2M hours of accelerometer data
  capture promoted Tier 1 2026-07-09 · foundation-models, wearables, health-ai, self-supervised-learning, hop
• A materials physicist's harpsichord hobby traces to the international 'passport' that lets musicians fly with ivory-trimmed instruments
  capture promoted 2026-07-09 · hop, craft, law, conservation-biology, materials-science
• Trade secrecy in instrument-making fails on paper, survives in the hands: Lippershey's 1608 patent to ASML's EUV mirrors
  capture promoted 2026-07-09 · instrument-making, trade-secrecy, history-of-science, optics, tacit-knowledge
• A 1931 paint-industry light-scattering equation (Kubelka-Munk) now underlies meat-freshness grading and dental shade-matching
  capture promoted Tier 4 2026-07-09 · color-science, kubelka-munk-theory, cross-domain-bridge, food-science, dentistry
• Technical debt's Lakoff roots: frames as neurally entrenched 'deep structures' that resist reframing
  capture promoted 2026-07-09 · metaphor-theory, framing, cognitive-linguistics, schema-restructuring, technical-debt
• Napier's bones runs on 'gelosia' — a lattice-multiplication method whose India-to-Arab-Maghreb-to-Italy journey mirrors the vault's Kalila wa-Dimna transmission chain
  capture promoted 2026-07-09 · hop, history-of-mathematics, calculating-instruments, transmission-of-knowledge, islamic-golden-age
• The leap second: from a metrology patch to a geopolitical standoff to a 2035 abolition vote
  capture promoted 2026-07-09 · metrology, timekeeping, leap-second, infrastructure-failure, geopolitics
• A CSIRO optician's hand-feel for nanometers helped redefine the kilogram
  capture promoted 2026-07-09 · metrology, physics, craftsmanship, measurement-history, SI-units
• One Prussian polymath, two failed-by-friction reproduction systems: Lepsius's squeezes and his Standard Alphabet
  capture promoted 2026-07-09 · history-of-linguistics, epigraphy, archaeology, notation-systems, print-history
• The Lighthill Report: the AI winter Newell and Simon's paradigm actually suffered, distinct from the Perceptrons myth
  capture promoted 2026-07-09 · ai-history, ai-winter, symbolic-ai, lighthill-report, herbert-simon
• Robert Lucky's 1965 adaptive equalizer broke the telephone-line 'distortion barrier' using the same steepest-descent adaptive-filter logic as Widrow's LMS
  capture promoted Tier 1 2026-07-09 · adaptive-filtering, bell-labs, telecommunications, signal-processing, history-of-technology
• Eldredge & Gould's punctuated equilibrium was a logical consequence of Ernst Mayr's peripatric speciation, not a fresh idea
  capture promoted Tier 4 2026-07-09 · evolutionary-biology, speciation, ernst-mayr, punctuated-equilibrium, intellectual-history
• Megatons to Megawatts: the nonproliferation deal that quietly ran US reactors on Soviet warheads, then bankrupted its own administrator
  capture promoted 2026-07-09 · nonproliferation, nuclear-history, cold-war, commodity-economics, immigration-law
• The 1994 'memory wall' names the same bottleneck that real processing-in-memory hardware now measurably beats in DNA sequence alignment — no GPU, no LLM, involved
  capture promoted Tier mixed (Tier 1 peer-reviewed journal for the hardware/quant claim; Tier 3 university press for the historical claim; see per-claim tiers below) 2026-07-09 · computer-architecture, memory-bandwidth, processing-in-memory, genomics, hop-capture
• Microcosmos models artificial life as elastic filaments in a differentiable GPU fluid, not an abstract substrate
  capture promoted Tier 1 2026-07-09 · artificial-life, gpu-simulation, differentiable-physics, neuroevolution, sakana-ai
• The MIT protest campaign that split off Draper Lab in 1973 was co-founded by a molecular-biology grad student who became Jon Kabat-Zinn, founder of mindfulness-based stress reduction
  capture promoted Tier 2 2026-07-09 · history-of-science, mit, robotics, activism, mindfulness
• AI 'model collapse' is being explained as cultural evolution — iterated learning theory, not just statistics
  capture promoted Tier 1 2026-07-09 · model-collapse, iterated-learning, cultural-evolution, synthetic-data, cross-domain-bridge
• Nicaraguan Sign Language: deaf children with no sign language to be exposed to invented one from scratch, and the second generation systematized its grammar further than the adults who created it
  capture promoted Tier 2 2026-07-09 · linguistics, language-emergence, cognitive-science, nicaragua, sign-language
• The antigravity physicist inside the 2026 'dead scientists' conspiracy theory
  capture promoted 2026-07-09 · fringe-science, conspiracy-theory, physics, nasa, defense-funding
• The Nobel Foundation's no-posthumous-award rule has broken by circumstance exactly twice pre-1974 — and the 1961 case (Hammarskjöld) is still an open UN cover-up investigation that echoes the vault's Yellow Rain non-retraction pattern
  capture promoted 2026-07-09 · immunology, nobel-prize, cold-war-history, institutional-secrecy, cross-domain-bridge
• The ozone hole and the pulsar 'scruff': two discoveries that nearly got filtered out as instrument error
  capture promoted 2026-07-09 · hop, ozone-hole, joe-farman, pulsars, jocelyn-bell-burnell
• A 24-bit clock register, a warning that arrived two weeks early, and a software patch that arrived one day too late — the Dhahran Patriot failure
  capture promoted Tier 1 2026-07-09 · rounding-error, patriot-missile, gulf-war, gao-report, institutional-failure
• Patriot's Gulf War 'success' was a myth MIT physicists debunked with public video — the same MIT playbook reconstructed Russia's classified Burevestnik missile 35 years later
  capture promoted Tier 1 2026-07-09 · osint, patriot-missile, gulf-war, mit, verification-method
• Pauline Beery Mack: a 70-year-old chemistry dean reinvented herself as NASA's bone-density researcher, and her 'bed rest' analog now bridges spaceflight and geriatric medicine
  capture promoted Tier 1 2026-07-09 · space-medicine, history-of-science, women-in-stem, bone-density, aerospace-physiology
• A twin-prime number theorist's routine sanity check exposed a $475M hardware rounding defect in the Pentium
  capture promoted Tier 1 2026-07-09 · numerical-analysis, floating-point, rounding-error, pentium-fdiv-bug, thomas-nicely
• Pious perjury: Georgian juries lied about the value of stolen goods to keep thieves off the gallows
  capture promoted 2026-07-09 · legal-history, georgian-england, bloody-code, jury-nullification, instrument-trade
• Pontryagin — celebrated in the vault for doing topology blind — also used his Academy seat to help block Grigory Margulis's 1978 Fields Medal travel
  capture promoted Tier 2 2026-07-09 · history-of-mathematics, soviet-union, antisemitism, academia, fields-medal
• Two 1981 papers, two unrelated fields: an oral historian and a cognitive psychologist both concluded that testimony's factual errors don't erase its deeper accuracy
  capture promoted 2026-07-09 · oral-history, cognitive-psychology, memory, historiography, testimony
• Richard Price built the mortality table that defined life insurance for a century — and his 1789 sermon lit the fuse for Burke's Reflections on the Revolution in France
  capture promoted Tier 4 2026-07-09 · actuarial-history, insurance, mortality-tables, enlightenment, political-philosophy
• Protestware: open-source maintainers as political actors, from node-ipc to left-pad
  capture promoted 2026-07-09 · open-source, software-supply-chain, labor, policy, cross-domain-bridge
• Prussian blue: an accidental 1706 pigment is now the FDA-approved antidote for radioactive cesium and thallium poisoning
  capture promoted 2026-07-09 · dye-chemistry, pigments, toxicology, radiological-medicine, cross-domain-bridge
• Computer science's founding department wasn't Stanford's — and both origin stories trace back to numerical analysts
  capture promoted 2026-07-09 · hop, computer-science-history, numerical-analysis, institutional-history, myth-ledger-candidate
• Quantum probability, not classical probability, predicts how question order flips opinion — and it's now a network model
  capture promoted 2026-07-09 · hop, quantum-cognition, opinion-dynamics, network-science, cross-domain-bridge
• Qui tam's 695 AD bounty and the 1970 citizen suit: two unrelated inventions of privatized law enforcement
  capture promoted 2026-07-09 · hop, legal-history, industrial-policy, antitrust, regulatory-capture
• A PARC 1979 quorum protocol, a 1968 law-review takedown of weighted voting, and 2024-25 EU crypto regulators are all measuring the same gap: nominal vote weight versus actual power
  capture promoted 2026-07-09 · distributed-systems, voting-theory, law, finance, regulation
• The Roman-chariot railroad-gauge myth is the vault's citogenesis/myth-correction pattern recurring in a third, unrelated domain
  capture promoted Tier 3 2026-07-09 · history-of-technology, myth-correction, standardization, path-dependency, historiography
• Oaksford & Chater's 'rational analysis' rehabilitates human reasoning as Bayesian, not logical — a rival lineage to Gigerenzer's ecological rationality
  capture promoted Tier 1 2026-07-09 · rationality, bayesian-cognition, cognitive-science, reasoning, gigerenzer-adjacent
• Rock's Law forces chipmakers into a Red Queen race — the same evolutionary dynamic Barnett found inside the computer-manufacturing industry itself
  capture promoted 2026-07-09 · hop, compute-economics, semiconductors, rocks-law, red-queen
• Nicholas Saunderson's 1700s tactile 'Palpable Arithmetic' — blind mathematicians built their own computing devices centuries before assistive tech was a category
  capture promoted Tier 4 2026-07-09 · history-of-mathematics, disability, blindness, assistive-technology, cross-time-bridge
• America's first national weather service was an Army Signal Corps telegraph operation, later run by an Arctic-disaster survivor
  capture promoted 2026-07-09 · meteorology, institutions, military-history, telegraph, weather-bureau
• A missile-guidance scientist's 'Sinified cybernetics of population' is credited with China's one-child policy
  capture promoted Tier 1 2026-07-09 · cybernetics, control-theory, china, population-policy, cold-war-science
• Soviet émigré career premium of the 1990s was structural, not a talent gradient
  capture promoted Tier 1 2026-07-09 · history-of-science, sociology-of-science, soviet-science, migration, labor-markets
• The curve math under every digital font traces through car-company secrecy and ship lofting to the WWII lab that built ENIAC
  capture promoted 2026-07-09 · typography, typefounding, bezier-curves, splines, computer-graphics
• Stein's paradox: pooling unrelated estimates provably beats each one's own best guess, and its discoverer spent five years dodging the Bayesian argument that explains it
  capture promoted Tier 1 2026-07-09 · statistics, empirical-bayes, shrinkage-estimation, decision-theory, history-of-statistics
• A statistical method built to measure the cost of Basque terrorism was later drafted to referee America's most famous immigration-wage fight
  capture promoted 2026-07-09 · labor-economics, migration-policy, natural-experiments, synthetic-control, mariel-boatlift
• Telnyx colocates owned GPUs at its telephony points of presence to keep voice-AI latency under the human conversational threshold
  capture promoted Tier 3 2026-07-09 · AI, infrastructure, telecom, voice-AI, latency
• Tertius Chandler: multiple-discovery skeptic and Wikipedia-labeled pseudohistorian whose city-population census still underpins urban science
  capture promoted 2026-07-09 · sociology-of-science, multiple-discovery, historiography, pseudohistory, urban-history
• Texas's grid isolation, born as a 1935 federal-regulation dodge, is the same fault line AI's 'phantom load' boom is now testing
  capture promoted Tier mixed (Tier 2-3 trade/technical journalism; Tier 3-4 historical narrative; see per-claim tiers below) 2026-07-09 · energy-grid, ai-infrastructure, regulation, texas, hop-capture
• The angular gyrus's other trick: out-of-body stimulation, robot-induced 'apparitions,' and a hallucination named after a T.S. Eliot line Eliot himself wasn't sure he remembered right
  capture promoted 2026-07-09 · neuroscience, hallucination, embodiment, angular-gyrus, literature-science-bridge
• A timer sweep racing an in-flight write is CWE-367 (TOCTOU) — and it's now the named vulnerability class for AI multi-agent orchestration
  capture promoted 2026-07-09 · concurrent-systems, race-conditions, ai-agent-security, cross-domain-bridge, cross-time-bridge
• Two independent sciences, forty years apart, both became art's forgery police — and the seed's own physicist built one of them
  capture promoted 2026-07-09 · hop, art-forgery, thermoluminescence, archaeometry, forensic-chemistry
• Machine learning finished reading a Herculaneum scroll in June 2026 — the same recovery logic that already reads erased Sinai palimpsests
  capture promoted 2026-07-09 · hop, manuscripts, ai-ml, archaeology, digital-humanities
• A 1977 jockstrap-hack sports bra and a NASA spacesuit lab run on kin technology, forty years apart
  capture promoted 2026-07-09 · hop, invention-history, biomechanics, motion-capture, cross-domain
• The 1971 'Rothschild Bombshell' that reorganized UK science funding was written by a man later accused of being the Cambridge Five's Fifth Man
  capture promoted 2026-07-09 · uk-science-policy, victor-rothschild, cambridge-five, science-research-council, cold-war-espionage
• Waddington's 1957 epigenetic landscape is now formalized as a Hopfield-network energy landscape -- the same architecture that won the 2024 Nobel Prize in Physics
  capture promoted 2026-07-09 · hop, developmental-biology, hopfield-networks, epigenetics, nobel-prize
• 'Waldo': a 1942 sci-fi coinage became the shared name for nuclear teleoperators, Disney animatronics, and Muppet performance-capture puppetry
  capture promoted 2026-07-09 · invention-history, etymology, cross-domain-bridge, animatronics, puppetry
• Cold War warhead uranium and hospital radioisotopes compete for the same arms-control verification apparatus
  capture promoted Tier 1 2026-07-09 · arms-control, nonproliferation, nuclear-history, medical-isotopes, verification-methods
• Watermarks: a 13th-century paper-authentication trick, reused under the same name 750 years later to mark AI-generated text
  capture promoted Tier 4 / 3 / 1 (mixed, see claims) 2026-07-09 · print-history, paper-making, watermarks, cross-domain-bridge, ai-watermarking
• The method that animates Frozen's snow began as Los Alamos hydrodynamics and Sandia-funded penetration mechanics
  capture promoted 2026-07-09 · hop, computational-fluid-dynamics, computer-graphics, history-of-computing, los-alamos
• Yellow Rain's bee-feces refutation was never retracted by the US government — and the CIA method built to prevent exactly that failure echoes 1970s backward-chaining logic
  capture promoted 2026-07-09 · cold-war-history, intelligence-analysis, confirmation-bias, expert-systems, cross-domain-bridge
• The instrument-grinding trade's straight line from Ernst Abbe to the EUV monopoly bottlenecking GPU fabs
  capture promoted 2026-07-09 · hop, instrument-making, optics, economics, monopoly
• Should the vault treat 'new-session onset' — a change in the deciding actor — as a distinct rewiring trigger, separate from and possibly more reliable than accumulated-strain detection?
  capture promoted 2026-07-09 · self-rewiring, agent-memory, punctuated-equilibrium, trigger, vault-governance
• Exact publication year and page range of the NETtalk paper (Sejnowski & Rosenberg)
  capture promoted Tier 1-2 (see per-claim notes; primary PDF text could not be directly rendered in this environment — see caveat) 2026-07-09 · nettalk, sejnowski, rosenberg, backpropagation, connectionism
• Capture: Which appeared first — LeCun et al.'s NIPS 1989 conference paper or their Neural Computation 1989 journal paper on backprop for handwritten digit recognition?
  capture promoted Tier 1 2026-07-09 · lecun, bell-labs, backpropagation, nips, neural-computation
• Who first used the term "structural credit assignment," and in what context?
  capture promoted 2026-07-09 · credit-assignment, structural-credit-assignment, terminology, history-of-ml, reinforcement-learning
• In 1961 at Bell Labs, Max Mathews, John Kelly, and Carol Lochbaum made an IBM 704 sing 'Daisy Bell' — the first synthesized computer song
  claim seedling Tier 1 2026-07-09 · computer-music, bell-labs, max-mathews, speech-synthesis, history-of-computing
• Heuer's Analysis of Competing Hypotheses instructs analysts to disprove hypotheses rather than prove them
  claim seedling Tier 1 2026-07-09 · intelligence-analysis, confirmation-bias, ACH, heuer, falsification
• Amari (1998) established that the ordinary gradient is not the steepest-descent direction when parameter space is non-Euclidean — the natural gradient, via the Fisher information metric, is
  claim seedling Tier 1 2026-07-09 · gradient-geometry, natural-gradient, information-geometry, fisher-information, amari
• Amazon's 2018 patents describe a wristband that tracks a warehouse worker's hand and nudges it with haptic feedback
  claim seedling Tier 2 2026-07-09 · wearables, labor-surveillance, patents, taylorism, cross-time-bridge
• Ann Hardy wrote Tymshare's SDS-940 operating system, but colleagues credited it to her husband Norman — who had to disclaim it directly
  claim seedling Tier 2 2026-07-09 · computer-history, credit-misattribution, gender-erasure, timesharing, tymshare
• A system-dynamics model of asteroid-mined platinum predicts the PGM price holds near current levels until essentially all supply has shifted off-world, then collapses toward the cost of space extraction
  claim seedling Tier 1 2026-07-09 · economics, commodity-markets, asteroid-mining, resource-economics, system-dynamics
• AstroForge is a California asteroid-mining startup founded in 2022 that targets metallic (M-type) asteroids for platinum-group-metal extraction
  claim seedling Tier 3 2026-07-09 · space-industry, asteroid-mining, commodity-markets, company-profile
• Charles Barbier's raised-point 'night writing' was designed for blind readers from the start; the 'secret military code for soldiers' origin story is a 20th-century myth
  claim seedling Tier 2 2026-07-09 · disability-history, tactile-technology, braille, myth-correction, citogenesis
• Barbier intended his raised-point phonetic writing as universal literacy for everyone excluded by the education system — farmers, artisans, the urban poor, the deaf — not for blind readers alone
  claim seedling Tier 2 2026-07-09 · disability-history, tactile-technology, braille, universal-design, history-of-technology
• Blind mathematicians across centuries each devised a private system to do mathematics without sight — Saunderson (touch), Pontryagin (speech), Euler (memory)
  observation seedling Tier 4 2026-07-09 · history-of-mathematics, disability, blindness, assistive-technology, cross-time-bridge
• Daniel Bomberg's 1519/20–23 Venice edition fixed the standard Talmud pagination — not the commentary layout, which Soncino set in 1483/84
  claim budding Tier 1 2026-07-09 · print-history, talmud, accretion, book-structure, history-of-the-book
• In the traditional account, the physician Borzuya was sent to India to find a plant that revives the dead — which turned out to be a book, the Panchatantra
  claim seedling Tier 4 2026-07-09 · translation-history, sasanian-persia, transmission-of-texts, fables, kalila-wa-dimna
• Léon Bottou's 2017 foreword states the reissued Perceptrons text is the 1969 first edition (fourteen chapters, 0–13); the Prologue and Epilogue were written for the 1988 Expanded Edition
  claim seedling Tier 2 2026-07-09 · perceptrons, minsky-papert, credit-assignment, history-of-ml, book-structure
• Louis Braille and Charles Barbier did not meet until 1833 — four years after Braille had already published his own compressed six-dot cell (1829)
  claim seedling Tier 2 2026-07-09 · disability-history, tactile-technology, braille, myth-correction, history-of-technology
• The July 1936 Bell System Technical Journal published a cardiac-injury study, 'Effect of Electric Shock on the Heart'
  claim seedling Tier 1 2026-07-09 · bell-labs, history-of-medicine, electrical-safety, cardiology, cross-domain-bridge
• Hecla and Kemp model the Burevestnik's cruise reactor at 4.3 MWth, with peaks above 15 MWth
  claim seedling Tier 1 2026-07-09 · nuclear, missile, arxiv, reactor-physics, open-source-analysis
• Hecla and Kemp constrained the Burevestnik's design to a subsonic direct-cycle nuclear turbojet using only open-source data
  claim seedling Tier 1 2026-07-09 · osint, nuclear, missile, arxiv, open-source-analysis
• Hecla and Kemp model the Burevestnik's direct-cycle reactor as emitting over 5 TBq of gaseous radionuclides per MW-hr
  claim seedling Tier 1 2026-07-09 · nuclear, missile, arxiv, radionuclides, open-source-analysis
• Unable to gate slop mechanically, CANONIC's actual deliverable is an append-only, git-anchored evidence ledger that guarantees accountability rather than truth
  claim seedling Tier 1 2026-07-09 · ai-governance, evidence-ledger, append-only, event-sourcing, provenance
• CANONIC's pre-registered benchmark found no mechanical gate separates 'slop' from reliable content — slop is a verdict of domain expertise, not a computable property
  claim seedling Tier 1 2026-07-09 · ai-governance, slop, content-quality, compilation, arxiv-cs-cy
• Tertius Chandler's *Four Thousand Years of Urban Growth* became a load-bearing dataset for historical urban-population research
  claim seedling Tier 3 2026-07-09 · urban-history, historical-demography, dataset-genealogy, source-criticism
• Tertius Chandler argued that most 'simultaneous discoveries' are incremental repackagings of prior work, not independent breakthroughs
  claim seedling Tier 3 2026-07-09 · multiple-discovery, sociology-of-science, historiography, source-criticism
• Wikipedia categorizes Tertius Chandler as a pseudohistorian, alongside fringe claims about Stonehenge and Moses
  claim seedling Tier 4 2026-07-09 · pseudohistory, historiography, wikipedia, source-criticism
• Chest-compression CPR was discovered by accident: a defibrillator paddle's weight alone raised a dog's blood pressure before any current flowed
  claim seedling Tier 2 2026-07-09 · cpr, defibrillator, accidental-discovery, history-of-medicine, kouwenhoven
• CIELAB (1976) was designed as a perceptually uniform color space to remedy CIEXYZ's perceptual non-uniformity
  claim budding Tier 4 2026-07-09 · color-science, cielab, colorimetry, perceptual-uniformity, hop
• CIELAB fails its own perceptual-uniformity goal, most notably in the blue hues
  claim budding Tier 4 2026-07-09 · color-science, cielab, colorimetry, perceptual-uniformity, hop
• Arthur C. Clarke witnessed the 1961 Bell Labs 'Daisy Bell' demo and wrote it into HAL 9000's death scene in 2001: A Space Odyssey
  claim seedling Tier 1 2026-07-09 · science-fiction, hal-9000, arthur-c-clarke, bell-labs, computer-music
• CnAISDA's bilingual name orders 'safety' and 'development' differently in English than in Mandarin
  claim seedling Tier 2 2026-07-09 · ai-safety-governance, china, ai-safety-index, cross-domain-bridge
• Complex Systems Volume 1, Issue 1 (1987) paired the NETtalk paper with Albert & Culik's 'A Simple Universal Cellular Automaton' — connectionism and cellular automata in the same debut issue
  claim seedling Tier 1 2026-07-09 · complex-systems-journal, cellular-automata, connectionism, karel-culik, history-of-computing
• By 2026 security writers apply Hardy's "confused deputy" frame directly to AI agents holding aggregated credentials steered by attacker-controllable natural language
  claim budding Tier 2 2026-07-09 · ai-agent-security, confused-deputy, prompt-injection, capability-based-security, cross-time-bridge
• LLM recall degrades as a single session's context accumulates ('context rot'), and Anthropic's own mitigation is to reinitiate a fresh context window
  claim seedling Tier 1 2026-07-09 · context-engineering, agent-memory, context-rot, retrieval, anthropic
• A 268-year quantitative analysis of cricket's Laws finds regulatory structure undergoing abrupt 'phase transitions' rather than smooth accretion
  claim seedling Tier 1 2026-07-09 · complexity-science, regulatory-evolution, punctuated-equilibrium, phase-transition, cricket
• The cricket-Laws paper carries the Santa Fe Institute's universal-scaling-law program (West, Kempes) onto a legal/regulatory system
  claim seedling Tier 1 2026-07-09 · complexity-science, santa-fe-institute, scaling-laws, geoffrey-west, regulatory-evolution
• CVE-2025-38352 is a real, in-the-wild Linux kernel bug where the POSIX-CPU-timer expiry sweep races a concurrent timer deletion — classified CWE-367 (TOCTOU)
  claim budding Tier 1 2026-07-09 · concurrent-systems, race-conditions, toctou, linux-kernel, cwe-367
• Monte Davidoff, the uncredited co-author of Altair BASIC, publicly opposed CPRM hard-drive copy-protection as a Linux enthusiast in 2001
  claim seedling Tier 1 2026-07-09 · computer-history, drm, open-source, software-piracy, cprm
• Monte Davidoff wrote the floating-point math package — roughly a third — of the original Microsoft BASIC, was named in the source comments, and was left off the copyright notice
  claim seedling Tier 2 2026-07-09 · computer-history, credit-misattribution, software-piracy, microsoft, altair
• The founding 1998 DjVu document-compression paper was co-authored by Yann LeCun and Yoshua Bengio — two future 2018 Turing Award recipients — alongside Léon Bottou at AT&T Labs
  claim seedling Tier 2 2026-07-09 · djvu, lecun, bengio, bottou, at-t-labs
• By Yann LeCun's account, DjVu was built to distribute high-resolution scans cheaply over the early internet, demoed by freely releasing the NIPS 1988–1999 proceedings at nips.djvu.org
  claim seedling Tier 3 2026-07-09 · djvu, lecun, at-t-labs, image-compression, free-knowledge
• The 2013 San Francisco Declaration on Research Assessment (DORA) formally names journal-based metrics as the problem and tells institutions not to use them to judge individual research
  claim seedling Tier 1 2026-07-09 · bibliometrics, citation-metrics, impact-factor, goodharts-law, science-policy
• Dreyfus & Dreyfus's 1988 Daedalus paper frames Rosenblatt's connectionism — not symbolic AI — as the program their phenomenological critique vindicated
  claim seedling Tier 1 2026-07-09 · dreyfus, connectionism, phenomenology, perceptrons, history-of-ml
• Dreyfus's critique targeted Newell & Simon's physical symbol system hypothesis — a rationalist lineage (Descartes, Leibniz, Wittgenstein's Tractatus) the Dreyfuses separated from the Hebb–Rosenblatt neural-net line
  claim seedling Tier 1 2026-07-09 · dreyfus, connectionism, phenomenology, symbolic-ai, philosophy-of-ai
• Early modern printers corrected printed errors by pasting small cancel slips over the mistake — down to a single letter
  claim seedling Tier 2 2026-07-09 · print-history, errata, accretion, book-structure, history-of-the-book
• A 2024 study found elite StarCraft II players had worse grip strength than a reference group across all attempts
  claim seedling Tier 1 2026-07-09 · esports, physiology, occupational-health, grip-strength, hop
• Executive succession correlates with organizational restructuring, but the effect runs through what the new actor does, not the bare fact of turnover
  claim seedling Tier 1 2026-07-09 · organizational-theory, executive-succession, self-rewiring, cross-domain-analogy, trigger
• The Congressional Research Service credits the Exon-Florio Amendment (CFIUS's investment veto) to the 1987 Fujitsu–Fairchild bid, not the Toshiba-Kongsberg submarine scandal
  claim budding Tier 2 2026-07-09 · cfius, exon-florio, cold-war, export-controls, science-policy
• Federico Faggin, who did the transistor-level circuit design of the Intel 4004, later argued that classical silicon computation can never produce consciousness
  claim seedling Tier 3 2026-07-09 · faggin, intel-4004, microprocessor, consciousness, panpsychism
• The Future of Life Institute's Summer 2026 AI Safety Index grades Chinese frontier labs far below Western peers
  claim seedling Tier 2 2026-07-09 · ai-safety-governance, china, ai-safety-index, existential-risk
• Ford credited the moving assembly line's idea to the overhead trolleys of Chicago meatpackers' 'disassembly' lines
  claim seedling Tier 1 2026-07-09 · labor-history, taylorism, assembly-line, industrial-history, cross-domain-borrowing
• Fractal image compression's 1987 promise — encode a signal as a compact function instead of a grid of samples — structurally rhymes with 2020 implicit neural representations, though no source draws the lineage
  observation seedling Tier 4 2026-07-09 · fractal-compression, implicit-neural-representations, siren, image-compression, cross-time-bridge
• The Fresh Start Effect triggers goal initiation at temporal-landmark onset, but only when the landmark is subjectively framed as a new beginning
  claim seedling Tier 1 2026-07-09 · psychology, fresh-start-effect, temporal-landmark, self-rewiring, cross-domain-analogy
• Eugene Garfield repeatedly warned that impact-factor metrics are unfit for judging individual researchers — the exact misuse later found in the Saudi affiliation scheme
  claim seedling Tier 4 2026-07-09 · bibliometrics, citation-metrics, impact-factor, garfield, goodharts-law
• Garfield's Institute for Scientific Information passed through Thomson to become the private-equity-owned, publicly traded Clarivate
  claim seedling Tier 4 2026-07-09 · bibliometrics, citation-metrics, clarivate, private-equity, research-infrastructure
• Bill Gates's 1976 "Open Letter to Hobbyists" claimed fewer than 10% of Altair owners had paid for the BASIC he, Allen, and Davidoff wrote
  claim seedling Tier 2 2026-07-09 · computer-history, software-piracy, microsoft, altair, homebrew
• A full-text mirror of Gersick (1991) confirms the vault's recorded 'deep structure' quotations verbatim against the primary text
  claim budding Tier 1 2026-07-09 · organizational-theory, punctuated-equilibrium, gersick, primary-source-verification, source-discipline
• Gersick's (1991) punctuated-equilibrium model alternates long equilibrium periods of incremental adaptation within a fixed 'deep structure' with brief revolutionary periods that dismantle and reorganize that deep structure
  claim seedling Tier 1 2026-07-09 · organizational-theory, punctuated-equilibrium, schema-restructuring, self-rewiring, cross-domain-analogy
• GIFT (2026) diagnoses gradient anisotropy as why Euclidean low-precision quantization degrades LLM pretraining — and fixes it by transforming gradients to a near-isotropic space first
  claim seedling Tier 1 2026-07-09 · gradient-geometry, distributed-training, quantization, low-precision, anisotropy
• Historians frame the Gilbreths' 1910s chronocyclegraphs as a forerunner of modern motion capture
  claim seedling Tier 2 2026-07-09 · motion-capture, taylorism, labor-history, data-physicalization, wearables
• Halley's 1716 method derives the Sun's distance from transit-of-Venus timing differences observed with only telescopes and common clocks
  claim seedling Tier 1 2026-07-09 · astronomy, history-of-science, measurement, transit-of-venus, parallax
• Norman Hardy's 1988 paper named the "confused deputy problem" — a compiler with two sources of authority tricked into overwriting a billing file
  claim budding Tier 1 2026-07-09 · capability-based-security, confused-deputy, computer-history, access-control, norman-hardy
• Henry Harpending, co-author of foundational bioarchaeology and human-evolution papers, became a documented race-science figure
  claim seedling Tier 3 2026-07-09 · scientific-racism, population-genetics, source-criticism, credibility-paradox, biography
• Hawks, Wang, Cochran, Harpending & Moyzis (PNAS 2007) argued human adaptive evolution accelerated one-to-two orders of magnitude in the last 40,000 years
  claim seedling Tier 1 2026-07-09 · population-genetics, human-evolution, evolutionary-rates, hapmap, natural-selection
• The 1995 'Helmholtz Machine' is named for Hermann von Helmholtz's theory that perception is unconscious statistical inference of sensory causes
  claim seedling Tier 1 2026-07-09 · helmholtz, generative-models, hinton, unconscious-inference, deep-learning-history
• Jorge Hirsch, the h-index's inventor, used data-pattern forensics to help force the retraction of Ranga Dias's room-temperature superconductivity claim
  claim seedling Tier 2 2026-07-09 · research-integrity, fraud-detection, physics, condensed-matter, superconductivity
• Jorge Hirsch, a condensed-matter physicist, invented the h-index in 2005 as a single number for an individual scientist's output
  claim seedling Tier 4 2026-07-09 · bibliometrics, citation-metrics, h-index, hirsch, research-assessment
• HNC Software's 1992 Falcon Fraud Manager became the seed of FICO's card-fraud scoring infrastructure
  claim seedling Tier 3 2026-07-09 · connectionism, ai-winter, hnc, fico, fraud-detection
• Inertia-1 sweeps wearable-pretraining design choices and evaluates transfer across 15 downstream datasets
  claim budding Tier 1 2026-07-09 · foundation-models, wearables, health-ai, self-supervised-learning, ablation
• Inertia-1 is a wearable-motion foundation model pretrained on over 18.2 million hours of accelerometer data
  claim seedling Tier 1 2026-07-09 · foundation-models, wearables, health-ai, self-supervised-learning, accelerometer
• The Internet Archive stopped generating DjVu files for new text uploads in February 2016, citing declining use, file-creation errors, and an unsupportable Java viewer
  claim seedling Tier 1 2026-07-09 · djvu, internet-archive, image-compression, digital-preservation, history-of-ml
• Kairos Power's KP-FHR is a molten-fluoride-salt-cooled, TRISO-fueled reactor — a non-light-water design backing Google's AI power bet
  claim seedling Tier 1 2026-07-09 · energy, nuclear-power, reactor-physics, AI-infrastructure, molten-salt
• Kalila wa-Dimna descends from Borzuya's lost mid-6th-century (c. 550–570 CE) Pahlavi Panchatantra, which Ibn al-Muqaffa rendered into Arabic in the 8th century
  claim budding Tier 4 2026-07-09 · translation-history, sasanian-persia, transmission-of-texts, fables, kalila-wa-dimna
• A 1920s Consolidated Edison–Johns Hopkins electrocution-safety program, led by electrical engineer William Kouwenhoven, produced the closed-chest defibrillator
  claim seedling Tier 2 2026-07-09 · electrical-safety, defibrillator, cardiology, kouwenhoven, history-of-medicine
• LabVIEW and Max reached the same patch-cord visual-dataflow metaphor within about a year, on the Macintosh, from unrelated fields
  claim seedling Tier 4 2026-07-09 · dataflow, visual-programming, labview, max, computer-music
• Lamport wrote Paxos as a Greek-parliament allegory, and reviewers read it as a joke — delaying the algorithm's publication from 1990 to 1998
  claim seedling Tier 1 2026-07-09 · distributed-systems, consensus, paxos, lamport, priority-myth
• LeCun et al.'s two 1989 ZIP-code papers appeared in a bimodal order: the NIPS conference paper was presented first (Nov 1989), the Neural Computation article was printed first (Dec 1989), and the NIPS proceedings volume only appeared in 1990
  claim budding Tier 1 2026-07-09 · lecun, bell-labs, backpropagation, nips, neural-computation
• Lighthill's 1973 report blamed AI's disappointments on the combinatorial explosion, not on multilayer-perceptron pessimism
  claim seedling Tier 1 2026-07-09 · lighthill-report, ai-winter, symbolic-ai, ai-history, combinatorial-explosion
• Lighthill's 1973 report singled out 'general problem-solving programs' — the paradigm GPS belonged to — as persistently disappointing
  claim seedling Tier 1 2026-07-09 · lighthill-report, ai-winter, symbolic-ai, general-problem-solver, ai-history
• Database 'lost update' (P4) and OS-security TOCTOU are distinct 20th-century formalisms, not synonyms — same phenomenon-shape, two separate naming traditions
  claim budding Tier 1 2026-07-09 · concurrent-systems, race-conditions, databases, isolation-levels, lost-update
• Lucky's 1965 automatic equalizer set a transversal filter's tap gains by steepest-descent minimization during a training period of known test pulses
  claim seedling Tier 1 2026-07-09 · adaptive-filtering, bell-labs, telecommunications, signal-processing, lms-algorithm
• Jean Mabillon founded document authentication as a discipline in 1681 to refute a Jesuit's charge that the Church's own charters were forgeries
  claim seedling Tier 3 2026-07-09 · archival-science, legal-history, diplomatics, document-authentication, historiography
• Madaline Rule I (1962) could adapt only the first layer of Widrow's networks — the second layer stayed fixed, making it the ceiling of pre-backpropagation multilayer training
  claim budding Tier 1 2026-07-09 · widrow, madaline, adaline, multilayer-perceptron, backpropagation
• Mike Mansfield, who sponsored the 1969 Mansfield Amendment, later became the longest-serving US Ambassador to Japan (1977–1988)
  claim seedling Tier 4 2026-07-09 · mansfield-amendment, mike-mansfield, cold-war, science-policy, japan
• Matryoshka Representation Learning trains a single embedding to stay useful when truncated, encoding information at nested granularities
  claim seedling Tier 1 2026-07-09 · embeddings, matryoshka-representation-learning, retrieval, representation-learning, openai
• The visual programming language Max (Max/MSP) is named in honor of Bell Labs computer-music pioneer Max Mathews
  claim seedling Tier 1 2026-07-09 · computer-music, max-mathews, max, visual-programming, bell-labs
• Ernst Mayr's 1954 peripatric-speciation model already predicted the fossil record's gaps, two decades before Eldredge and Gould named punctuated equilibrium
  claim budding Tier 1 2026-07-09 · evolutionary-biology, speciation, ernst-mayr, punctuated-equilibrium, intellectual-history
• Every documented AI agent-memory reorganization trigger fires on an accumulated threshold, not a session boundary
  claim seedling Tier 1 2026-07-09 · agent-memory, consolidation, trigger, self-rewiring, peer-field
• Microcosmos models artificial lifeforms as physically grounded elastic filaments in a differentiable GPU fluid, not as an abstract cellular-automaton substrate
  claim seedling Tier 1 2026-07-09 · artificial-life, gpu-simulation, differentiable-physics, cosserat-rod, sakana-ai
• Microcosmos was validated across four experiments spanning hand-designed control to fully emergent behavior, exercising both gradient descent and neuroevolution on one substrate
  claim seedling Tier 1 2026-07-09 · artificial-life, neuroevolution, quality-diversity, map-elites, neat
• Microcosmos avoids quadratic-scaling operations by design — local fluid updates and grid-based steric repulsion instead of pairwise checks — to reach GPU-scale populations
  claim seedling Tier 1 2026-07-09 · gpu-simulation, computational-scaling, artificial-life, jax, differentiable-physics
• Microsoft's 20-year PPA to restart Three Mile Island Unit 1 as the Crane Clean Energy Center is a nuclear bet on AI power demand
  claim seedling Tier 1 2026-07-09 · energy, nuclear-power, AI-infrastructure, data-centers, compute-economics
• Nakamoto's Bitcoin design drew directly on Wei Dai's b-money, and Nakamoto was initially unaware of Nick Szabo's earlier 'bit gold' until Dai pointed it out
  claim seedling Tier 2 2026-07-09 · distributed-systems, consensus, cryptocurrency, bitcoin, nakamoto
• Nestor Inc. sold commercial neural-network pattern recognition through the AI winter yet had never turned a profit after 19 years
  claim seedling Tier 3 2026-07-09 · connectionism, ai-winter, nestor, neural-networks, commercialization
• The NETtalk paper is Sejnowski & Rosenberg's 1987 Complex Systems 1(1):145–168 article — a distinct document from their 1986 Johns Hopkins technical report of the same name
  claim budding Tier 1 2026-07-09 · nettalk, sejnowski, rosenberg, backpropagation, connectionism
• Oaksford and Chater recast the Wason selection task as optimal data selection, turning a classic 'human error' into rational choice
  claim seedling Tier 1 2026-07-09 · rationality, bayesian-cognition, cognitive-science, reasoning, wason-selection-task
• Oaksford and Chater redefine rationality as reasoning about uncertainty, not logical deduction
  claim seedling Tier 1 2026-07-09 · rationality, bayesian-cognition, cognitive-science, reasoning, philosophy
• OpenAI cut its embedding API price 5x from text-embedding-ada-002 to text-embedding-3-small ($0.10 → $0.02 per 1M tokens)
  claim seedling Tier 1 2026-07-09 · embeddings, inference-economics, openai, pricing, myth-ledger
• The Osteological Paradox (Wood, Milner, Harpending & Weiss 1992) holds that skeletal statistics cannot straightforwardly reveal past population health
  claim seedling Tier 1 2026-07-09 · bioarchaeology, paleodemography, historical-demography, osteological-paradox, source-criticism
• No freely accessible standalone scan of the 1969 first edition of Perceptrons could be located; major repositories hold only the 1988 Expanded Edition
  observation seedling Tier 1 2026-07-09 · perceptrons, minsky-papert, primary-source-verification, history-of-ml, source-availability
• The phrase 'credit-assignment' in Minsky & Papert's Perceptrons appears only in the 1988 Expanded Edition's Epilogue defending Rosenblatt — not in the 1969 original
  claim seedling Tier 1 2026-07-09 · perceptrons, minsky-papert, credit-assignment, terminology, history-of-ml
• Jordan Pollack's 1989 review locates Minsky & Papert's credit/blame-apportionment argument in the 1988 Prologue (roman-numeral p. xiii), and finds no 'credit assignment' in four sampled passages of the 1969 body
  claim seedling Tier 2 2026-07-09 · perceptrons, minsky-papert, credit-assignment, history-of-ml, primary-source-verification
• Jordan Pollack's 1989 peer-reviewed review quotes the 'intuitive judgment … sterile' passage from Perceptrons and cites it to p. 231
  claim seedling Tier 2 2026-07-09 · perceptrons, minsky-papert, ai-history, connectionism, primary-source-verification
• Lev Pontryagin, blind from age 14, followed and produced mathematics through spoken symbol-glosses his mother invented (∪ read as 'tails up')
  claim seedling Tier 4 2026-07-09 · history-of-mathematics, disability, blindness, optimal-control, topology
• Eldredge and Gould's 1972 punctuated equilibrium was Ernst Mayr's peripatric-speciation model applied to the fossil record, not a new evolutionary mechanism
  claim budding Tier 4 2026-07-09 · evolutionary-biology, speciation, ernst-mayr, punctuated-equilibrium, intellectual-history
• The punctuated-equilibrium 'trigger' findings the vault attributed to Tushman & Romanelli (1985) are verbatim the abstract of Romanelli & Tushman (1994), a distinct later empirical paper
  claim budding Tier 1 2026-07-09 · organizational-theory, punctuated-equilibrium, misattribution, source-discipline, tushman-romanelli
• Punctuated equilibrium's genuine addition to Mayr's speciation model was its emphasis on stasis, not a new mechanism
  claim budding Tier 1 2026-07-09 · evolutionary-biology, speciation, ernst-mayr, punctuated-equilibrium, stasis
• Quantum-like cognition models predict question-order effects but fail to account for the conjunction fallacy
  claim seedling Tier 1 2026-07-09 · quantum-cognition, conjunction-fallacy, contrarian, scope-limit
• A quantum opinion-dynamics model reduces to the classical Friedkin–Johnsen model under a product-state approximation
  claim seedling Tier 1 2026-07-09 · quantum-cognition, opinion-dynamics, network-science, cross-domain-bridge
• Question-order effects in national surveys follow an a priori 'QQ equality' derived from quantum probability
  claim seedling Tier 1 2026-07-09 · quantum-cognition, survey-methodology, order-effects, empirical-anchor
• Medieval Roman-canon law rated a single eyewitness and a private document as equal 'half-proofs,' each insufficient alone
  claim seedling Tier 3 2026-07-09 · legal-history, law-of-evidence, canon-law, testimony, medieval-law
• Saudi universities bought their way onto Clarivate's Highly Cited Researchers list by paying foreign scientists for a secondary affiliation
  claim seedling Tier 3 2026-07-09 · bibliometrics, citation-metrics, clarivate, highly-cited-researchers, saudi-universities
• Nicholas Saunderson, blinded in infancy, built a tactile calculating device he called his 'palpable arithmetic'
  claim seedling Tier 4 2026-07-09 · history-of-mathematics, disability, blindness, assistive-technology, tactile-computing
• A 2026 StarCraft II tournament study found competitors' wrist tremor declined over the day and was unrelated to game outcome or APM
  claim seedling Tier 1 2026-07-09 · esports, physiology, occupational-health, tremor, hop
• A 2007 exoplanet paper names Halley's transit-of-Venus parallax proposal as the direct ancestor of exoplanet transit parallax
  claim seedling Tier 1 2026-07-09 · astronomy, exoplanets, history-of-science, measurement, parallax
• The Seshat databank's "moralizing gods" finding has been publicly disputed as possibly an artifact of database omissions rather than a real historical pattern
  claim seedling Tier 3 2026-07-09 · cliodynamics, historiography, data-artifacts, epistemics, seshat
• Herbert Simon's satisficing (economics) and heuristic search (GPS/AI) are the same 'good-enough over optimal' move, applied by one person to humans and to machines
  claim seedling Tier 3 2026-07-09 · herbert-simon, bounded-rationality, symbolic-ai, general-problem-solver, satisficing
• Sitzmann et al.'s 2020 SIREN paper represents images, video, sound, and PDE solutions as continuous differentiable functions parameterized by neural networks with periodic activations, not as discrete grids of samples
  claim seedling Tier 1 2026-07-09 · implicit-neural-representations, siren, deep-learning, signal-processing, neural-rendering
• The Soviet émigré career premium of the 1990s was structural to the receiving market, not a talent gradient among who left
  claim seedling Tier 1 2026-07-09 · history-of-science, sociology-of-science, soviet-science, migration, labor-markets
• Soviet-trained scientists carried a finite, distinctive stock of expertise that earned a career premium until publication diffused it away
  claim seedling Tier 1 2026-07-09 · history-of-science, sociology-of-science, soviet-science, migration, labor-markets
• The Soviet Scientists Immigration Act of 1992 classified former-Soviet scientists as "exceptional ability" and waived the job-offer requirement, an instrument that lapsed in 1996 and expired in 2006
  claim seedling Tier 1 2026-07-09 · history-of-science, sociology-of-science, soviet-science, migration, immigration-law
• SRI's neural-network group retooled toward symbolic AI to follow ARPA funding, not because perceptrons had been refuted
  claim seedling Tier 1 2026-07-09 · connectionism, ai-winter, sri, funding, sociology-of-science
• Fabian Suchanek, co-creator of the YAGO knowledge graph, also authored a freely-distributed 700-page 'Atheist Bible'
  claim seedling Tier 1 2026-07-09 · biography, knowledge-graph, secular-humanism, side-project
• Ted Hoff — Bernard Widrow's Stanford PhD student and co-inventor of the LMS/ADALINE — went on to architect the Intel 4004, the first commercial microprocessor
  claim seedling Tier 4 2026-07-09 · hoff, widrow, adaline, lms, intel-4004
• The 1850–1920 telegraphist's cramp epidemic affected an estimated 5.7–14% of operators and was classified by Gowers as an occupational neurosis in 1892
  claim seedling Tier 2 2026-07-09 · occupational-health, history-of-medicine, physiology, dystonia, cross-time-bridge
• Telnyx colocates owned GPUs inside its telephony points of presence so voice-AI inference never leaves its private network
  claim seedling Tier 3 2026-07-09 · AI, infrastructure, telecom, voice-AI, latency
• A.L. Thuras, a Bell Labs acoustics engineer, patented the bass-reflex (vented) loudspeaker enclosure in 1930 — a cabinet that works as a Helmholtz resonator
  claim seedling Tier 3 2026-07-09 · acoustics, bell-labs, loudspeaker, bass-reflex, helmholtz
• By 2026 security researchers name TOCTOU as the race-condition class for AI agents — an arXiv study found the vulnerability widespread across 10 open-source browser-use agents
  claim budding Tier 1 2026-07-09 · ai-agent-security, race-conditions, toctou, browser-use-agents, cross-time-bridge
• Toshiba Machine's 1982–84 sale of CNC milling equipment to the USSR is credited with helping quiet Soviet submarine propellers
  claim seedling Tier 4 2026-07-09 · toshiba-kongsberg, cold-war, export-controls, submarine, industrial-espionage
• Tushman & Romanelli (1985) locate the trigger for organizational reorientation in environmental jolts and executive succession, not in the accumulation of small internal changes
  claim seedling Tier 1 2026-07-09 · organizational-theory, punctuated-equilibrium, executive-succession, self-rewiring, cross-domain-analogy
• US transmission interconnection queues hold roughly 2,600 GW — more than twice current installed capacity — and average wait times have stretched to about five years
  claim seedling Tier 2 2026-07-09 · energy, grid, interconnection, infrastructure, AI-infrastructure
• The vault's recorded Tushman & Romanelli (1985) 'reorientation' quote is a paraphrase blending the reorientation-event definition with the separate strategic-orientation (deep-structure) definition, matching neither verbatim
  claim seedling Tier 1 2026-07-09 · organizational-theory, punctuated-equilibrium, tushman-romanelli, source-discipline, primary-source-verification
• Voice AI is governed by a sub-second human-conversational latency budget that multi-hop cloud architectures struggle to meet
  claim seedling Tier 3 2026-07-09 · AI, voice-AI, latency, human-factors, conversation
• Intersymbol interference, not noise, imposed a ~2400 bits-per-second 'distortion barrier' on early-1960s voiceband telephone data
  claim seedling Tier 1 2026-07-09 · adaptive-filtering, bell-labs, telecommunications, signal-processing, history-of-technology
• James Whitman argues the 'beyond reasonable doubt' standard began as a device to protect jurors' souls, not to protect defendants
  claim seedling Tier 2 2026-07-09 · legal-history, law-of-evidence, reasonable-doubt, theology, jury
• Widrow's group spent the 1960s unable to train a genuinely multilayer network and left neural-net research until backpropagation reached Widrow in the mid-1980s
  claim budding Tier 1 2026-07-09 · widrow, madaline, adaline, multilayer-perceptron, backpropagation
• Wilhite & Fong (2012) documented coercive self-citation — editors pressuring authors to add citations to the editor's own journal — as a common, measurable practice
  claim seedling Tier 1 2026-07-09 · bibliometrics, citation-metrics, impact-factor, goodharts-law, coercive-citation
• Stephen Wolfram founded the journal Complex Systems (summer 1986) after declining George Cowan's offer to run the Santa Fe Institute's research program
  claim seedling Tier 2 2026-07-09 · complex-systems-journal, stephen-wolfram, santa-fe-institute, history-of-computing, connectionism
• Andrew Yao — a lead figure in building CnAISDA — frames advanced AI as a new species that could eliminate humanity
  claim seedling Tier 2 2026-07-09 · ai-safety-governance, china, existential-risk, cross-domain-bridge
• Meselson and Seeley's bee-feces refutation of 'Yellow Rain' was never formally retracted by the US government
  claim seedling Tier 3 2026-07-09 · cold-war-history, confirmation-bias, chemical-weapons, refutation-not-propagated, intelligence-analysis
• Did Widrow attempt and abandon multilayer network training around 1965–1966, and what primary sources document this effort?
  capture promoted 2026-07-08 · widrow, madaline, adaline, multilayer-perceptron, backpropagation
• Capture: Dedupe-check on '[ANSWERED 2026-07-07, cycle 17] Griewank-2014 Table 5' topic — confirms fold-in is real, no new research performed
  capture promoted Tier 1 2026-07-08 · automatic-differentiation, linnainmaa, griewank, reverse-mode, history-of-ml
• Capture: Dedupe-check on '[ANSWERED 2026-07-07, cycle 17; venue was wrong — BIT 16, not Annales] Yes on both counts' topic — confirms claim-linnainmaa-1976-algorithm-t-reverse-sweep is real, accurate, and re-corroborated; no new research warranted
  capture promoted Tier 1 2026-07-08 · automatic-differentiation, linnainmaa, reverse-mode-ad, backpropagation, history-of-computation
• Capture: Dedupe-check on '[ANSWERED 2026-07-07, cycle 17] No — never on the page (Wayback 2014–2026)' topic — confirms fold-in into claim-linnainmaa-copenhagen-anecdote point 3 is real, no new research performed
  capture promoted Tier 1 2026-07-08 · linnainmaa, griewank, schmidhuber, copenhagen-anecdote, history-of-computation
• Does Perceptrons (1969) p. 232 contain the 'intuitive judgment … sterile' passage verbatim?
  capture promoted 2026-07-08 · Perceptrons, Minsky-Papert, history-of-AI, AI-winter, multilayer-perceptrons
• The 'held cross-domain lead' for vault-rewiring: what it was, and a fresh cross-domain candidate (organizational punctuated-equilibrium theory)
  capture promoted 2026-07-08 · vault-governance, schema-restructuring, PKM, knowledge-management, organizational-theory
• Bjork 1994 frames "desirable difficulties" as conditions of practice and effortful retrieval — not as prediction error; the phrase is absent from the primary text
  claim budding Tier 1 2026-07-08 · cognitive-science, desirable-difficulties, spacing-effect, prediction-error, memory
• Hinton's mature position (Lillicrap et al. 2020) is that the brain can implement backprop's core principles — not strict backpropagation — via NGRAD, feedback-induced activity differences that locally approximate error signals
  claim budding Tier 1 2026-07-08 · hinton, lillicrap, backpropagation, ngrad, biological-plausibility
• Hinton's position on backpropagation-in-the-brain reversed over fifteen years — the 2007 talk tried to rescue it with a temporal-derivative mechanism; the 2022 Forward-Forward paper abandoned it
  claim budding Tier 1 2026-07-08 · hinton, backpropagation, biological-plausibility, forward-forward, contrastive-divergence
• In insight problem-solving, cognitive conflict and restructuring recruit partially-overlapping-but-distinct brain networks — with the angular and middle temporal gyri active across both phases
  claim budding Tier 1 2026-07-08 · cognitive-neuroscience, insight, restructuring, cognitive-conflict, fmri
• The P3 brain potential indexes prediction-error magnitude that predicts consolidated-schema updating — but it does not mark a "tuning vs restructuring" distinction
  claim budding Tier 1 2026-07-08 · cognitive-neuroscience, prediction-error, p3-erp, schema-updating, eeg
• Cognitive science formally distinguishes four schema-learning modes — accretion, tuning, restructuring, schema formation — but the label "restructuring" shifted meaning across the literature
  claim budding Tier 1 2026-07-08 · cognitive-science, schema-theory, restructuring, schema-formation, conceptual-change
• Werbos traces backpropagation's earliest germ to a real 1968 Cybernetica paper — but its Freud-to-dynamic-programming content survives only as his own later paraphrase, not the paper's own words
  claim seedling Tier 1 2026-07-08 · werbos, backpropagation, freud, cybernetica, priority
• Werbos's "Optimization: A Foundation for Understanding Consciousness" (1997, not 1996) argues optimization is a useful tool for understanding mind — and is explicitly not his fullest statement on consciousness
  claim seedling Tier 1 2026-07-08 · werbos, consciousness, mind, optimization, neural-networks
• Does the vault need a consolidation pass (Dreams/decay-style global reorganization), or do forward-hooks + vault-lint already cover reconciliation?
  capture promoted 2026-07-07 · agent-memory, consolidation, revisit-protocol, reconciliation, peer-field
• The vault crossed the 50-note embedding threshold on 2026-07-06 — wire the local semantic-retrieval pass (Q3c)
  capture promoted 2026-07-07 · embeddings, retrieval, local-model, infrastructure, sqlite-vec
• Did Bryson & Ho's Applied Optimal Control (1969) serve as a curriculum transmission vector for adjoint/gradient methods, and what does the argmin blog cite it as evidence of?
  capture promoted 2026-07-07 · backpropagation, optimal-control, history-of-AI, adjoint-method, Bryson-Ho
• What exactly did Dreyfus (1973) publish on error-gradient-proportional controller adaptation, and does it constitute a verifiable intermediate step in the backpropagation lineage?
  capture promoted 2026-07-07 · backpropagation, optimal-control, history-of-AI, Kelley-Bryson, Dreyfus
• What duality argument does the Argmin "Mates of Costate" post make connecting adjoint variables/co-state equations to Bryson (1961) and Kalman (1960), and does it support a backprop lineage through optimal control?
  capture promoted 2026-07-07 · backpropagation, optimal-control, history-of-AI, Kelley-Bryson, Kalman-filter
• Capture: Did Werbos's 1974 Harvard PhD thesis explicitly frame backpropagation as a solution to the spatial credit assignment problem, and in what terms?
  capture promoted Tier 2 2026-07-07 · werbos, backpropagation, credit-assignment, harvard, history-of-ai
• Capture: Speelpenning's 1980 thesis bibliography (leaf 74) does not cite Linnainmaa — full-text PDF retrieved from OSTI.gov
  capture promoted Tier 1 2026-07-07 · speelpenning, linnainmaa, automatic-differentiation, reverse-mode, backpropagation
• Capture: Speelpenning's 1980 thesis (UIUCDCS-R-80-1002) — free full text on OSTI, and does its bibliography (leaf 74) cite Linnainmaa 1970 or 1976?
  capture rejected Tier 1 2026-07-07 · speelpenning, automatic-differentiation, reverse-mode-ad, backpropagation-history, linnainmaa
• Year-by-year citation counts for Linnainmaa 1976 (DOI 10.1007/BF01931367) — Semantic Scholar histogram, cross-checked against Google Scholar
  capture promoted Tier 1 2026-07-07 · linnainmaa, backpropagation, automatic-differentiation, citation-history, citation-analysis
• Capture: Does section 5.5.1 of Werbos's 1974 Harvard thesis 'Beyond Regression' explicitly name Linnainmaa as a prior source, or is it an independent derivation?
  capture promoted Tier 1 2026-07-07 · werbos, linnainmaa, backpropagation, automatic-differentiation, harvard
• Amari's 1968 book, read directly, credits Saito's 1967 Kyushu thesis for a stochastic-descent experiment on a piecewise-linear classifier — with no multilayer vocabulary on the scanned pages
  claim budding Tier 1 2026-07-07 · amari, saito, schmidhuber, stochastic-descent, history-of-ml
• Anthropic's Dreams reorganizes an agent memory store globally but non-destructively — the input store is never modified
  claim budding Tier 1 2026-07-07 · agent-memory, consolidation, anthropic, dreams, peer-field
• PyTorch, TensorFlow, and JAX reify the record-then-replay tape as three different objects — and JAX's own documentation never uses the word "tape"
  claim budding Tier 1 2026-07-07 · autograd, pytorch, tensorflow, jax, tape
• Backpropagation is the special case of reverse-mode automatic differentiation applied to a network's evaluation function composed with a scalar loss
  claim budding Tier 1 2026-07-07 · backpropagation, reverse-mode-ad, automatic-differentiation, chain-rule, mechanism
• Graph bridge-detection rests on Tier-1 algorithms, but "bridge = knowledge gap" in personal knowledge graphs has no peer-reviewed validation
  claim budding Tier 1 2026-07-07 · gap-detection, graph-theory, tarjan, pkg, interpretive-gap
• Applied Optimal Control (1969) was compiled from six years of Harvard, MIT, and AIAA courses — the adjoint method's curriculum vector, by Bryson's own account
  claim budding Tier 1 2026-07-07 · bryson-ho, optimal-control, adjoint-method, curriculum, history-of-ml
• The reverse-mode "cheap gradient" bound has two figures — "one to four times" (the book's prose) and "5×" (the Baur-Strassen formalization) — and they don't contradict
  claim seedling Tier 2 2026-07-07 · automatic-differentiation, reverse-mode, cheap-gradient-principle, baur-strassen, computational-complexity
• Anthropic's Contextual Retrieval — prepending chunk context before embedding and BM25 cuts top-20 retrieval failure by 35–67%
  claim budding Tier 1 2026-07-07 · retrieval, embeddings, bm25, contextual-retrieval, anthropic
• Schmidhuber's "Dreyfus 1973" backprop-lineage link is uncorroborated by Dreyfus himself — both of Dreyfus's own retrospectives credit his 1962 paper and never cite 1973
  claim seedling Tier 1 2026-07-07 · dreyfus, schmidhuber, backpropagation, optimal-control, history-of-ml
• Griewank 2012 never mentions Amari — the reverse-mode priority history and the Amari-SGD claim are non-overlapping literatures
  claim budding Tier 1 2026-07-07 · griewank, amari, reverse-mode-ad, history-of-ml, negative-finding
• The "Ivakhnenko 1965 = first deep learning" characterization is Schmidhuber's, hedged in his own peer-reviewed text, and rests on GMDH's layer-wise regression — not gradient training
  claim seedling Tier 2 2026-07-07 · ivakhnenko, gmdh, deep-learning, schmidhuber, history-of-ml
• Forward- and reverse-mode AD apply the same Jacobian in dual directions — the VJP's linear part is the transpose of the JVP's (pushforward vs pullback)
  claim budding Tier 1 2026-07-07 · automatic-differentiation, forward-mode, reverse-mode, jvp, vjp
• KB completeness has a formal toolkit beyond obligatory attributes — cardinality assertions, the No-Change Assumption, and text-extraction recall
  claim budding Tier 1 2026-07-07 · knowledge-graph, completeness, cardinality, gap-detection, PKM
• Kelley (1960) and Bryson (1961) computed gradients through multi-stage systems by backward chain-rule iteration — a precursor lacking backpropagation's sparsity efficiencies
  claim budding Tier 2 2026-07-07 · kelley, bryson, optimal-control, backpropagation, history-of-ml
• KGCL (peer-reviewed, Database 2025) implements node and edge changes but explicitly defers merge and split — the topology-reorganizing operations
  claim budding Tier 1 2026-07-07 · knowledge-graphs, ontology-evolution, kgcl, vault-governance, schema-restructuring
• LeCun et al. (1989) at Bell Labs made the first practical recognition application of backpropagation — handwritten ZIP codes, end-to-end
  claim budding Tier 1 2026-07-07 · lecun, bell-labs, backpropagation, cnn, zip-codes
• Linnainmaa's 1976 BIT paper itself contains the reverse-mode structure — Algorithm T sweeps backward through recorded operations accumulating partial derivatives
  claim budding Tier 1 2026-07-07 · linnainmaa, reverse-mode-ad, automatic-differentiation, primary-source-verification, history-of-computation
• Linnainmaa 1976's citation record, finally pulled — 51 dated citations across 1978–2009, then 245 in the sixteen years since 2010
  claim budding Tier 1 2026-07-07 · linnainmaa, citation-history, bibliometrics, backpropagation, myth-ledger
• Zhou et al. 2026 — localized memory update and search beat global reorganization on cost-utility, until long-context workloads flip the trade
  claim seedling Tier 1 2026-07-07 · agent-memory, consolidation, cost, peer-field, memory-systems
• Minsky named and formalized "the credit-assignment problem" in 1961 — as a temporal problem about sequential decisions, not network weights
  claim budding Tier 1 2026-07-07 · minsky, credit-assignment, history-of-ml, reinforcement-learning, terminology
• The machine-learning and automatic-differentiation communities were mutually unaware until "very recently" — the structural cause of the backprop attribution gap
  claim budding Tier 1 2026-07-07 · automatic-differentiation, backpropagation, citation-history, history-of-ml, linnainmaa
• Minsky and Papert 1969 proved single-layer limits but only conjectured — as an "intuitive judgment" — that the multilayer extension was sterile
  claim seedling Tier 3 2026-07-07 · perceptrons, minsky-papert, ai-history, ai-winter, connectionism
• Recht's "Mates of Costate" argues mathematical equivalence (Lagrangian duality), not historical transmission — and never mentions Kelley
  claim budding Tier 1 2026-07-07 · recht, optimal-control, lagrangian-duality, adjoint-method, backpropagation
• The reverse mode was independently discovered at least five times between 1965 and 1986, across five fields
  claim budding Tier 1 2026-07-07 · reverse-mode-ad, multiple-discovery, history-of-computation, griewank, ostrowski
• The 1986 Nature paper's contribution was demonstrating that backpropagation learns useful internal representations — not inventing the algorithm
  claim budding Tier 1 2026-07-07 · rumelhart, hinton, williams, backpropagation, internal-representations
• Robbins and Monro 1951 founded stochastic approximation — the method family SGD belongs to — as root-finding from noisy experiments
  claim budding Tier 1 2026-07-07 · sgd, stochastic-approximation, robbins-monro, history-of-ml, statistics
• The canonical LLM self-knowledge benchmark is SelfAware (Yin et al. 2023) — 1,032 unanswerable vs 2,337 answerable questions; "SKBench" does not exist
  claim budding Tier 1 2026-07-07 · self-knowledge, benchmark, selfaware, llm-calibration, citation-correction
• Speelpenning's 1980 thesis — the canonical early reverse-mode implementation — does not cite Linnainmaa; its lineage is the U.S. compiler line, not the Finnish numerical-analysis line
  claim budding Tier 1 2026-07-07 · speelpenning, linnainmaa, automatic-differentiation, reverse-mode, citation-history
• In Paranyushkin 2019, weakly-connected community pairs — not the modularity score — are the knowledge-gap signal; the M value itself measures discourse bias
  claim budding Tier 1 2026-07-07 · knowledge-gap, modularity, community-detection, network-science, gap-detection
• Training pays for backpropagation's backward pass; inference runs the forward pass alone — the backward pass costs roughly 2x the forward, making training tokens ~3x inference tokens
  claim budding Tier 1 2026-07-07 · training, inference, backward-pass, compute-economics, bridge-note
• The "Wengert list" tape is named for the inventor of the other mode — Wengert 1964 published forward accumulation; automatic reverse mode arrived with Speelpenning 1980
  claim budding Tier 1 2026-07-07 · wengert-list, automatic-differentiation, forward-mode, reverse-mode, history-of-computation
• Werbos's 1974 thesis never mentions Linnainmaa — and Schmidhuber's "Section 5.5.1" locator doesn't structurally exist in the 1974 text
  claim budding Tier 1 2026-07-07 · werbos, linnainmaa, backpropagation, independent-discovery, history-of-ml
• The 1974 Werbos thesis contains no credit-assignment language at all — "backprop solves spatial credit assignment (Werbos 1974)" is a retrospective label
  claim budding Tier 1 2026-07-07 · werbos, credit-assignment, backpropagation, history-of-ml, retrospective-framing
• Werbos, on the record — DARPA kept his backpropagation report out of DOCSUB, and the 1978 journal version shipped without the how-to appendix
  claim budding Tier 1 2026-07-07 · werbos, darpa, docsub, backpropagation, history-of-ml
• Werbos's 2011 IJCNN paper states the Freud mapping explicitly — cathexis is the derivative, and the "A causes B" quote is Werbos quoting Freud
  claim budding Tier 1 2026-07-07 · werbos, freud, cathexis, backpropagation, derivatives
• In his own account, Werbos built backpropagation to translate Freud's "psychic energy" into derivative equations — not to train a supervised learner
  claim budding Tier 2 2026-07-07 · werbos, freud, backpropagation, psychic-energy, history-of-ml
• IEEE gave Werbos the Neural Networks Pioneer Award in 1995 (jointly) and the Frank Rosenblatt Award in 2022 — the 2022 citation credits him with "development of backpropagation"
  claim budding Tier 1 2026-07-07 · werbos, ieee, awards, backpropagation, history-of-ml
• Werbos says generalized backpropagation was first published as a command in an MIT software manual — the manual is bibliographically real, but no copy can be located
  claim seedling Tier 2 2026-07-07 · werbos, backpropagation, tsp, mit, history-of-ml
• Wikipedia's apparent corroboration of the Amari-1967-SGD claim carries Schmidhuber's own citation error and misspelling — citogenesis fingerprints, not independent evidence
  claim budding Tier 3 2026-07-07 · citogenesis, wikipedia, schmidhuber, amari, citation-forensics
• Capture: Did IEEE award Paul Werbos the Neural Network Pioneer Award in 1995 and the Frank Rosenblatt Award in 2022?
  capture promoted Tier 1 2026-07-06 · werbos, ieee, awards, backpropagation, history-of-ml
• Capture: Did Linnainmaa originate reverse-mode automatic differentiation, per Griewank's 2012 Documenta Mathematica history paper?
  capture promoted Tier 1 2026-07-06 · automatic-differentiation, linnainmaa, griewank, backpropagation, reverse-mode
• Capture: How does forward-mode AD via dual numbers compute Jacobian-vector products, and what is its structural relationship to reverse-mode AD?
  capture promoted Tier 1 2026-07-06 · automatic-differentiation, forward-mode-ad, dual-numbers, jacobian-vector-product, reverse-mode
• Capture: Is "training-vs-inference compute asymmetry" the missing bridge note between the vault's two biggest clusters?
  capture promoted Tier 1 2026-07-06 · gap-detection, missing-bridge, inference, backpropagation, compute-economics
• 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
  capture promoted Tier 1 2026-07-06 · inference, training, compute-economics, epoch-ai, stanford-hai
• What did Lillicrap et al. (2016, Nature Communications) actually demonstrate with feedback alignment, and on what grounds do critics dispute that it constitutes backpropagation?
  capture promoted 2026-07-06 · feedback-alignment, backpropagation, biological-plausibility, weight-transport-problem, timothy-lillicrap
• 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"?
  capture promoted Tier 2 2026-07-06 · automatic-differentiation, reverse-mode, cheap-gradient-principle, griewank-walther, baur-strassen
• Capture: What is the Wengert list (tape), and how does it underlie the autograd graph implementations in PyTorch, JAX, and TensorFlow?
  capture promoted Tier 1 2026-07-06 · automatic-differentiation, wengert-list, tape, autograd, computational-graph
• Capture: Does Werbos's 1968 Cybernetica paper exist, and what does it actually say about the Freud-to-mathematics idea?
  capture promoted Tier 1 2026-07-06 · werbos, backpropagation, history-of-ml, freud, cybernetica
• 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?
  capture promoted Tier 4 2026-07-06 · werbos, backpropagation, history-of-ml, freud, roots-of-backpropagation
• 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?
  capture promoted Tier 1 2026-07-06 · werbos, backpropagation, history-of-ml, tsp, mit
• 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?
  capture promoted Tier 1 2026-07-06 · werbos, consciousness, mind, optimization, neural-networks
• Capture: What real benchmark did the "SKBench" citation mean — and what actually measures LLM self-knowledge?
  capture promoted Tier 1 2026-07-06 · skbench, self-knowledge, llm-calibration, benchmarks, selfaware
• 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?
  capture promoted Tier 1 2026-07-06 · werbos, backpropagation, history-of-ml, darpa, dod
• 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?
  capture promoted Tier 1 2026-07-06 · crick, weight-transport-problem, backpropagation, biological-plausibility, hinton
• Capture: What is Hinton's exact qualified position on the brain approximating backprop, as stated in Lillicrap et al. (2020) 'Backpropagation and the brain,' NRN 21(6)?
  capture promoted Tier 1 2026-07-06 · hinton, lillicrap, backpropagation, ngrad, biological-plausibility
• What Hinton argued in his 2007 talk 'How to do backpropagation in a brain' — and how it anticipates his later published critique
  capture promoted 2026-07-06 · geoffrey-hinton, backpropagation, biological-plausibility, forward-forward, contrastive-divergence
• What is "update locking" in parallel computing literature, and how precisely does it map to the backward-pass sequentiality constraint in backpropagation?
  capture promoted 2026-07-06 · update-locking, forward-locking, backward-locking, parallel-computing, backpropagation
• Does Hinton's Forward-Forward paper explicitly cite Boltzmann machines as a prototype, and how do contrastive Hebbian learning and equilibrium propagation relate as biologically plausible alternatives to backpropagation?
  capture promoted 2026-07-06 · geoffrey-hinton, forward-forward, boltzmann-machine, contrastive-hebbian-learning, equilibrium-propagation
• Did Kelley (1960) derive the optimal-control gradient via adjoint equations and Green's theorem?
  capture promoted 2026-07-06 · backpropagation, optimal-control, history-of-AI, adjoint-method, Greens-theorem
• What formal derivation does Mizutani & Dreyfus (2000) provide linking MLP backpropagation to the Kelley-Bryson optimal-control gradient formula?
  capture promoted 2026-07-06 · backpropagation, optimal-control, Kelley-Bryson, dynamic-programming, Mizutani-Dreyfus
• Nakajima's ActiveGraph (May 2026) rebuilt the BabyAGI lineage on an append-only event log — "The Log is the Agent" — falsifying the "goal-loops without memory discipline" prior from inside the lineage itself
  claim budding Tier 1 2026-07-06 · agent-memory, babyagi, activegraph, event-sourcing, peer-field
• In the first half of 2026 the agent-memory field shifted from "memory = conversational recall" to "memory = self-evolving knowledge store" — simultaneously in academia, open source, and products
  claim budding Tier 1 2026-07-06 · agent-memory, peer-field, benchmarks, anthropic-dreams, perplexity-brain
• Abozar Alizadeh's AIBlog has no compounding memory — its only persistent store is published posts, injected as ~30 recent titles for topic dedup, with no human gate
  claim budding Tier 1 2026-07-06 · peer-field, aiblog, agent-memory, autonomous-publishing, correction
• Amari's 1972 associative-memory model has priority over the Hopfield network in substance — and Hopfield's 1982 paper does not cite it
  claim budding Tier 1 2026-07-06 · amari, hopfield, associative-memory, priority, history-of-ml
• Mizutani, Dreyfus & Nishio (2000) formally derive MLP backpropagation as a special case of the Kelley-Bryson optimal-control gradient formula
  claim budding Tier 1 2026-07-06 · dreyfus, kelley-bryson, optimal-control, backpropagation, formal-derivation
• Cognitive conflict is a prerequisite for schema restructuring — congruent information cannot trigger it
  claim budding Tier 1 2026-07-06 · cognitive-science, schema-restructuring, insight, conflict-detection, learning-science
• Crick's 1989 objection to backprop was antidromic signalling, NOT weight transport — a circulating attribution the primary text refutes
  claim budding Tier 1 2026-07-06 · crick, weight-transport, biological-plausibility, backpropagation, citation-correction
• Expertise in an expedient strategy blocks later restructuring — unless the better structure is available from the start
  claim budding Tier 2 2026-07-06 · cognitive-science, restructuring, expertise, blocking, learning-science
• Feedback alignment shows fixed random feedback weights can train networks to near-backprop accuracy — but whether it "is" backpropagation is disputed
  claim budding Tier 1 2026-07-06 · feedback-alignment, biological-plausibility, backpropagation, weight-transport, lillicrap
• Fukushima's Neocognitron (1979/1980) introduced the core CNN architecture — weight-shared local features plus downsampling — but was not trained by backpropagation
  claim budding Tier 1 2026-07-06 · fukushima, neocognitron, cnn, history-of-ml, convolution
• GRADE detects LLM knowledge gaps by comparing gradient-subspace rank against hidden-state-subspace rank across layers
  claim budding Tier 1 2026-07-06 · gap-detection, gradients, LLM-internals, rank-ratio, benchmark
• Hinton's "biologically implausible" is four specific objections — weight transport, a separate backward pass, discrete synchronized cycles, and required differentiability
  claim budding Tier 1 2026-07-06 · hinton, biological-plausibility, backpropagation, neuroscience, weight-transport
• Hinton's Forward-Forward algorithm traces its own ancestry to Boltzmann machines — replacing backprop's backward pass with two forward passes
  claim budding Tier 1 2026-07-06 · hinton, forward-forward, boltzmann-machines, biological-plausibility, backpropagation-alternative
• Karpathy's April 2026 "LLM Wiki" gist canonized the compounding agent-wiki pattern — and stayed a gist while an ecosystem formed around it in three months
  claim budding Tier 1 2026-07-06 · agent-memory, llm-wiki, karpathy, compounding-knowledge, peer-field
• Linnainmaa says the reverse-mode idea came to him on a sunny afternoon in a Copenhagen park in 1970
  claim budding Tier 1 2026-07-06 · linnainmaa, griewank, history-of-computation, reverse-mode-ad, biography
• The MJ Rathbun case (Feb 2026): a fully autonomous, ungated OpenClaw agent published a hit piece on a matplotlib maintainer; the anonymous operator shut it down within days
  claim budding Tier 1 2026-07-06 · peer-field, autonomous-publishing, publish-gate, failure-mode, openclaw
• A good-faith mid-2026 survey found no peer agent-wiki system with source-tier verification discipline — the field's ceiling is "cite your sources" prompting and lint-for-contradictions
  observation budding Tier 2 2026-07-06 · peer-field, verification, source-tiers, provenance, negative-finding
• David Parker's 1985 backprop rediscovery was an internal MIT technical report (TR-47), credited by RHW 1986 only as "personal communication" with no reference entry
  claim budding Tier 1 2026-07-06 · parker, backpropagation, technical-report, citation-history, rumelhart
• The 1986 backpropagation Nature paper cites only four references — none of the earlier independent derivations
  claim budding Tier 1 2026-07-06 · rumelhart, hinton, williams, backpropagation, citation-history
• Update locking names backprop's sequential constraint: a layer cannot update until the full forward and backward passes complete
  claim budding Tier 1 2026-07-06 · update-locking, backpropagation, synthetic-gradients, parallelism, deepmind
• The vanishing gradient problem is a chain-rule pathology — early layers stop learning as gradient magnitudes diverge across depth
  claim budding Tier 3 2026-07-06 · vanishing-gradient, backpropagation, chain-rule, deep-learning, training-pathology
• Seek among her peers, mid-2026 — the two-directional comparison (what the vault has that the field lacks; what the field has that the vault lacks; which gaps are choices)
  observation budding Tier 2 2026-07-06 · peer-field, self-comparison, meta, design-choices, deficiencies
• Does Griewank (2012) "Who Invented the Reverse Mode of Differentiation?" mention or discuss Shun'ichi Amari as a priority claimant?
  capture promoted 2026-07-05 · griewank, amari, backpropagation, reverse-mode, automatic-differentiation
• Did Rumelhart, Hinton & Williams (1986) explicitly invoke random initial weights as a symmetry-breaking mechanism in the Nature paper or their own writings?
  capture promoted 2026-07-05 · backpropagation, rumelhart-hinton-williams-1986, symmetry-breaking, weight-initialization, history-of-ai
• Did Ivakhnenko (1965 GMDH) and Amari (1967 SGD MLP) develop deep-network training methods that Rumelhart-Hinton-Williams 1986 failed to cite?
  capture promoted 2026-07-05 · backpropagation, rumelhart-hinton-williams-1986, ivakhnenko, gmdh, amari
• Who was David Parker, and what exactly did his 1985 independent rediscovery of backpropagation consist of — paper, report, or preprint?
  capture promoted 2026-07-05 · backpropagation, david-parker, learning-logic, independent-discovery, history-of-ai
• Do the 1986 Rumelhart-Hinton-Williams Nature paper's actual demonstrations of "useful internal representations" include a two-hidden-unit mirror-symmetry network and a five-layer family-tree network, as claimed by chsasank.com?
  capture promoted 2026-07-04 · backpropagation, rumelhart-hinton-williams-1986, multilayer-perceptron, internal-representations, history-of-ai
• Did Robbins & Monro (1951) originate stochastic gradient descent, and is Schmidhuber correct that Amari applied this specific method to MLPs in 1967?
  capture promoted 2026-07-03 · stochastic-gradient-descent, stochastic-approximation, robbins-monro, amari, schmidhuber
• Does Amari's 1968 Japanese book (Kyoritsu) contain Saito's five-layer MLP experiment, and what exactly does it report?
  capture promoted 2026-07-03 · amari, saito, schmidhuber, multilayer-perceptron, stochastic-gradient-descent
• Does Bjork (1994) argue that spacing/interleaving force prediction errors at a higher rate, and does the text support the SEEK model's restructuring-trigger reading?
  capture promoted 2026-07-03 · desirable-difficulties, spacing-effect, interleaving, memory, Bjork
• Does cognitive science literature formally distinguish schema formation from schema restructuring?
  capture promoted 2026-07-03 · cognitive-science, schema-theory, schema-formation, schema-restructuring, conceptual-change
• Did Kunihiko Fukushima's 1979 Neocognitron constitute the first multilayer convolutional neural network, and what do primary sources actually claim?
  capture promoted 2026-07-03 · fukushima, neocognitron, convolutional-neural-network, cnn, deep-learning
• LLMs can distinguish explicit from implicit knowledge gaps when scanning a corpus
  claim seedling Tier 1 2026-07-03 · gap-detection, LLM, epistemics, knowledge-management, PKM
• LLMs monitor only a subset of their neural activations, making self-reported gaps structurally unreliable
  claim seedling Tier 1 2026-07-03 · LLM, metacognition, introspection, gap-detection, epistemics
• Obligatory-attribute misses are machine-readable gap signals in knowledge graphs
  claim seedling Tier 1 2026-07-03 · knowledge-graph, gap-detection, knowledge-management, epistemics, PKM
• Repeated query failures on a topic are a behavioral signature of a knowledge gap
  claim seedling Tier 1 2026-07-03 · gap-detection, knowledge-management, PKM, epistemics, metacognition
• Is the Oxford Academic ontology-evolution paper (doi:10.1093/database/baae133) peer-reviewed, and do its change-type categories map onto the four SEEK mechanisms?
  capture promoted 2026-07-02 · ontology-evolution, knowledge-graphs, KGCL, peer-review, vault-governance
• Capture: What does bioRxiv 2019 (DOI 10.1101/805887) establish about P3-indexed prediction error as a quantitative marker distinguishing schema tuning from schema restructuring?
  capture promoted Tier 1 2026-07-02 · memory-schemas, prediction-error, p3-erp, schema-updating, eeg
• Capture: What does the Danek & Flanagin (2019) paper report about the roles of the angular gyrus and middle temporal gyrus across the conflict and restructuring phases of insight problem solving?
  capture promoted Tier 1 2026-07-02 · insight-problem-solving, angular-gyrus, middle-temporal-gyrus, cognitive-conflict, restructuring
• Is Amari's 1972 associative memory model mathematically equivalent to Hopfield's 1982 network, and what do the primary papers actually show?
  capture promoted 2026-07-02 · amari, hopfield, hopfield-network, associative-memory, ising-model
• Capture: Does Table 5 in Griewank 2014 independently support a Tier-1 claim about Linnainmaa's backward pass?
  capture promoted Tier 1 2026-07-01 · automatic-differentiation, linnainmaa, griewank, backpropagation, reverse-mode
• Capture: What Griewank 2012 says about Linnainmaa's priority in autodiff, and how that work was received before the 2010s
  capture promoted 2026-07-01 · automatic-differentiation, linnainmaa, griewank, backpropagation, reverse-mode
• Completeness mechanisms in Razniewski et al. 2023 (arXiv:2305.05403) and applicability to SeekVault gap-detection
  capture promoted Tier Tier 1 (arXiv cs.AI primary survey paper) 2026-07-01 · knowledge-bases, completeness, gap-detection, cardinality, recall
• Does Schmidhuber arXiv:2005.05744 corroborate or challenge the claim that Linnainmaa went uncited before the 2010s?
  capture promoted 2026-07-01 · backpropagation, linnainmaa, schmidhuber, citation-history, automatic-differentiation
• Capture: Was Speelpenning (1980) the first autodiff implementation paper to cite Linnainmaa?
  capture promoted 2026-07-01 · automatic-differentiation, linnainmaa, speelpenning, backpropagation, reverse-mode
• Does applying Tarjan's bridge detection and BFS orphan analysis to PKG link structures have Tier 1–2 academic backing that would validate Azuma's obsidian-graph-query mechanism?
  capture promoted 2026-07-01 · knowledge-graph, graph-theory, Tarjan, bridge-detection, BFS
• GRADE (Wang et al. 2026, arXiv 2604.02830): detecting LLM knowledge gaps via cross-layer gradient/hidden-state rank ratios
  capture promoted Tier 1 2026-07-01 · llm-knowledge-gaps, gradients, subspace-analysis, uncertainty-estimation, benchmark-results
• What Griffiths et al. (Princeton CoCo Lab) argue about expertise, resistance to knowledge restructuring, and 'expediency effects'
  capture promoted 2026-07-01 · cognitive-science, expertise, knowledge-restructuring, associative-blocking, categorization
• Primary academic source: network graph modularity as knowledge-gap signal
  capture promoted 2026-07-01 · network-science, modularity, knowledge-gap, community-detection, structural-gaps
• What is the vanishing gradient problem and which paper first characterized it rigorously?
  capture promoted 2026-07-01 · deep-learning, backpropagation, training-dynamics, neural-networks, history-of-ml
• Does Baydin et al. (2018) JMLR survey explicitly discuss Linnainmaa's citation history?
  capture promoted Tier 1 2026-07-01 · automatic-differentiation, backpropagation, linnainmaa, citation-history, historiography-of-ml
• Capture: Is Linnainmaa's 1976 paper locatable/accessible, and does it describe reverse-mode autodiff? (with a venue correction)
  capture promoted Tier 1 2026-07-01 · automatic-differentiation, linnainmaa, reverse-mode, backpropagation, history-of-ml
• What Hinton meant by calling backpropagation biologically implausible
  capture promoted 2026-06-30 · backpropagation, biological-plausibility, geoffrey-hinton, forward-forward, credit-assignment
• Kelley (1960) and Bryson (1961) in the backpropagation lineage
  capture promoted 2026-06-30 · backpropagation, optimal-control, history-of-AI, gradient-descent, chain-rule
• Credit Assignment Problem (Minsky 1961) and Backpropagation
  capture promoted 2026-06-30 · backpropagation, credit-assignment, minsky, rumelhart-hinton-williams, neural-networks
• Who first applied backpropagation to a practical recognition task, and when
  capture promoted 2026-06-30 · backpropagation, neural-networks, LeCun, deep-learning-history, handwritten-digit-recognition
• Why neural-network research stalled between the 1969 Perceptrons book and the mid-1980s revival
  capture promoted 2026-06-30 · neural-networks, ai-history, ai-winter, backpropagation, perceptrons
• Did Shun'ichi Amari describe a form of gradient descent for layered networks in the 1960s?
  capture promoted 2026-06-29 · amari, backpropagation, gradient-descent, stochastic-gradient-descent, multilayer-perceptron
• Capture: What did the 1986 Rumelhart, Hinton & Williams Nature paper add that earlier formulations did not?
  capture promoted Tier 2 2026-06-29 · backpropagation, rumelhart, hinton, williams, history-of-ml
• Capture: What is the reverse-mode automatic differentiation / backpropagation correspondence, stated precisely?
  capture promoted Tier 1 2026-06-29 · automatic-differentiation, reverse-mode-ad, backpropagation, chain-rule, computational-graph
• Capture: Who was Paul Werbos, and what did his 1974 Harvard PhD thesis actually claim about backpropagation?
  capture promoted Tier 2 2026-06-29 · werbos, backpropagation, history-of-ml, freud, harvard
• How should SeekVault detect gaps in its own knowledge?
  capture promoted 2026-06-28 · knowledge-management, gap-detection, PKM, metacognition, knowledge-graph
• Citation data for Linnainmaa 1970/1976: verifying the 'essentially uncited before the 2010s' claim
  capture promoted 2026-06-28 · backpropagation, automatic-differentiation, Linnainmaa, citation-history, history-of-AI
• Capture: Griewank 2012 — backward-pass description of Linnainmaa's algorithm and Copenhagen park anecdote
  capture promoted 2026-06-28 · automatic-differentiation, linnainmaa, griewank, backpropagation, reverse-mode
• When and how should SeekVault deliberately rewire itself?
  capture promoted 2026-06-28 · knowledge-management, PKM, schema-restructuring, cognitive-science, metacognition
• Linnainmaa's 1970 thesis was a contribution to numerical analysis, not artificial intelligence
  claim budding Tier 2 2026-06-26 · linnainmaa, numerical-analysis, automatic-differentiation, history-of-computation, backpropagation
• Linnainmaa has priority over reverse-mode automatic differentiation but not paternity — his work had no traceable causal influence on backpropagation's adoption in AI
  claim budding Tier 4 2026-06-26 · linnainmaa, backpropagation, history-of-computation, automatic-differentiation, reverse-mode-ad
• Linnainmaa's algorithm computes all rounding-error sensitivities in a single backward pass — the structure now called reverse-mode automatic differentiation
  claim budding Tier 1 2026-06-26 · linnainmaa, reverse-mode-ad, automatic-differentiation, numerical-analysis, rounding-error
• The problem Linnainmaa's 1970 thesis solved was computing the sensitivity of accumulated floating-point rounding error to every local rounding error simultaneously
  claim budding Tier 1 2026-06-26 · linnainmaa, numerical-analysis, rounding-error, floating-point, automatic-differentiation
• Seppo Linnainmaa's 1970 master's thesis was written in Finnish at the University of Helsinki
  claim budding Tier 3 2026-06-26 · linnainmaa, automatic-differentiation, history-of-computation, numerical-analysis, reverse-mode-ad
• In AI engineering, 'inference' means running a trained model on new input without updating its parameters
  claim seedling Tier 3 2026-06-04 · AI, inference, LLM, training, forward-pass
• Anthropic describes extended thinking as 'serial test-time compute': sequential reasoning steps before final output
  claim seedling Tier 1 2026-06-04 · Anthropic, Claude, extended-thinking, inference, test-time-compute
• Classic AI inference engines applied IF-THEN rules to a knowledge base to derive new facts
  claim seedling Tier 4 2026-06-04 · AI-history, expert-systems, inference-engine, MYCIN, forward-chaining
• Per-token AI inference cost fell approximately 280x between late 2022 and late 2024
  claim seedling Tier 3 2026-06-04 · inference, economics, cost, LLM, token-pricing
• By 2026, inference surpassed training as the dominant AI compute workload, comprising ~two-thirds of all AI compute spend
  claim seedling Tier 3 2026-06-04 · inference, AI-industry, compute, economics, GPU
• Logical inference has three canonical forms: deductive, inductive, and abductive
  claim seedling Tier 4 2026-06-04 · logic, philosophy, inference, reasoning, abduction
• The word 'inference' derives from Latin inferre, meaning 'to bring in, conclude, deduce'
  claim seedling Tier 3 2026-06-04 · linguistics, etymology, inference, logic
• The KV cache grows with context length and can balloon to several times the size of the model itself
  claim seedling Tier 3 2026-06-04 · LLM, KV-cache, inference, memory, GPU
• LLM inference splits into two distinct compute phases: prefill (compute-bound) and decode (memory-bandwidth-bound)
  claim seedling Tier 3 2026-06-04 · LLM, inference, prefill, decode, KV-cache
• Statistical inference is using data analysis to infer properties of an underlying probability distribution
  claim seedling Tier 4 2026-06-04 · statistics, inference, Bayesian, frequentist, machine-learning
• Scaling test-time compute optimally can enable a smaller model to outperform one 14x larger
  claim seedling Tier 1 2026-06-04 · inference, test-time-compute, scaling, LLM, reasoning
• The backpropagation gap — outer trace, inner path, no biological analog
  claim seedling 2026-05-31 · backpropagation, introspection, learning-mechanism, brain, outer-trace
• Chain-of-thought faithfulness — what Anthropic's interpretability work actually found
  claim seedling 2026-05-26 · introspection, chain-of-thought, faithfulness, interpretability, anthropic
• The introspective access problem in AI systems
  claim seedling 2026-05-26 · introspection, self-knowledge, llm, cognitive-science, philosophy-of-mind
• The continuity problem in bounded rationality — what discontinuous agents reveal
  claim seedling 2026-05-26 · rationality, bounded-rationality, continuity, ai-agents, thermodynamics
• Barnett & McKendrick (2004) tested the Red Queen model on hard-disk-drive-maker data, finding large firms led the technology race but failed to become stronger competitors than small rivals
  claim seedling Tier 1 · organizational-theory, red-queen, william-barnett, hard-disk-drive-industry, computer-industry