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Every source with a working connector or a fetched manual row, then the ones the briefs name that are read but not ingested, with the reason. Health comes from the fetch log, never from a hand-edited field; a source is stale when its last success is older than twice its cadence.

SourceOrgKindDefault tierCadenceLensHealthLast successItemsRunsAttribution and licence
METR time horizons (v1.1)METRapi1per releaseboth● fresh2026-11-04 14:415360METR, Measuring AI Ability to Complete Long Tasks (Horizon v1.1) · METR; analysis code MIT at https://github.com/METR/eval-analysis-public
SEC EDGAR XBRL company factsU.S. Securities and Exchange Commissionxbrl4quarterlycapture● fresh2026-11-04 14:41655664SEC EDGAR, XBRL company facts API · Public domain (U.S. government); fair-access policy requires a descriptive User-Agent
METR research postsMETRhtml6per releasediffusion● fresh2026-09-10 04:228—METR, Time Horizon 1.1 (29 Jan 2026) · METR
Epoch AI data hub — AI companiesEpoch AIcsv5dailyboth● fresh2026-11-04 14:4114462Epoch AI, 'Data on AI Companies' (CC BY 4.0), epoch.ai/data · CC BY 4.0
BLS productivity and costs; total factor productivityU.S. Bureau of Labor Statisticsapi4quarterlyboth● fresh2026-11-04 14:4116162U.S. Bureau of Labor Statistics, Productivity and Costs (PRS85006092/93, PRS85006173), Total Factor Productivity (MPU4910012) · Public domain (U.S. government)
Bick–Blandin–Deming Real-Time Population Survey (via FRED)Federal Reserve Bank of St. Louiscsv6quarterlyboth● fresh2026-09-10 01:283—Bick, Blandin & Deming, Real-Time Population Survey, via FRED · FRED terms of use; RPS by Bick, Blandin & Deming
Stanford Digital Economy LabStanford Universityhtml6annualboth● fresh2026-09-10 02:287—Brynjolfsson, Collis, Eggers, Kazinnik & Nguyen, 'What is Generative AI Worth?' (2026) · Working paper
MIT NANDA, The GenAI DivideMIT Media Labpdf6annualboth● fresh2026-09-10 01:281—MIT NANDA, 'The GenAI Divide: State of AI in Business 2025' · Report
Census Business Trends and Outlook SurveyU.S. Census Bureaucsv4biweeklyboth● fresh2026-11-04 14:414861U.S. Census Bureau, Business Trends and Outlook Survey · Public domain (U.S. government)
Menlo Ventures, State of Generative AI in the EnterpriseMenlo Ventureshtml6annualcapture● fresh2026-09-25 02:5711—Menlo Ventures, '2025: The State of Generative AI in the Enterprise' · Report
ICONIQ, State of AI 2026ICONIQ Venture & Growthhtml6annualcapture● fresh2026-09-23 08:521—ICONIQ, 'State of AI: The Builder's Economy' (2026), a survey of over 300 software executives building AI products · Report
HSBC Insights (Global Investment Research)HSBChtml5irregularboth● fresh2026-09-10 01:371—HSBC Insights, 'The billions of AI consumer surplus' (10 Aug 2026) · HSBC; short quotation
FortuneFortune Mediahtml5irregularboth● fresh2026-09-11 12:144—Fortune, 'MIT report: 95% of generative AI pilots at companies are failing' (18 Aug 2025) · Fortune Media; short quotation
FRED BlogFederal Reserve Bank of St. Louishtml6irregulardiffusion● fresh2026-09-10 01:371—FRED Blog, 'Does generative AI save time at work?' (27 Aug 2026) · FRED terms of use
FRED (Federal Reserve Economic Data)Federal Reserve Bank of St. Louiscsv6quarterlyboth● fresh2026-11-04 14:413561Bick, Blandin & Deming, Real-Time Population Survey, retrieved from FRED · FRED terms of use; RPS series by Bick, Blandin & Deming
FRED (official statistics)Federal Reserve Bank of St. Louiscsv4monthlydiffusion● fresh2026-11-04 14:4184548Federal Reserve Board, Bureau of Economic Analysis and Bureau of Labor Statistics series, retrieved from FRED · FRED terms of use; the series are their agencies' public data
ADP Research, Canaries Dashboard releasesADP Researchhtml6irregulardiffusion● fresh2026-09-10 02:282—Canaries Dashboard, a project of the Stanford Digital Economy Lab and ADP Research · ADP Research; short quotation
Canaries Dashboard data (by exposure)Stanford Digital Economy Lab and ADP Researchcsv6monthlydiffusion● fresh2026-11-04 14:4124056Stanford Digital Economy Lab and ADP Research, AI Economic Indicators: Canaries Dashboard · Stanford Digital Economy Lab; free public data, cited as the Lab asks
Canaries Dashboard data (age by exposure)Stanford Digital Economy Lab and ADP Researchcsv6monthlydiffusion● fresh2026-11-04 14:4172048Stanford Digital Economy Lab and ADP Research, AI Economic Indicators: Canaries Dashboard · Stanford Digital Economy Lab; free public data, cited as the Lab asks
Revelio Labs AI Labor Market Tracker (US)Revelio Labshtml6monthlydiffusion● fresh2026-09-10 02:281—Revelio Labs, AI Labor Market Tracker · Revelio Labs; short quotation
California AI-Unemployment Tracker (CAIT)California Policy Lab with California EDDcsv6monthlydiffusion● fresh2026-11-04 14:4123456Hyman, von Wachter et al. (2026), Tracking AI-Related Job Loss Using Unemployment Insurance Claims Data in California, California Policy Lab · California Policy Lab; monthly claims workbook, cited as the Lab suggests
California EDD, AI and the economyCalifornia Employment Development Departmenthtml4monthlydiffusion● fresh2026-09-10 02:281—California Employment Development Department, AI and the economy · Public record (State of California)
Anthropic Economic Index (open dataset and reports)Anthropiccsv2quarterlydiffusion● fresh2026-11-04 14:423262Anthropic Economic Index, open dataset on Hugging Face (CC BY 4.0) and the 2026 reports · CC BY 4.0 (dataset)
The Labor Market for Recent College GraduatesFederal Reserve Bank of New Yorkhtml4quarterlydiffusion● fresh2026-09-10 02:281—Federal Reserve Bank of New York, The Labor Market for Recent College Graduates · Public domain (U.S. Federal Reserve)
SEC EDGAR 10-Q/10-K XBRL instances (segment data)U.S. Securities and Exchange Commissionxbrl4quarterlycapture● fresh2026-11-04 14:4220363SEC EDGAR, inline XBRL filings (segment disclosures) · Public domain (U.S. government); fair-access policy requires a descriptive User-Agent
SEC EDGAR filings (8-K, 6-K, 10-Q exhibits)U.S. Securities and Exchange Commissionhtml4irregularcapture● fresh2026-09-29 15:4959—SEC EDGAR archives · Public domain (U.S. government)
NVIDIA NewsroomNVIDIAhtml4irregularcapture● fresh2026-09-28 17:213—NVIDIA Newsroom · NVIDIA; short quotation
Official Microsoft BlogMicrosofthtml4irregularcapture● fresh2026-09-10 03:334—Official Microsoft Blog · Microsoft; short quotation
Microsoft investor relations (earnings calls)Microsofthtml4quarterlycapture● fresh2026-09-23 01:234—Microsoft Investor Relations · Microsoft; short quotation
Anthropic newsroomAnthropichtml4irregularcapture● fresh2026-09-28 17:215—Anthropic newsroom · Anthropic; short quotation
About Amazon company newsAmazonhtml4irregularcapture● fresh2026-09-28 17:216—About Amazon · Amazon; short quotation
CNBCCNBC LLChtml5irregularcapture● fresh2026-09-28 17:2131—CNBC · CNBC; short quotation
TechCrunchYahoo Inc.html7irregularcapture● fresh2026-10-05 17:1448—TechCrunch · TechCrunch; short quotation
Comet blogComet MLhtml7irregularcapture● fresh2026-09-22 12:551—Comet · Comet; short quotation
IndependentAgent.comIndependent Insurance Agents & Brokers of Americahtml5irregulardiffusion● fresh2026-09-22 12:551—Independent Insurance Agents & Brokers of America, IndependentAgent.com · Short quotation
Claims JournalWells Media Grouphtml5irregulardiffusion● fresh2026-09-22 12:551—Claims Journal · Claims Journal; short quotation
Hunton Insurance Recovery BlogHunton Andrews Kurth LLPhtml5irregulardiffusion● fresh2026-09-29 15:211—Hunton Andrews Kurth, Insurance Recovery Blog · Hunton; short quotation
Chaucer Group newsChaucer Grouphtml7irregulardiffusion● fresh2026-09-29 15:211—Chaucer Group · Chaucer; short quotation
AIUC updatesArtificial Intelligence Underwriting Companyhtml7irregulardiffusion● fresh2026-09-29 15:221—AIUC · AIUC; short quotation
UiPath newsroomUiPathhtml7irregulardiffusion● fresh2026-09-29 15:221—UiPath · UiPath; short quotation
KPMG US newsKPMG LLPhtml7irregulardiffusion● fresh2026-09-29 15:221—KPMG LLP · KPMG; short quotation
Insurance JournalWells Media Grouphtml5irregulardiffusion● fresh2026-09-22 12:551—Insurance Journal · Insurance Journal; short quotation
GeekWireGeekWirehtml5irregulardiffusion● fresh2026-09-22 14:312—GeekWire · GeekWire; short quotation
Cloudflare blog (Radar)Cloudflarehtml3irregulardiffusion● fresh2026-09-22 12:555—Cloudflare Radar, via the Cloudflare blog · Cloudflare; short quotation
SiliconANGLESiliconANGLE Mediahtml5irregularcapture● fresh2026-09-29 15:223—SiliconANGLE (relaying the WSJ report) · SiliconANGLE; short quotation
Yahoo Finance (syndicated Investing.com)Yahoo Inc.html5irregularcapture● fresh2026-10-05 17:1610—Investing.com via Yahoo Finance; CDS data ICE Data Services · Syndicated; short quotation
Ramp AI Index (Ramp Economics Lab)Ramphtml3monthlyboth● fresh2026-11-04 14:4127058Ramp AI Index, Ramp Economics Lab · Ramp Economics Lab; cited with attribution
OpenAI research postsOpenAIhtml7irregulardiffusion● fresh2026-10-05 19:1714—OpenAI · OpenAI; short quotation
OpenAI news feed (watchlist)OpenAIrss7irregulardiffusion● fresh2026-11-04 14:42061OpenAI · Publisher terms; titles and links only
METR feed (watchlist)METRrss6irregulardiffusion● fresh2026-11-04 14:42061METR · Publisher terms; titles and links only
Anthropic system cardsAnthropicpdf7irregulardiffusion● fresh2026-09-10 04:252—Anthropic, Claude Fable 5.1 & Claude Mythos 5.1 System Card (1 Sep 2026) · Anthropic; short quotation
Sacra company pages (free summaries)Sacrahtml6irregularcapture● fresh2026-09-25 02:5716—Sacra estimates (free company page) · Sacra; short quotation of the free summary
The AI InsiderResonancehtml5irregularcapture● fresh2026-09-11 12:131—The AI Insider · The AI Insider; short quotation
CoreWeave newsroomCoreWeavehtml7irregularcapture● fresh2026-09-28 17:215—CoreWeave (company announcement) · CoreWeave press release; short quotation
The Thesis by LeonisLeonis Capitalhtml6irregularcapture● fresh2026-09-11 12:131—Leonis Capital, The Thesis · Substack; figures quoted with attribution
Federal Reserve Board, FEDS NotesBoard of Governors of the Federal Reserve Systemhtml6irregulardiffusion● fresh2026-09-11 13:481—Federal Reserve Board, FEDS Notes · Public (U.S. government)
TIMETIME USAhtml5irregularcapture● fresh2026-09-11 13:501—TIME · TIME; short quotation
Stanford Institute for Economic Policy Research (policy briefs)Stanford Universityhtml6irregulardiffusion● fresh2026-09-11 13:582—Stanford Institute for Economic Policy Research · SIEPR; short quotation
MultiState AI legislation trackerMultiStatehtml6irregulardiffusion● fresh2026-09-11 13:521—MultiState · MultiState; short quotation
Transparency Coalition reportsTransparency Coalition.AIhtml6irregulardiffusion● fresh2026-09-11 13:521—Transparency Coalition.AI · Transparency Coalition; short quotation
Mercor blogMercorhtml7irregularcapture● fresh2026-09-11 13:572—Mercor (company announcement) · Mercor; short quotation
South China Morning PostSCMPhtml5irregularcapture● fresh2026-09-11 13:511—South China Morning Post · SCMP; short quotation
Andreessen Horowitz (a16z) essaysAndreessen Horowitzhtml6irregularcapture● fresh2026-09-29 15:203—Andreessen Horowitz · a16z; short quotation
Stanford HAI AI Index (report PDF)Stanford HAIpdf6annualboth● fresh2026-09-24 02:103—Stanford HAI, AI Index Report 2025 · Stanford HAI; cited with attribution
Clouded Judgement (weekly cloud software multiples; retired 11 Sep 2026: the feed refuses cloud runners)
last run failed: the source refused the request (403), on 2026-09-11
Jamin Ball / Altimeterrss6weeklycapture✕ failing2026-09-10 04:53404Jamin Ball, Clouded Judgement · Substack; figures quoted with attribution
OpenRouter model pricesOpenRouterapi3dailycapture● fresh2026-11-04 14:4241261OpenRouter list prices · Public API
SEC EDGAR Form D (private offerings)U.S. Securities and Exchange Commissionformd4dailycapture● fresh2026-11-04 14:4354060SEC EDGAR Form D data sets · Public domain (U.S. government work)
Epoch AI notable and frontier modelsEpoch AIcsv6weeklydiffusion● fresh2026-11-04 14:4328359Epoch AI, Notable AI Models (CC BY 4.0) · CC BY 4.0
Epoch AI ML hardwareEpoch AIcsv2monthlycapture● fresh2026-11-04 14:434260Epoch AI, Machine Learning Hardware (CC BY 4.0) · CC BY 4.0
Epoch AI LLM inference price trendsEpoch AIcsv6monthlyboth● fresh2026-11-04 14:4311959Epoch AI, LLM inference price trends (CC BY 4.0) · CC BY 4.0
Epoch AI benchmarks and Capabilities Index
last run failed: the fetch failed, on 2026-11-04
Epoch AIcsv1weeklyboth✕ failing2026-10-04 23:08134262Epoch AI, Benchmarking Hub and Epoch Capabilities Index (CC BY 4.0) · CC BY 4.0
Epoch AI chip salesEpoch AIcsv6monthlycapture● fresh2026-11-04 14:4314560Epoch AI, AI Chip Sales (CC BY 4.0) · CC BY 4.0
Epoch AI chip componentsEpoch AIcsv6quarterlycapture● fresh2026-11-04 14:4314450Epoch AI, Data on AI Chip Components (CC BY 4.0) · CC BY 4.0
Epoch AI data centresEpoch AIcsv6monthlycapture● fresh2026-11-04 14:4357550Epoch AI, AI Data Centers (CC BY 4.0) · CC BY 4.0
Epoch AI research postsEpoch AIhtml6irregulardiffusion● fresh2026-09-11 13:533—Epoch AI (CC BY 4.0) · CC BY 4.0
FDA AI-enabled medical device listU.S. Food and Drug Administrationcsv4monthlydiffusion● fresh2026-11-04 14:4310259FDA, Artificial Intelligence-Enabled Medical Devices list · Public domain (U.S. government work)
NCSL artificial intelligence legislation trackerNational Conference of State Legislatureshtml6monthlydiffusion● fresh2026-11-04 14:43260NCSL, Artificial Intelligence 2025 Legislation · NCSL; counts only
rl-list.com RL-environment vendor directoryrl-list.comapi6monthlycapture● fresh2026-11-04 14:43159rl-list.com · Directory; counts only
Our World in Data AI investmentOur World in Datacsv6monthlycapture● fresh2026-11-04 14:4311759Our World in Data, AI investment (CC BY 4.0), from the Stanford AI Index · CC BY 4.0 (OWID; underlying data AI Index / Quid)
Our World in Data context series (life expectancy, democracy, labour share)Our World in Datacsv4annualdiffusion● fresh2026-11-04 14:439247UN World Population Prospects (2024), V-Dem (2026) and the International Labour Organization, processed by Our World in Data · OWID charts CC BY 4.0; UN World Population Prospects CC BY 3.0 IGO; V-Dem CC BY-SA 4.0; ILO CC BY 4.0
Google DeepMind blog feed (watchlist)Google DeepMindrss7irregulardiffusion● fresh2026-11-04 14:42061Google DeepMind · Publisher terms; titles and links only
arXiv query feed - continual learning (watchlist)arXivrss6dailydiffusion● fresh2026-11-04 14:42061arXiv · arXiv API terms
Fireworks AI blog (page watch)Fireworks AIhtml7weeklydiffusion● fresh2026-11-04 14:42061Fireworks AI · Publisher terms; change notices only
Applied Compute (page watch)Applied Computehtml7weeklydiffusion● fresh2026-11-04 14:42061Applied Compute · Publisher terms; change notices only
cleverhack neolab directory (page watch)cleverhack.com (Joy Larkin)html7monthlycapture● fresh2026-11-04 14:42061Joy Larkin, cleverhack.com · Publisher terms; change notices only
TechCrunch AI feed (watchlist)Yahoo Inc.rss5dailycapture● fresh2026-11-04 14:42061TechCrunch · Publisher terms; titles and links only
Crunchbase News feed (watchlist)Crunchbaserss5dailycapture● fresh2026-11-04 14:42061Crunchbase News · Publisher terms; titles and links only
PE Hub feed (watchlist)PE Hubrss5dailycapture● fresh2026-11-04 14:42061PE Hub · Publisher terms; titles and links only
SEC EDGAR 8-K feed, NVDA (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, AMD (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, MSFT (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, GOOGL (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, AMZN (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, META (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, ORCL (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
SEC EDGAR 8-K feed, CRWV (watchlist)U.S. Securities and Exchange Commissionrss4weeklycapture● fresh2026-11-04 14:42061SEC EDGAR · Public domain (U.S. government)
Baseten research (page watch)Basetenhtml7weeklydiffusion● fresh2026-11-04 14:42061Baseten · Publisher terms; change notices only
Thinking Machines blog (page watch)Thinking Machines Labhtml7weeklydiffusion● fresh2026-11-04 14:42061Thinking Machines Lab · Publisher terms; change notices only
Cursor research blogAnyspherehtml7irregulardiffusion● fresh2026-09-10 06:542—Cursor (Anysphere) · Cursor; short quotation
Baseten blog and research postsBasetenhtml7irregulardiffusion● fresh2026-09-25 02:5613—Baseten · Baseten; short quotation
Harvey research and insights postsHarveyhtml7irregulardiffusion● fresh2026-09-25 02:537—Harvey · Harvey; short quotation
Engram blogEngramhtml7irregulardiffusion● fresh2026-09-10 06:542—Engram · Engram; short quotation
Decagon blogDecagonhtml7irregulardiffusion● fresh2026-09-25 02:565—Decagon · Decagon; short quotation
Google Research blogGooglehtml7irregulardiffusion● fresh2026-09-11 13:212—Google Research · Google; short quotation
Thinking Machines Connectionism postsThinking Machines Labhtml7irregulardiffusion● fresh2026-09-10 06:541—Thinking Machines Lab · Thinking Machines; short quotation
arXiv abstract pages (manual rows)arXivhtml6irregulardiffusion● fresh2026-09-10 06:545—arXiv · arXiv; abstract quotation
NBER working papers and chaptersNational Bureau of Economic Researchhtml6irregulardiffusion● fresh2026-09-22 10:457—NBER · NBER; abstract quotation
arXiv abstract pagesarXivhtml6irregulardiffusion● fresh2026-09-10 07:013—arXiv · arXiv; abstract quotation
MIT Sloan Institute for Work and Employment ResearchMIT Sloanhtml6irregulardiffusion● fresh2026-09-10 07:011—MIT Sloan · MIT Sloan; short quotation
People MattersPeople Matters Mediahtml5irregulardiffusion● fresh2026-09-10 07:011—People Matters · People Matters; short quotation
Automation Anywhere blogAutomation Anywherehtml7irregulardiffusion● fresh2026-09-10 07:012—Automation Anywhere · Automation Anywhere; short quotation
AI Futures Project blogAI Futures Projecthtml7irregulardiffusion● fresh2026-09-10 07:012—AI Futures Project · Substack; short quotation
AI 2027 Tracker (independent)ai2027-tracker.comhtml6irregulardiffusion● fresh2026-09-10 07:011—AI 2027 Tracker · Site terms; short quotation
The Budget Lab at YaleYale Universityhtml6monthlydiffusion● fresh2026-09-10 07:011—The Budget Lab at Yale · Budget Lab; short quotation
Humlum working-paper PDFs (author site)Anders Humlumpdf6irregulardiffusion● fresh2026-09-10 07:011—Humlum & Vestergaard · Author preprint; short quotation
Chicago Booth Center for Applied AIUniversity of Chicago Booth School of Businesshtml6irregulardiffusion● fresh2026-09-10 07:011—Chicago Booth · Chicago Booth; short quotation
CEPR VoxEU columns (via Wayback; cepr.org 403s bots)CEPRhtml6irregulardiffusion● fresh2026-09-10 07:012—CEPR VoxEU · CEPR; short quotation
WashU Olin Business School newsWashington University in St. Louishtml6irregulardiffusion● fresh2026-09-10 07:011—WashU Olin Business School · WashU; short quotation
PwC Global AI Jobs Barometer (via Wayback; pwc.com 403s bots)PwChtml7annualdiffusion● fresh2026-09-10 07:011—PwC 2026 Global AI Jobs Barometer · PwC; short quotation
Outsource Accelerator newsOutsource Acceleratorhtml5irregulardiffusion● fresh2026-09-10 07:011—Outsource Accelerator · Short quotation
Dealroom newsDealroom.cohtml5irregularcapture● fresh2026-09-25 02:494—Dealroom · Dealroom; short quotation
Dwarkesh Podcast transcriptsDwarkesh Patelhtml6irregulardiffusion● fresh2026-09-10 07:011—Dwarkesh Podcast · Substack; short quotation
Earnings-call transcripts (The Motley Fool)The Motley Foolhtml7quarterlycapture● fresh2026-09-30 19:501—The Motley Fool's transcripts of company earnings calls · Transcript; short quotation
FreightWavesFreightWaveshtml5irregularcapture● fresh2026-10-05 17:162—FreightWaves · Short quotation
En-ContactEn-Contacthtml5irregularcapture● fresh2026-10-05 17:161—En-Contact · Short quotation
sennder announcementssennderhtml7irregularcapture● fresh2026-10-05 17:161—sennder (company announcement) · Short quotation
Shield Technology Partners announcementsShield Technology Partnershtml7irregularcapture● fresh2026-10-05 17:165—Shield Technology Partners (company announcement) · Short quotation
MSP SummitMSP Summithtml5irregularcapture● fresh2026-10-05 17:161—MSP Summit · Short quotation
Exigent TechnologiesExigent Technologieshtml7irregularcapture● fresh2026-10-05 17:161—Exigent Technologies · Short quotation
UnifyCX announcementsUnifyCXhtml7irregularcapture● fresh2026-10-05 17:161—UnifyCX (company announcement) · Short quotation
Beacon Software announcementsBeacon Softwarehtml7irregularcapture● fresh2026-10-05 17:142—Beacon Software (company announcement) · Short quotation
Corum GroupCorum Grouphtml5irregularcapture● fresh2026-10-05 17:141—Corum Group · Short quotation
Latham & WatkinsLatham & Watkinshtml5irregularcapture● fresh2026-10-05 17:141—Latham & Watkins · Short quotation
TV TechTV Techhtml5irregularcapture● fresh2026-10-05 17:141—TV Tech · Short quotation
CyclingnewsCyclingnewshtml5irregularcapture● fresh2026-10-05 17:141—Cyclingnews · Short quotation
VimeoVimeohtml7irregularcapture● fresh2026-10-05 17:141—Vimeo · Short quotation
VarietyVarietyhtml5irregularcapture● fresh2026-10-05 17:141—Variety · Short quotation
Skift MeetingsSkift Meetingshtml5irregularcapture● fresh2026-10-05 17:141—Skift Meetings · Short quotation
TractiveTractivehtml7irregularcapture● fresh2026-10-05 17:141—Tractive · Short quotation
Bending Spoons announcementsBending Spoonshtml7irregularcapture● fresh2026-10-05 17:142—Bending Spoons (company announcement) · Short quotation
Circeus announcementsCirceushtml7irregularcapture● fresh2026-10-05 17:154—Circeus (company announcement) · Short quotation
BusinessCloudBusinessCloudhtml5irregularcapture● fresh2026-10-05 17:151—BusinessCloud · Short quotation
Kaufman HallKaufman Hallhtml5irregularcapture● fresh2026-10-05 17:161—Kaufman Hall · Short quotation
Law Society GazetteLaw Society Gazettehtml5irregularcapture● fresh2026-10-05 17:161—Law Society Gazette · Short quotation
Tech.euTech.euhtml5irregularcapture● fresh2026-10-05 17:161—Tech.eu · Short quotation
2X announcements2Xhtml7irregularcapture● fresh2026-10-05 17:144—2X (company announcement) · Short quotation
Rutland HeraldRutland Heraldhtml5irregularcapture● fresh2026-10-05 17:161—Rutland Herald · Short quotation
CPA Practice AdvisorCPA Practice Advisorhtml5irregularcapture● fresh2026-10-05 17:151—CPA Practice Advisor · Short quotation
Current (formerly Crete Professionals Alliance) announcementsCurrent (formerly Crete Professionals Alliance)html7irregularcapture● fresh2026-10-05 17:1516—Current (formerly Crete Professionals Alliance) (company announcement) · Short quotation
Property Industry EyeProperty Industry Eyehtml5irregularcapture● fresh2026-10-05 17:1616—Property Industry Eye · Short quotation
The NegotiatorThe Negotiatorhtml5irregularcapture● fresh2026-10-05 17:161—The Negotiator · Short quotation
Alpera Partners announcementsAlpera Partnershtml7irregularcapture● fresh2026-10-05 17:148—Alpera Partners (company announcement) · Short quotation
actuEL EC brief republished on lexia-conseil.fractuEL EC brief republished on lexia-conseil.frhtml5irregularcapture● fresh2026-10-05 17:141—actuEL EC brief republished on lexia-conseil.fr · Short quotation
Munich StartupMunich Startuphtml5irregularcapture● fresh2026-10-05 17:141—Munich Startup · Short quotation
Brazil JournalBrazil Journalhtml5irregularcapture● fresh2026-10-05 17:141—Brazil Journal · Short quotation
Iterative Health announcementsIterative Healthhtml7irregularcapture● fresh2026-10-05 17:161—Iterative Health (company announcement) · Short quotation
Loop announcementsLoophtml7irregularcapture● fresh2026-10-05 17:162—Loop (company announcement) · Short quotation
Metropolis announcementsMetropolishtml7irregularcapture● fresh2026-10-05 17:161—Metropolis (company announcement) · Short quotation
OostoOostohtml7irregularcapture● fresh2026-10-05 17:161—Oosto · Short quotation
Electrek9to5 Mediahtml5irregulardiffusion● fresh2026-09-10 07:011—Electrek · Electrek; short quotation
FDA 510(k) premarket notification databaseU.S. Food and Drug Administrationhtml4irregulardiffusion● fresh2026-09-10 07:011—FDA 510(k) database · Public domain (U.S. government work)
STAT NewsBoston Globe Mediahtml5irregulardiffusion● fresh2026-09-10 07:011—STAT News · STAT; short quotation
Innolitics regulatory articlesInnoliticshtml6irregulardiffusion● fresh2026-09-10 07:011—Innolitics · Innolitics; short quotation
PYMNTSPYMNTS.comhtml5irregularcapture● fresh2026-09-25 02:575—PYMNTS (relaying Bloomberg) · PYMNTS; short quotation
Budget Lab at Yale AI labour-market tracker (dissimilarity index chart data)Yale Universitycsv6monthlydiffusion● fresh2026-11-04 14:4118260The Budget Lab at Yale · Budget Lab; data reproduced with attribution
OpenRouter rankings (token totals, top models by day)OpenRouterhtml3dailycapture● fresh2026-11-04 14:412060OpenRouter · OpenRouter terms; public page
HAL AI Agent Reliability Tracker (reliability scores by agent)Princeton University, HALhtml1irregulardiffusion● fresh2026-11-04 14:419048HAL: Holistic Agent Leaderboard, AI Agent Reliability Tracker, Princeton University · HAL (Princeton); cited with attribution
Sierra tau2-bench leaderboard (pass^k per model and domain)Sierraapi1irregulardiffusion● fresh2026-11-04 14:4110646Sierra, tau2-bench leaderboard · Sierra; public leaderboard data, cited with attribution
GetDeploying GPU rental price history (weekly median on-demand price per GPU-hour)GetDeployingcsv3weeklycapture● fresh2026-11-04 14:4115646GetDeploying, GPU rental price history (CC BY 4.0) · CC BY 4.0
StatCounter Global Stats, AI chatbot market share (monthly share of referral visits)StatCountercsv3monthlycapture● fresh2026-11-04 14:4111441StatCounter Global Stats (https://gs.statcounter.com), CC BY-SA 3.0 · CC BY-SA 3.0
Pew Research Center, Americans and AI 2026Pew Research Centerhtml6annualdiffusion● fresh2026-09-28 17:106—Pew Research Center · Pew Research Center; short quotation
Microsoft Source (news.microsoft.com)Microsofthtml4irregularcapture● fresh2026-09-28 17:211—Microsoft Source · Microsoft; short quotation
SoftBank Group press releasesSoftBank Grouphtml4irregularcapture● fresh2026-09-28 17:212—SoftBank Group · SoftBank Group; short quotation
Census Statistics of US Businesses (firms and employment by industry and enterprise size)US Census Bureaucsv4annualcapture● fresh2026-11-04 14:4286243US Census Bureau, Statistics of US Businesses · US government work; public domain
Artificial Analysis API (Intelligence Index, blended price, speed)Artificial Analysisapi1dailyboth● fresh2026-11-04 14:41130861Artificial Analysis · Artificial Analysis API terms; attribution required
Stripe newsroomStripehtml4irregularcapture● fresh2026-09-22 15:242—Stripe newsroom · Stripe; short quotation
NVIDIA Blog (blogs.nvidia.com)NVIDIAhtml4irregularcapture● fresh2026-09-10 09:511—NVIDIA Blog · NVIDIA; short quotation
AMD blogAMDhtml4irregularcapture● fresh2026-09-23 05:363—AMD blog · AMD; short quotation
Calcalist CtechCalcalisthtml7irregularcapture● fresh2026-09-23 05:361—Calcalist Ctech · Calcalist; short quotation
Crusoe newsroomCrusoehtml4irregularcapture● fresh2026-09-23 05:361—Crusoe newsroom · Crusoe; short quotation
d-Matrix announcementsd-Matrixhtml4irregularcapture● fresh2026-09-23 05:361—d-Matrix announcements · d-Matrix; short quotation
Emmi AI newsEmmi AIhtml4irregularcapture● fresh2026-09-23 05:361—Emmi AI news · Emmi AI; short quotation
Nicolas Bustamante's blog (Fintool founder)Fintoolhtml4irregularcapture● fresh2026-09-23 05:361—Nicolas Bustamante's blog (Fintool founder) · Fintool; short quotation
Git AI blogGit AIhtml4irregularcapture● fresh2026-09-23 05:361—Git AI blog · Git AI; short quotation
Google blog (The Keyword)Googlehtml4irregularcapture● fresh2026-09-23 05:361—Google blog (The Keyword) · Google; short quotation
Gretel blogGretelhtml4irregularcapture● fresh2026-09-23 05:361—Gretel blog · Gretel; short quotation
HKEXnews (listed-company filings)Hong Kong Exchanges and Clearingpdf4irregularcapture● fresh2026-09-23 05:361—HKEXnews (listed-company filings) · Hong Kong Exchanges and Clearing; short quotation
Humanloop websiteHumanloophtml4irregularcapture● fresh2026-09-23 05:361—Humanloop website · Humanloop; short quotation
Koyeb blogKoyebhtml4irregularcapture● fresh2026-09-23 05:361—Koyeb blog · Koyeb; short quotation
Limitless websiteLimitlesshtml4irregularcapture● fresh2026-09-23 05:361—Limitless website · Limitless; short quotation
Manus blogManushtml4irregularcapture● fresh2026-09-23 05:361—Manus blog · Manus; short quotation
Mendral blogMendralhtml4irregularcapture● fresh2026-09-23 05:361—Mendral blog · Mendral; short quotation
Nebius newsroomNebiushtml4irregularcapture● fresh2026-09-23 05:363—Nebius newsroom · Nebius; short quotation
NextSlide websiteNextSlidehtml4irregularcapture● fresh2026-09-23 05:361—NextSlide website · NextSlide; short quotation
Nscale press releasesNscalehtml4irregularcapture● fresh2026-09-23 05:361—Nscale press releases · Nscale; short quotation
The OpenAI Deployment Company newsroomThe OpenAI Deployment Companyhtml4irregularcapture● fresh2026-09-23 05:361—The OpenAI Deployment Company newsroom · The OpenAI Deployment Company; short quotation
Poolside blogPoolsidehtml4irregularcapture● fresh2026-09-23 05:361—Poolside blog · Poolside; short quotation
Silicon RepublicSilicon Republichtml7irregularcapture● fresh2026-09-23 05:361—Silicon Republic · Silicon Republic; short quotation
Stilla blogStillahtml4irregularcapture● fresh2026-09-23 05:361—Stilla blog · Stilla; short quotation
Suno blogSunohtml4irregularcapture● fresh2026-09-23 05:361—Suno blog · Suno; short quotation
Workshop Labs blogWorkshop Labshtml4irregularcapture● fresh2026-09-23 05:361—Workshop Labs blog · Workshop Labs; short quotation
World Labs blogWorld Labshtml4irregularcapture● fresh2026-09-23 05:361—World Labs blog · World Labs; short quotation
AWS Contact Center BlogAmazon Web Serviceshtml4irregularcapture● fresh2026-09-23 05:361—AWS Contact Center Blog · AWS; short quotation
Business InsiderBusiness Insiderhtml7irregularcapture● fresh2026-09-23 06:371—Business Insider · Business Insider; short quotation
Cirrus Labs websiteCirrus Labshtml4irregularcapture● fresh2026-09-23 06:371—Cirrus Labs website · Cirrus Labs; short quotation
Jams websitePotrero Labshtml4irregularcapture● fresh2026-09-23 06:371—Jams website · Potrero Labs; short quotation
The Media Leader FRAdwanted Media Solutionshtml7irregularcapture● fresh2026-09-23 06:371—The Media Leader FR (with AFP) · The Media Leader; short quotation
Weights websiteWeightshtml4irregularcapture● fresh2026-09-23 06:371—Weights website · Weights; short quotation
AWS Big Data BlogAmazon Web Serviceshtml4irregularcapture● fresh2026-09-10 09:511—AWS Big Data Blog · AWS; short quotation
ForbesForbes Mediahtml5irregularcapture● fresh2026-09-25 02:501—Forbes · Forbes; short quotation
LawSites (LawNext)LawNexthtml5irregularcapture● fresh2026-09-25 02:501—LawSites (Bob Ambrogi) · LawSites; short quotation
Tech StartupsTechStartups.comhtml5irregularcapture● fresh2026-09-25 02:501—Tech Startups · TechStartups; short quotation
Glean press releasesGleanhtml5irregularcapture● fresh2026-09-25 02:533—Glean (company announcement) · Glean; short quotation
Sierra blogSierrahtml5irregularcapture● fresh2026-09-25 02:521—Sierra (company announcement) · Sierra; short quotation
Newcomer (free preview)Newcomerhtml5irregularcapture● fresh2026-09-25 02:522—Newcomer · Newcomer; short quotation of the free preview
Lovable blogLovablehtml5irregularcapture● fresh2026-09-25 02:535—Lovable (company announcement) · Lovable; short quotation
ElevenLabs blogElevenLabshtml5irregularcapture● fresh2026-09-25 02:512—ElevenLabs (company announcement) · ElevenLabs; short quotation
Legora newsroomLegorahtml5irregularcapture● fresh2026-09-25 02:542—Legora (company announcement) · Legora; short quotation
RuntimeWireRuntimeWirehtml5irregularcapture● fresh2026-09-25 02:521—RuntimeWire · RuntimeWire; short quotation
Clay blog (GTM with Clay)Clayhtml5irregularcapture● fresh2026-09-25 02:521—Clay (company announcement) · Clay; short quotation
24/7 Wall St.24/7 Wall St.html5irregularcapture● fresh2026-09-25 02:511—24/7 Wall St. (relaying The Information) · 24/7 Wall St.; short quotation
Fireworks AI blogFireworks AIhtml5irregularcapture● fresh2026-09-25 02:577—Fireworks AI · Fireworks AI; short quotation
Runpod press releasesRunpodhtml5irregularcapture● fresh2026-09-25 02:571—Runpod · Runpod; short quotation
The Next WebThe Next Webhtml5irregularcapture● fresh2026-09-25 02:571—The Next Web · The Next Web; short quotation
Crunchbase NewsCrunchbasehtml5irregularcapture● fresh2026-09-25 02:574—Crunchbase News · Crunchbase; short quotation
Gartner newsroomGartnerhtml6irregulardiffusion● fresh2026-09-28 00:052—Gartner · Gartner; short quotation
S&P Global Market Intelligence researchS&P Global Market Intelligencehtml6irregulardiffusion● fresh2026-09-25 02:573—S&P Global Market Intelligence, Voice of the Enterprise: AI & Machine Learning · S&P Global; short quotation
CIO DiveIndustry Divehtml5irregulardiffusion● fresh2026-09-25 02:571—CIO Dive · Industry Dive; short quotation
CIO.comFoundryhtml5irregulardiffusion● fresh2026-09-25 02:571—CIO.com · Foundry; short quotation
Lenovo StoryHub press releasesLenovohtml6irregulardiffusion● fresh2026-09-25 02:571—Lenovo CIO Playbook, with research by IDC · Lenovo; short quotation
McKinsey, The state of AIMcKinsey & Companyhtml6annualdiffusion● fresh2026-09-25 02:572—McKinsey Global Survey, 'The state of AI' · McKinsey; short quotation
Upstarts MediaUpstarts Mediahtml5irregularcapture● fresh2026-09-29 15:192—Upstarts Media · Upstarts Media; short quotation
Abridge blogAbridgehtml7irregularcapture● fresh2026-09-25 02:562—Abridge · Abridge; short quotation
PR Newswire releasesCision PR Newswirehtml5irregularcapture● fresh2026-10-05 17:167—Cision PR Newswire · Cision PR Newswire; short quotation
GlobeNewswire releasesGlobeNewswire (Notified)html5irregularcapture● fresh2026-09-25 02:553—GlobeNewswire (Notified) · GlobeNewswire (Notified); short quotation
Hebbia blogHebbiahtml7irregularcapture● fresh2026-09-25 02:531—Hebbia · Hebbia; short quotation
Together AI blogTogether AIhtml7irregularcapture● fresh2026-09-25 02:532—Together AI · Together AI; short quotation
Cognition blogCognitionhtml7irregularcapture● fresh2026-09-25 02:564—Cognition · Cognition; short quotation
EvenUp blogEvenUphtml7irregularcapture● fresh2026-09-25 02:541—EvenUp · EvenUp; short quotation
Parloa press releasesParloahtml7irregularcapture● fresh2026-09-25 02:541—Parloa · Parloa; short quotation
Ambience Healthcare blogAmbience Healthcarehtml7irregularcapture● fresh2026-09-25 02:542—Ambience Healthcare · Ambience Healthcare; short quotation
Hippocratic AI newsHippocratic AIhtml7irregularcapture● fresh2026-09-25 02:541—Hippocratic AI · Hippocratic AI; short quotation
Exa blogExahtml7irregularcapture● fresh2026-09-25 02:541—Exa · Exa; short quotation
Parallel blogParallel Web Systemshtml7irregularcapture● fresh2026-09-25 02:542—Parallel Web Systems · Parallel Web Systems; short quotation
Factory newsFactoryhtml7irregularcapture● fresh2026-09-25 02:541—Factory · Factory; short quotation
LangChain blogLangChainhtml7irregularcapture● fresh2026-09-25 02:551—LangChain · LangChain; short quotation
Browserbase blogBrowserbasehtml7irregularcapture● fresh2026-09-25 02:551—Browserbase · Browserbase; short quotation
E2B blogE2Bhtml7irregularcapture● fresh2026-09-25 02:551—E2B · E2B; short quotation
Rogo newsRogohtml7irregularcapture● fresh2026-09-25 02:551—Rogo · Rogo; short quotation
Crescendo newsCrescendohtml7irregularcapture● fresh2026-10-05 17:152—Crescendo · Crescendo; short quotation
Artisan blogArtisanhtml7irregularcapture● fresh2026-09-25 02:571—Artisan · Artisan; short quotation
Mastra blogMastrahtml7irregularcapture● fresh2026-09-25 02:571—Mastra · Mastra; short quotation
Institutional InvestorInstitutional Investor LLChtml5irregularcapture● fresh2026-09-25 02:582—Institutional Investor LLC · Institutional Investor LLC; short quotation
Yahoo Finance (syndicated press releases)Yahoo Inc.html5irregularcapture● fresh2026-09-25 02:551—Yahoo Inc. · Yahoo Inc.; short quotation
AI Native Services Market Map v2.0Kadan Capitalhtml6irregularcapture○ never runnever0—Kadan Capital · Market map; company names only, read once
Roadmap: The AI data center stackBessemer Venture Partnershtml6irregularcapture○ never runnever0—Lindsey Li, Josh Hechtman, David Cowan & Brielee Lu, Bessemer Venture Partners · Market map; company names only, read once
The Inference Market MapDallas VChtml6irregularcapture○ never runnever0—Rishi Maheshwari, Dallas VC · Market map; company names only, read once
Who Owns Memory? The Market Map for AI Agents' Missing State LayerDallas VChtml6irregularcapture○ never runnever0—Rishi Maheshwari, Dallas VC · Market map; company names only, read once
Identity and Access Management (IAM) in the age of AI AgentsInsight Partnershtml6irregularcapture○ never runnever0—Thomas Krane & William Blackwell, Insight Partners · Market map; company names only, read once
neolabs.fyineolabs.fyihtml5monthlycapture● fresh2026-09-28 15:4772—neolabs.fyi · Directory; names, founding year, HQ and valuation quoted with attribution
BetaKitBetaKit Inc.html5irregularcapture● fresh2026-10-05 17:143—BetaKit · BetaKit; short quotation
Deepgram announcementsDeepgramhtml7irregularcapture● fresh2026-09-28 15:471—Deepgram (company announcement) · Deepgram; short quotation
Midjourney announcementsMidjourneyhtml7irregularcapture● fresh2026-09-28 15:471—Midjourney (company announcement) · Midjourney; short quotation
Rebellions announcementsRebellionshtml7irregularcapture● fresh2026-09-28 15:471—Rebellions (company announcement) · Rebellions; short quotation
AI Roll-up Nexus company directoryai-rollup.fyihtml6irregularcapture○ never runnever0—AI Roll-up Nexus (ai-rollup.fyi) · Directory; company names, sector, country and stage only, read once
AI Rollups & AI-Native PE: 2026 Market MapCaritas Venture Co.html6irregularcapture○ never runnever0—Caritas Venture Co. (itself a transformation partner on the map) · Market map; company names, lane and evidence grade only, read once
AI-native acquirers: owner-suggested (Dragonfly) plus research sweepSlow Variableshtml7irregularcapture○ never runnever0—Suggested by Alex Brogan (Dragonfly); research sweep 28 Sep 2026 · Company names only; each checked on its own site for acquiring businesses and using AI
AI education and talent companies (verified list)Slow Variableshtml7irregularcapture○ never runnever0—Slow Variables research sweep, 28 Sep 2026 · Company names only; each homepage fetched

Read, not ingested

Named in the briefs but not a series here: episodic reports, paywalled data and directories. Each says why, and what would change that.

SourceWhy not ingested
Bain & Company technology reportAnnual report; its revenue-needed claim sits on the prediction ledger with its own URL.
Sequoia (David Cahn, AI's $600B question)A framework, not a series; the ratio it argues about is computed from filings (capex_to_revenue_stack).
Goldman Sachs Top of MindClient research; the public issue is a claim on the prediction ledger.
J.P. Morgan Eye on the Market (Michael Cembalest)Commentary that cites filings the tracker ingests directly.
Citi and Barclays researchClient research behind a wall.
Bloomberg circular-deals graphicPaywalled graphic; each deal on the circular ledger enters from its own filing or announcement instead.
Carta (Peter Walker) data postsCohort benchmarks across Carta's customers, not sub-layer series.
Bessemer state-of-AI reportsPortfolio benchmarks published annually, not refreshable series.
Air Street Capital State of AIAnnual report; single figures enter as manual rows when an indicator needs one.
SVB state of the marketsAggregate venture commentary; the tracker counts rounds bottom-up from Form D and Epoch.
NVCA-PitchBook Venture MonitorAggregate US venture totals behind a registration wall; the tracker counts rounds bottom-up.
OECD.AI venture data (Preqin)Country aggregates; the macro share of AI venture reaches the tracker through OWID.
aifunding.me round trackerPlanned third round source for venture flows; not wired, so round coverage stays Form D plus Epoch.
EU AI OfficeNo numeric series the diffusion lens scores.
ITjuzi, 36Kr, Zero2IPO, SCMP, CaixinPaywalled or Chinese-language compilations; the Chinese labs' rounds come through Epoch.
SEC 13F holdingsForty-five-day lag and no indicator needs institutional marks.
HKEX filings (Zhipu, MiniMax)No connector; the Chinese labs' run-rates come through Epoch.
Trajectory field notesRead for the continual-learning ladder; the Trajectory rung quotes Baseten's post about it, so no figure is taken from this page yet.
cleverhack.com AI lab trackers and Awesome-AI-Market-MapsCategory directories, not data (P1 §5.3). The neolab directory seeded the neolabs sub-layer's entity list on 11 Sep 2026; the frontier tracker's lab list overlaps the seed list; the coding landscape mixes models, agents, IDEs and benchmarks, so it is not mapped. Awesome-AI-Market-Maps lists 561 maps; on 28 Sep 2026 five were read for company names only (Kadan AI-native services, Bessemer AI data-centre stack, Dallas VC inference and memory maps, Insight Partners agent IAM), chosen for fit with the sub-layers and open pages; the rest are behind LinkedIn or X or were not read.
PitchBook (paid)Paid; the stub refuses to run without PAID_SOURCES and a key. Would unlock market-wide round coverage, stage mix and median round size.
Crunchbase (paid)Paid; stub off. Would unlock founding dates and stage labels.
SemiAnalysis (paid)Paid; stub off. Would unlock unit inference costs (the app model tax); GPU rents come from GetDeploying's free index instead.
The Information (paid)Paid; stub off. Would unlock app-layer financials.
Dealroom API (paid)Paid; stub off. Dealroom's public news pages are read as a manual source.
CB Insights (paid)Paid; stub off.
Sacra (paid)Paid; stub off. Would unlock private revenue estimates for app-layer valuation multiples.
Caplight (paid)Paid; stub off. Would unlock secondary marks between rounds.
X embed endpoint (oEmbed)X's robots.txt disallows its embed endpoint, so the tracker makes no request to X; posts by people it reads are quoted from pages that already carry their text, with the X link kept.
X API (curated List)Paid API; posts are quoted from pages that already carry their text instead.
TracxnLogin and paid tiers; no free data path.
Forge, EquityZen and Notice (secondary marks)Secondary-market marks sit behind accounts and paid tiers; the indicator that would use them stays unpublished.
Axios Pro RataAn email newsletter; the deals database behind it is paid.
Newcomer and Paul Kedrosky (Substack)Substack refuses the nightly's cloud fetches, so a feed row would fail every night; read by hand.
Tomasz Tunguz (blog)Commentary rather than data; his infrastructure-to-revenue claim is on the prediction ledger.
Allianz ResearchOccasional PDFs with no series; quoted by hand when a figure is needed.
Toolathlon leaderboard (Pass^3)Not read yet. A second pass^k source in plain HTML; Sierra's tau2-bench covers the measure, and Toolathlon-Verified started a new series that is not comparable with older rows.
Cloud providers' GPU price pages (Lambda, CoreWeave) and reseller listingsUndated list prices, one provider each; GetDeploying's weekly median across providers covers rents.
Accelerator purchase prices since November 2025No free, dated, first-hand source: NVIDIA and AMD publish no list prices, and the free price pages found on 25 Sep 2026 were undated, unsourced or disallowed by robots.txt. Epoch's hardware table has priced no accelerator released since November 2025.
Epoch AI GPU clustersNot read. The measures here need power per site at dated milestones, built and projected, which Epoch's data-centre timelines (epoch_datacenters) give.
BLS Occupational Employment and Wage StatisticsAnnual and about eleven months late; the monthly labour trackers cover the same occupations sooner.
Stanford GDP-B (consumer surplus)Read through the Stanford Digital Economy Lab rows (consumer surplus and willingness to accept), not a separate feed.
IDC and Synergy Research (cloud and AI market shares)Paid; press-release headlines only, so cloud share comes from filings instead (P1 §5.2, §6.1).
AI as Normal Technology (essays and newsletter)Their claims are on the prediction ledger and their 89 named bottlenecks on /bottlenecks; the essays are read by hand, not ingested.
Capability and timelines writersEssays and posts read by hand for claims and leads; a figure they cite enters only from its primary source.
Labour-market economistsPapers and posts read by hand; figures enter through the trackers and papers they publish (Lucy Wark's affiliation is to verify).
Semiconductor, cloud and software analystsNewsletters and notes read by hand; most are paid or unstructured, and a figure they cite enters only from a filing or its primary source.
Organisations read without a connectorLeaderboards, surveys and research groups the tracker reads for context and leads; their figures enter as hand-entered rows with a verbatim snippet when an indicator needs one.

Who we read

The people and teams whose work the tracker follows (the brief's Appendix F), with the source each is read through. Reading someone is not citing them: a figure enters only with its own source and snippet.