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November 2025
|
AI Agents
|
Reliable Agents
|
State of Agentic Browser/Computer Use 🤖 Q4 2025
|
https://reliableagents.ai/2025-Q4
|
November 2025
|
DefenseTech
|
Emerging Defense
|
Defense Tech Market Map
|
https://emergingdefense.xyz/market-map-v2
|
October 2025
|
AI Agents
|
ecommert
|
Agentic commerce map for CPG & FMCG brands
|
https://www.linkedin.com/posts/mert-damlapinar_cpg-fmcg-ecommerce-activity-7382125082342481920-DY6k
|
October 2025
|
AI Agents
|
Vig Sachidananda & Denise Teng — Gradient
|
Our Investment in Anchor
|
https://www.gradient.com/blog/posts/anchor-browser/
|
October 2025
|
AI Agents
|
George Mathew & Hunter Korn & Ash Tutika & William Blackwell — Insight Partners
|
Securing the autonomous future: Trust, safety, and reliability of agentic AI
|
https://www.insightpartners.com/ideas/securing-agentic-ai/
|
October 2025
|
AI Applications
|
Olivia Moore & Marc Andrusko & Seema Amble — a16z
|
The AI Application Spending Report: Where Startup Dollars Really Go
|
https://a16z.com/the-ai-application-spending-report-where-startup-dollars-really-go/
|
October 2025
|
Conversational AI
|
Assaf Harel & Jonathan Schwartz — Norwest
|
Bringing Enterprise-Grade AI Agents to Healthcare: Why We’re Backing Hyro
|
https://www.norwest.com/blog/why-were-backing-hyro/
|
October 2025
|
AI Datacenter
|
Laura Katzman — Buoyant VC
|
Efficient Compute: Why Optimization Is Now Inevitable
|
https://www.buoyant.vc/blog/efficient-compute-why-optimization-is-now-inevitable
|
October 2025
|
AI DevTools
|
Guido Appenzeller & Yoko Li — a16z
|
The Trillion Dollar AI Software Development Stack
|
https://a16z.com/the-trillion-dollar-ai-software-development-stack/
|
October 2025
|
AI DevTools
|
Jennifer Bemert — XAnge
|
Inside LLMOps: The Emerging Market Map for AI Agents
|
https://www.xange.vc/knowledge-hub/llm-ops_market-map-2025
|
October 2025
|
AI DevTools
|
Eric Fett — NGP Capital
|
Evals Are the New Moat—And RL Turns Them into Your Product Advantage
|
https://www.ngpcap.com/insights/evals-are-the-new-moat--and-rl-turns-them-into-your-product-advantage
|
October 2025
|
AI DevTools
|
CB Insights
|
The AI software development market map
|
https://www.cbinsights.com/research/ai-software-development-market-map/
|
October 2025
|
Enterprise AI
|
Emmanuel Benhamou — BGV
|
Mapping the Human–AI Frontier: Where Intelligence Meets Enterprise
|
https://medium.com/@emmanuel.benhamou/mapping-the-human-ai-frontier-where-intelligence-meets-enterprise-2482563b5ed6
|
October 2025
|
Fintech AI
|
Laura Bock & Shruti Batra — QED Investors
|
Finance's back office is entering its biggest upgrade cycle in decades
|
https://www.qedinvestors.com/blog/finances-back-office-is-entering-its-biggest-upgrade-cycle-in-decades
|
October 2025
|
Fintech AI
|
The Private Markets Forum
|
AI in Private Markets
|
https://www.private-markets.com/lead-magnet-page/ai-in-private-markets-directory
|
October 2025
|
Fintech AI
|
The Wealth Mosaic
|
The AI WealthTech Market Map, October 2025
|
https://www.thewealthmosaic.com/vendors/the-wealth-mosaic/news/the-ai-wealthtech-market-map-october-2025/
|
October 2025
|
Healthcare AI
|
Greg Yap & Derek Xiao & Johnny Hu Ph.D. & JP Sanday & Croom Beatty — Menlo Ventures
|
2025: The State of AI in Healthcare
|
https://menlovc.com/perspective/2025-the-state-of-ai-in-healthcare/
|
October 2025
|
Industrial AI
|
ArcInsight Partners
|
Industrial AI Market Map
|
https://www.linkedin.com/posts/arcinsight-partners_industrial-ai-activity-7386621722277351424-iG-z
|
October 2025
|
AI Infra
|
CB Insights
|
AI inference and processing
|
https://www.linkedin.com/posts/jason-salt_the-limit-of-ai-is-compute-especially-when-activity-7387207161136852992-UKxS
|
October 2025
|
Open Source AI
|
Synaptic
|
Model Behavior: Open Source AI
|
https://research.synaptic.com/resources/market-overviews/model-behavior-open-source-ai
|
October 2025
|
Retail AI
|
Ken Fenyo
|
AI & Computer Vision Market Map
|
https://www.linkedin.com/posts/kenfenyo_i-recently-published-a-market-map-on-the-activity-7389309948465385473-VXI4
|
October 2025
|
Robotics
|
Merphi
|
Humanoid robots 2025
|
https://www.merphi.se/download-robotic-poster/
|
October 2025
|
Robotics
|
Lonne Jaffe & Adithya Sanjay & Sourish Jasti — Insight Partners
|
The state of the robotics ecosystem: The tech, use cases, and field deployment
|
https://www.insightpartners.com/ideas/the-state-of-the-robotics-ecosystem/
|
October 2025
|
Robotics
|
Arthur Brasseur & Isabel Young & Augustin Collot — Atlantic Vantage Point
|
The Global Robotics Race and How They Actually Work
|
https://avpcap.com/the-global-robotics-race-and-how-robots-actually-work/
|
October 2025
|
AI Security
|
Kathryn Shih & Jimmy Park — Forgepoint Capital
|
Margin of Safety #30: Autonomous Remediation
|
https://mofsafety.substack.com/p/margin-of-safety-30-autonomous-remediation
|
October 2025
|
Semiconductors
|
Spector
|
Semiconductor Market Map
|
https://www.linkedin.com/posts/specterhq_semiconductors-activity-7381328079006220288-LgrX
|
October 2025
|
Top AI
|
Matt Turck & Aman Kabeer — Firstmark
|
The 2025 MAD (ML, AI & Data) Landscape
|
https://mad.firstmark.com/
|
October 2025
|
Top AI
|
Redpoint Ventures
|
AI 64
|
https://www.redpoint.com/ai64/
|
October 2025
|
Top AI
|
Greenfield & TechCrunch Disrupt
|
AI Disruptors 60
|
https://www.disruptors60.ai/
|
October 2025
|
AI Video
|
Justine Moore — a16z
|
There is no God Tier video model
|
https://a16z.substack.com/p/there-is-no-god-tier-video-model
|
October 2025
|
AI Everything Else
|
Greg Paterson & Nic Brisbourne — Molten Ventures
|
Molten's UK Generative AI Market Map 2025
|
https://www.moltenventures.com/insights/moltens-uk-generative-ai-market-map-2025
|
October 2025
|
AI Everything Else
|
Equal Ventures
|
AI x wholesale
|
https://www.linkedin.com/posts/zhangchelsea_wholesale-commerce-ai-activity-7381702658958479360-7l02
|
October 2025
|
AI Everything Else
|
Ivan Montoya
|
2025 Mexico Early Stage 100
|
https://www.linkedin.com/posts/ivanmontoya1_2025-mexico-early-stage-100-activity-7382048452454748160-QS_i
|
October 2025
|
AI Everything Else
|
Cherie Hu — Water & Music
|
Music Tech Highlights: 2025 Investments
|
https://www.linkedin.com/posts/cheriehu_musicindustry-musictech-venturecapital-activity-7389004799976878098-LIBQ
|
September 2025
|
AI Agents
|
Jelena Zec & Jeff Flynn & Robert Li & Lucas Kirshenbaum — Citi Ventures
|
Agentic commerce at scale: Why startups are key in building robust AI-powered shopping experiences
|
https://www.citi.com/ventures/perspectives/opinion/agentic-commerce-why-startups-are-key.html
|
September 2025
|
AI Agents
|
Laura Salesse — Eight Roads - Fintech x AI
|
part 2 : The rise of agentic payment infrastructure
|
https://www.linkedin.com/pulse/fintech-x-ai-part-2-rise-agentic-payment-laura-salesse-bo5re/?trackingId=jlR6snACTke4JoApBF9qsQ%3D%3D
|
September 2025
|
AI Agents
|
Kenn So — Generational
|
Agents at Work
|
https://www.generational.pub/p/agents-at-work
|
September 2025
|
Biopharma AI
|
Emergent Ventures
|
AI Opportunities in Biopharma: Early Signals
|
https://www.emergent.vc/blog/opportunities-for-ai-in-biopharma-early-signals
|
September 2025
|
Construction AI
|
Varad Mohod — Plug and Play Ventures
|
What’s Next for AI in Construction Tech?
|
https://www.linkedin.com/posts/varad-mohod_whats-next-for-ai-in-construction-tech-activity-7369043759516319744-7RFp
|
September 2025
|
AI Data Center
|
Future Energy Ventures
|
Data Center Market Map
|
https://www.linkedin.com/posts/futureenergyventures_data-center-market-map-by-fev-activity-7368913517925597185-3tiS
|
September 2025
|
AI Data Center
|
Fortino Capital Partners
|
AI is reshaping the MSP industry, what are the opportunities?
|
https://www.fortinocapital.com/blog/ai-reshaping-msp-industry-what-are-opportunities
|
September 2025
|
AI DevTools
|
Canaccord Genuity
|
Pure-play DBMS Ecosystem (Commercial Providers)
|
https://www.linkedin.com/posts/nicolas-hourcard-cfa-b7349b37_postgres-realtime-timeseries-activity-7379173611485437953-Bdr8
|
September 2025
|
Energy AI
|
Remarkable Ventures Climate
|
AI and Energy Market Landscape, version 2: 195 AI Companies Powering the Future of Energy
|
https://airtable.com/app68AZGbQLyNhrDh/shrVJy9bskvpPt4cs/tblzlhqtg9LdBo8YV
|
September 2025
|
Fintech AI
|
Anirudh Sathya
|
A market map of all the M&A/PE tech companies that I know of
|
https://www.linkedin.com/posts/anirudh-sathya_pe-mergers-marketmap-activity-7372688330553053184-nn0a
|
September 2025
|
Healthcare AI
|
dentaiware
|
The Dental AI & Software Market Map
|
https://www.linkedin.com/posts/andreas-augat_ai-and-software-are-reshaping-dentistry-activity-7369342247227539456-Noiq
|
September 2025
|
Healthcare AI
|
Specter
|
EU HealthTech Landscape 2025
|
https://insights.tryspecter.com/eu-healthtech-landscape-2025/
|
September 2025
|
Healthcare AI
|
HealthTechX Global
|
Healthtech AI and Automation I & UK Market Map
|
https://www.linkedin.com/posts/derrick-khor_how-many-homegrown-clinical-ai-and-automation-activity-7373989206966059008-rFPz
|
September 2025
|
Healthcare AI
|
Cathy Gao & Misty Liao & Callum Kuo & Aditya Reddy — Sapphire Ventures
|
The AI Healthcare Stack: Data Activation, Automation and the 10x Provider
|
https://sapphireventures.com/blog/ai-healthcare-stack-data-automation-10x-provider-2025/
|
September 2025
|
Legaltech AI
|
Legaltech Hub
|
LTH GenAI Legal Tech Map: September 2025
|
https://www.legaltechnologyhub.com/contents/lth-genai-legal-tech-map-september-2025/
|
September 2025
|
Legaltech AI
|
CB Insights
|
The legaltech market map
|
https://www.linkedin.com/posts/jason-salt_140-companies-making-the-case-for-legal-activity-7376326108415389696-ntNO
|
September 2025
|
AI Observability
|
Paweł Huryn
|
The Ultimate Guide to AI Observability and Evaluation Platforms
|
https://www.productcompass.pm/p/ai-observability-evaluation-platforms
|
September 2025
|
Procurement AI
|
Amedeo Lorenzotti — M13
|
Market Map: Gov't Contracting Technology
|
https://www.linkedin.com/posts/amedeo-lorenzotti-847b39166_founders-are-showing-up-where-the-incumbents-activity-7372377686867886081-QPIt/
|
September 2025
|
Robotics
|
Connie Biel — Montage Ventures
|
Robotics Market Map
|
https://www.linkedin.com/posts/connielwang_at-montage-ventures-we-invest-in-ai-applications-activity-7378851875325927424-dPcc
|
September 2025
|
AI Search
|
Rebecca Rodseth & Marc Wu & Teddy Cohen — Activant Capital
|
Enterprise Search Is Entering a New Era
|
https://activantcapital.com/research/enterprise-search-is-entering-a-new-era
|
September 2025
|
AI Startups
|
Theory Ventures
|
A Living Market Map
|
https://theoryvc.com
|
September 2025
|
Voice AI
|
Rohil Bagga — Lightspeed India
|
Voice AI Market Map
|
https://www.linkedin.com/posts/rohil-bagga-2b61b6181_voice-ai-is-having-its-moment-in-the-past-activity-7378697042581315584-QLsa
|
September 2025
|
AI Everything Else
|
Daisy Zhao & Olivia Moore — a16z
|
The AI-Native Office Suite – Can AI Do Work For You?
|
https://a16z.com/the-ai-native-office-suite-can-ai-do-work-for-you/
|
September 2025
|
AI Everything Else
|
GoHub Ventures
|
European Defense Tech Market Map
|
https://x.com/GoHubVentures/status/1968213404822409235
|
September 2025
|
AI Everything Else
|
Priscilla Russo — Redpoint Ventures
|
Design at the Speed of AI
|
https://www.linkedin.com/pulse/design-speed-ai-priscilla-russo-8kevc/
|
September 2025
|
AI Everything Else
|
Patricia Haueiss
|
Australia’s AI Ecosystem
|
https://ai-in-australia.com/
|
September 2025
|
AI Everything Else
|
Jonathan Userovici & Astrid Moullé-Berteaux & Cyprien Benoist — Headline
|
Introducing the AI Europe 100
|
https://headline.com/blog-latest/article-latest/ai-europe-100
|
August 2025
|
AI Agents
|
CB Insights
|
The AI Agent Tech Stack: The Infrastructure Powering Autonomous AI
|
https://www.linkedin.com/posts/jason-salt_the-ai-agent-tech-stack-the-infrastructure-activity-7363322879712624640-Acfp
|
August 2025
|
AI Agents
|
Leo Lu & Joanne Chen — Foundation Capital
|
How AI agents will redefine market research
|
https://foundationcapital.com/how-ai-agents-will-redefine-user-research/
|
August 2025
|
AI Agents
|
Joanna Graiver — OpenOcean
|
The state of agentic AI in 2025: what’s working, what isn’t, and what’s next
|
https://www.openocean.vc/articles/the-state-of-agentic-ai-in-2025-whats-working-what-isnt-and-whats-next
|
August 2025
|
AI Agents
|
Eric Zhou & Yoko Li & Seema Amble & Jennifer Li — a16z
|
The Rise of Computer Use and Agentic Coworkers
|
https://a16z.com/the-rise-of-computer-use-and-agentic-coworkers/
|
August 2025
|
AI Agents
|
dealroom.co
|
1.5k+ AI Agents
|
https://app.dealroom.co/lists/53885
|
August 2025
|
AI App Builders
|
Gabriel Vasquez & Stephenie Zhang & and Yoko Li — a16z
|
One Prompt, Zero Engineers: Your New Internal Dev
|
https://a16z.com/one-prompt-zero-engineers-your-new-internal-dev/
|
August 2025
|
AI Browsers
|
Can Gurel — Delphi Intelligence
|
Browser Wars Got Personal
|
https://www.delphiintelligence.io/research/browser-wars-got-personal
|
August 2025
|
Consumer AI
|
Olivia Moore & Daisy Zhao — a16z
|
The Top 100 Gen AI Consumer Apps 5th Edition
|
https://a16z.com/100-gen-ai-apps-5/
|
August 2025
|
AI Customer Support
|
Norwest
|
AI Native Customer Support Market Map
|
https://www.linkedin.com/posts/norwest-venture-partners_this-year-alone-organizations-around-the-activity-7361461976708911105-uP3C
|
August 2025
|
AI DevTools
|
Janelle Teng & Lauri Moore & Lindsey Li & Libbie Frost — Bessemer Venture Partners
|
Roadmap: Developer Tooling for Software 3.0
|
https://www.bvp.com/atlas/roadmap-developer-tooling-for-software-3-0
|
August 2025
|
Fintech AI
|
Dave Wang
|
I mapped 81 AI companies disrupting Wall Street
|
https://www.linkedin.com/posts/davewangmia_i-mapped-81-ai-companies-disrupting-wall-activity-7358518819625000960-578I
|
August 2025
|
Fintech AI
|
Alloy Alchemist Fund
|
AI Compliance for Financial Institutions
|
https://docs.google.com/spreadsheets/d/1vKnqE19OIcOpIlaptbbmIiA8ZsWxN9QVLoi8G4pUtaQ/edit?gid=0#gid=0
|
August 2025
|
Healthcare AI
|
Zach Teiger
|
AI is Impacting the Way We Track
|
https://zachteiger.substack.com/p/ai-is-impacting-the-way-we-track?r=1q9x6c
|
August 2025
|
Healthcare AI
|
Fiat Ventures
|
The Healthcare & Fintech Market Map
|
https://www.fiat.vc/post/the-healthcare-and-fintech-market-map
|
August 2025
|
Logistics AI
|
Chelsea Zhang & Christo Ritter & Ali Afridi — Equal Ventures
|
Logistics x AI | The First Wave of Gen AI
|
https://newsletter.equal.vc/p/logistics-ai
|
August 2025
|
Open Models
|
LMArena
|
August 2025: Top 10 Open Models by Provider (Text)
|
https://www.linkedin.com/posts/lmarena_openmodels-aitrends-activity-7361462179671265281-k9uT
|
August 2025
|
Open Models
|
Nathan Lambert & Florian Brand — Interconnects
|
Ranking the Chinese Open Model Builders
|
https://www.interconnects.ai/p/chinas-top-19-open-model-labs
|
August 2025
|
AI Security
|
Sapphire Ventures
|
State of Cybersecurity: Growth, Risk, and Resilience
|
https://sapphireventures.com/blog/state-of-cybersecurity-growth-risk-and-resilience/
|
August 2025
|
AI Software Development
|
Stellaris Venture Partners
|
Building in AI x SDLC
|
https://www.linkedin.com/posts/vardhan-dharnidharka_so-stellaris-venture-partners-created-a-market-activity-7363819358747303936-l5Gn
|
August 2025
|
Voice AI
|
Sierra Ventures
|
Transforming Voice: Market Map of 150+ Voice AI Companies
|
https://www.sierraventures.com/content/voice-ai-market-map
|
August 2025
|
AI Everthing Else
|
Katy Rea — Bessemer Venture Partners
|
Roadmap: Public Safety AI
|
https://www.bvp.com/atlas/roadmap-public-safety-ai
|
August 2025
|
AI Everthing Else
|
Denise Teng — Gradient
|
Always-On Iteration: How AI Transforms Product Feedback, Analytics, and Prototyping
|
https://www.gradient.com/blog/posts/how-ai-transforms-product-feedback/
|
August 2025
|
AI Everthing Else
|
The Techshop SGR
|
Agentic AI: Italy
|
https://www.linkedin.com/posts/techshopcapital_agentic-ai-italy-is-on-the-mapactually-activity-7366788974897520640-aoZ3
|
July 2025
|
AI Agents
|
Venky Ganesan & Rama Sekhar & Feyza Haskaraman & Sam Borja — Menlo Ventures
|
Security for Agents and Agents for Security: The Next Cybersecurity Frontier
|
https://menlovc.com/perspective/security-for-agents-and-agents-for-security-the-next-cybersecurity-frontier/
|
July 2025
|
AI Agents
|
CB Insights
|
The top 20 AI agents startups by revenue
|
https://www.linkedin.com/posts/mcarrelli_ai-agents-are-turning-into-revenue-machines-activity-7353958030763298816-vLwr
|
July 2025
|
AI Automation
|
Anna Bosch — b2venture
|
Europe's Industrial Moment: Why AI Automation is the Key to Revitalizing Manufacturing Competitiveness
|
https://www.b2venture.vc/stories/europes-industrial-moment-why-ai-automation-is-the-key-to-revitalizing-manufacturing-competitiveness
|
July 2025
|
AI Compliance
|
Shruti Batra — QED Investors
|
AI's Compliance Takeover
|
https://www.qedinvestors.com/blog/ais-compliance-takeover
|
July 2025
|
Consumer AI
|
NEA
|
The Current #13: Context in Consumer AI
|
https://www.linkedin.com/pulse/current-13-context-consumer-ai-new-enterprise-associates-jg0hc/
|
July 2025
|
Energy AI
|
Remarkable Ventures Climate
|
Our AI x Energy Market Map
|
https://www.linkedin.com/posts/remarkable-ventures-climate_climate-climateai-aienergy-activity-7351259697485627392-vLCv
|
July 2025
|
Enterprise AI
|
George Mathew & Hunter Korn & Ash Tutika & William Blackwell - Insight Partners
|
The race to secure enterprise AI
|
https://www.insightpartners.com/ideas/securing-ai/
|
July 2025
|
Fintech AI
|
Noah Gross — Scale Venture Partners
|
Where’s my AI banker? Why financial services is lagging on AI adoption
|
https://www.scalevp.com/insights/wheres-my-ai-banker-why-financial-services-is-lagging-on-ai-adoption/
|
July 2025
|
Government AI
|
Olivia Levine — Greenfield Partners
|
The Quiet Rise of AI in Government
|
https://www.greenfield-growth.com/blog-posts/the-quiet-rise-of-ai-in-government
|
July 2025
|
Healthcare AI
|
Sundeep Peechu & Tobi Coker & Eric Flaningam — Felicis Ventures
|
Healthcare's Trillion-Dollar Admin Problem
|
https://www.felicis.com/insight/healthcare-ai-admin
|
July 2025
|
AI Infrastructure
|
Astasia Myers & Dan Bartus — Felicis Ventures
|
Routing the Future: Model Routing Will Decide Who Wins in AI Infrastructure
|
https://www.felicis.com/insight/model-routing
|
July 2025
|
Insurance AI
|
Christo Ritter & Adam Chadroff & and Ali Afridi — Equal Ventures
|
Insurance x AI | The First Wave of Gen AI in P&C
|
https://newsletter.equal.vc/p/insurance-ai-market-map
|
July 2025
|
Legal AI
|
Legaltech Hub
|
LTH AI Agents in Legal Map: July 2025
|
https://www.legaltechnologyhub.com/contents/lth-ai-agents-in-legal-map-july-2025/
|
July 2025
|
Legal AI
|
Specter
|
🧑⚖️ Legal AI Landscape
|
https://insights.tryspecter.com/legal-ai-landscape-2025/
|
July 2025
|
AI Real Estate
|
Pi Labs
|
Real AI for Real Assets
|
https://www.linkedin.com/posts/pi-labs-ltd-_sneak-peek-of-the-paper-activity-7349020184923283458-Fu0r
|
July 2025
|
AI Security
|
Insight Ventures
|
The race to secure enterprise AI
|
https://www.insightpartners.com/ideas/securing-ai/
|
Dataset Card for 2025 AI Market Maps
- Last Updated: 04 November 2025
- Curated By: Joy Larkin
- Language(s) (NLP): English
- License: MIT
- Repository: https://github.com/joylarkin/Awesome-AI-Market-Maps
- Blog: https://cleverhack.com/ai-market-maps-curated-intelligence-from-leading-vcs-analysts-practitioners
Dataset Description
An Awesome List of Artificial Intelligence Startup Market Maps from 2025 and 2024.
Now featuring 275+ AI Market Maps by top VCs, industry analysts, and AI practitioners.
As these things go, this awesome list was inspired out of an ongoing personal frustration — I have been searching for a frequently updated and well-resourced list of recent AI-related market maps. Since I couldn't find a comprehensive resource which met my needs, I decided to build something substantial for the greater community.
METHODOLOGY
The list is currently organized by quarter, to illustrate hot AI topics as they are discussed and how fast the industry is evolving, mostly focusing on market maps from 2025 and 2024. My current data collection workflow includes ChatGPT, Google Gemini, Exa Websets, Liner, human-in-the-loop curation, and some other methods.
ADD OR UPDATE A MARKET MAP
Named AI market maps, landscapes, blog posts with market maps, and related AI industry positioning (such as top XX lists) are fine.
📩 DM me
OR
💬 Tweet at me @joy OR Connect with me on LinkedIn
🙌 Spread the word.
❤️s are appreciated.
Dataset Structure
- CSV files are derived from the GitHub README.md file.
- The CSV file will be named as to date of extraction: Day Month FullYear.
- The current column structure is: Date, Category, Author, Title, URL.
Dataset Warnings
⚠️ Despite best efforts at linting, please be aware of stray commas or other punctuation.
⚠️ In some fields, troublesome punctuation has been removed/transformed versus the original format.
⚠️ Dataset content will typically lag the GitHub repo, the CSV is updated bimonthly.
⚠️ Category classification is human and capricious.
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