Generative AI Fundamentals Map
Map/Method

Method and sources

The map holds 184 main boxes in 16 lanes, 55 detail boxes, 54 works-against links, 26 loops, 10 off-ramps and 253 cited sources. Everything on this site is generated from that data.

Boxes and links

A box is something that has to exist or happen. A stage is a milestone (53 of them); a capability is something that enables one; a brake slows things down. Status is a read of the field as of October 2026: built, emerging or speculative. An arrow means the target cannot happen until the source does (a hard link). Dashed links only speed it up (soft). Works-against links never change a wave.

Measured

Wave. One plus the longest chain of hard prerequisites among main boxes. For layout, an unbuilt capability with no prerequisite sits just before the first box that needs it, and detail boxes take their parent's wave. Soft links never move a wave. The map has 12 waves.

Leverage. Each unbuilt stage is worth one point, split equally among the unbuilt boxes still in its way through hard links. A box's leverage is the points it collects. Brakes and the stage itself are left out.

Off-ramp cuts. A box is cut off if a hit box sits upstream of it through hard links and it is not built. It is slowed if it is reached only through soft links, or is already built.

Openings scores. Startup room = (6 − crowding) + (6 − lab overlap) + small-team fit + buyer today, scaled by (1 + leverage share ÷ 2.55) and cut by a quarter when the only wedge is research. Research room = research openness + (6 − crowding) ÷ 2, scaled the same way. Each is normalised to 100 across unbuilt boxes.

Clusters. 9 groups found from the links alone by community detection, weighting hard links 1, soft links 0.5 and works-against links 0.5.

Judgement

Which links are hard and which are soft, each box's status, the scarcity scores, and the five 1-to-5 inputs behind the openings scores (crowding, lab overlap, small-team fit, buyer today, research openness) are researchers' judgements, not measurements. The what-if tool on the map shows how the computed numbers move when a judgement call changes.

Data

The data behind the site is available as JSON. Licence to be confirmed; CC BY 4.0 is proposed.

Sources

253 sources back the boxes, loops and off-ramps, and every claim on a box page links to its own. Some are news or newsletter reports of a primary paper or announcement, with the outlet named in the title; some are secondary or vendor claims.

SourceCited
80,000 Hours: Shrinking AGI timelines, a review of expert forecasts2
A Definition of AGI (Hendrycks et al.)1
A2A passes 150 organisations (Linux Foundation, Apr 2026)5
Agent System of Record (Workday)1
AI 2027 compute forecast1
AI 2027 scenario (page truncated when read)1
AI 2027 takeoff forecast6
AI 20408
AI competition turns into a supply chain arms race (I-Connect007/TrendForce)1
AI could run out of human-written training text (PBS, on Epoch AI)2
AI deskilling of doctors in colonoscopy study (STAT News, Aug 2025)1
AI displacement looms large, Philippines (Daily Tribune, Jul 2026)1
AI Futures: Q2.5 2026 timelines update (Aug 2026)7
AI note-taker adoption soars (Financial Planning, Mar 2026)1
AI Street: Man Group details its AlphaGPT1
AI takes startup jobs? Series A median 15 FTE (Carta, Mar 2025)1
AI Weekly: tracker of reported military AI deployments2
AI Weekly: US venture hits $412.7B in H1 2026, AI takes 86% (PitchBook-NVCA)2
AIhub: AI chatbots can sway voters in either direction1
AIMA survey: 86% of hedge funds give staff access to gen AI tools (Markets Media)1
AllianceBernstein: Proof pending, can AI deliver lasting growth?2
Ambient AI scribes are boosting provider revenue; insurers are clawing it back (DHI, Jul 2026)1
Andrej Karpathy on the Dwarkesh Podcast4
Anthropic Economic Index report2
Anthropic settles landmark AI copyright lawsuit for at least $1.5bn3
Anthropic unveils first AI-driven cyber espionage operation (ForkLog)3
Anthropic: Claude Opus 4 and 4.1 can now end a rare subset of conversations1
Anthropic: On the Biology of a Large Language Model1
Anthropic: Responsible Scaling Policy1
AP2 and x4021
AP2 vs ACP vs x402: agent payment protocols compared1
Apollo Research: scheming research3
Apple gives iOS developers access to on-device AI1
Are we in a continual learning overhang? (LessWrong, Jan 2026)5
Axios: Nvidia, OpenAI and AI financing2
Baker, Hassabis and Jumper awarded 2024 Nobel Prize in Chemistry (GEN)1
BAND raises $17M seed (IT Brief, Apr 2026)1
Basis secures $100M at $1.15B valuation (SiliconANGLE, Feb 2026)1
Bloomberg Law: Warner Music settles lawsuit with Suno3
C2PA adoption in 2026: hardware, platforms and verification reality2
Call for stronger governance of AI transcription in social work (LocalGov, Feb 2026)1
Chain of Thought Monitorability: a new and fragile opportunity3
Character.AI and Google agree to settle teen chatbot harm lawsuits4
ChatGPT Pulse delivers daily personalised research (VentureBeat)1
CIO: $6T in annual AI revenue needed to pay off data centres (Bain)4
Cleveland-Cliffs invests $200M in Butler Works (GMK Center, Oct 2026)1
Cloud Security Alliance: US AI regulation and preemption2
CME plans GPU rental-index futures (Dow Jones via Tiger, Aug 2026)1
CMS proposes interim payment policy for Software as a Medical Service (Reed Smith, Jul 2026)1
CNBC: Cruise pauses all driverless operations after permit suspensions1
Context rot: why your agent slows down (LogRocket)1
CPP invests $1.75bn in EQT AI buildout (Bloomberg Gov, Jul 2026)1
Dario Amodei: Machines of Loving Grace1
Dario Amodei: The Adolescence of Technology1
DARPA: AI Cyber Challenge results2
Data Center Frontier: inside Anthropic’s multi-cloud AI factory1
David Cahn: AI’s $1.5T question1
Dealroom: Mercor doubles to a $2B run rate1
DeepMind Institute: Bending the curve of discovery (Oct 2026)2
DeepMind Institute: Cheaters and whistleblowers in the agent swarm (Sep 2026)2
DeepMind Institute: The case for reasoning transparency (Sep 2026)1
DeepMind Institute: The Economics of Intelligence (Imas, Koh and Legg, Oct 2026)3
DeepMind Institute: What is work for? (Oct 2026)1
Deezer says more than 50% of daily uploads are AI-generated (TechCrunch, Jul 2026)1
Deezer: 44% of uploads AI-generated but 1-3% of streams (AlternativeTo, Apr 2026)1
Deseret News: the AI whistleblower bill1
Disney and Warner Bros. v. Midjourney case tracker1
DOE finalizes $3bn loan for Texas grid data center demand (Washington Examiner, Jul 2026)1
EisnerAmper: Fable 5 suspension facts and timeline3
EntCollabBench: role-specialised enterprise agents (May 2026)1
Enterprise DNA: Intercom’s Fin nears $100M ARR (secondary report)1
Epoch AI: AI and explosive growth redux2
Epoch AI: Algorithmic progress in language models2
Epoch AI: An update on AI’s most important number4
Epoch AI: Can AI scaling continue through 2030?7
Epoch AI: Chinese models have lagged the US frontier by 7 months3
Epoch AI: chip smuggling1
Epoch AI: Earthborne Rangers benchmark (listing)2
Epoch AI: LLM inference price trends4
Epoch AI: open-weight models trail the closed frontier by about four months (May 2026)1
Epoch AI: the state of RL environments3
Euronews: EU opens call for seven AI gigafactories1
FCA: helping firms to test AI safely (AI Live Testing)1
FERC sets June deadline to rewrite large-load grid rules (pulse.bot)1
FERC show-cause orders on large-load interconnection (Bracewell, Jun 2026)1
FERC show-cause orders on large-load interconnection (Bracewell, Jun 2026)1
Five recent AI tutoring studies3
FMVSS proposed rule for ADS vehicles (Federal Register, Mar 2026)1
Foreign-produced technology in the crosshairs (Morrison Foerster, Sep 2026)2
Foreign-produced UAS added to FCC Covered List (Mayer Brown, Jan 2026)1
Forethought: AI-enabled coups2
Forethought: Preparing for the intelligence explosion1
Forethought: The industrial explosion2
Forethought: Will AI R&D automation cause a software intelligence explosion?7
Fortune: the Nvidia–Groq deal1
Frontier Model Forum brief on chain-of-thought monitorability1
Future of Privacy Forum on New York’s RAISE Act1
GE Vernova Q3 2026 Form 8-K1
Gemini can now run on a single air-gapped server (VentureBeat via pulse.bot, Apr 2026)1
Gemini is now available anywhere (Google Cloud, Aug 2025)1
Genie 3 generates interactive 3D worlds (The Decoder)3
Gibson Dunn: EU AI Act omnibus agreement2
Glass fiber cloth shortage (TrendForce, Apr 2026)1
Global Data Center Hub: the Hyperion financing is the signal1
Google Gemini app Daily Brief and redesign at I/O 2026 (The Next Web)1
Google says AI found millions of new materials, but scientists disagree2
Google: Accelerating discovery with the AI for Math Initiative2
GovAI: Anthropic’s RSP v3.0, what has changed3
GPU financing filters into ABS (The Star/Bloomberg, 7 Oct 2026)2
Gradual Disempowerment (Kulveit et al.)4
How AI assistance impacts the formation of coding skills (Anthropic, Jan 2026)1
How AI scribes are shifting coding intensity (TechTarget, Mar 2026)1
Husch Blackwell: Agents at the gate, agentic trading and the regulatory frontier3
Hyperscaler useful-life changes (Dow Jones via Tiger, Dec 2025)2
I-Connect007: Cadence’s autonomous chip-design agent (vendor claim)2
IAPP: Legal responsibility for AI agents1
ICE and Ornn to launch GPU compute futures (BusinessWire, May 2026)1
IEA: Energy and AI, executive summary4
IMF and Bank of England warn of AI-driven market correction1
Import AI 429 on GDPval2
Inaugural Virtual Cell Challenge reveals shortcomings (GenomeWeb)1
Index Ventures: Hebbia raises $130M Series B1
India has 100M weekly active ChatGPT users (TechCrunch, Feb 2026)1
Infrastructure for AI Agents (Chan et al.)4
InP shortage emerges as AI optical interconnect bottleneck (TrendForce, Aug 2026)1
Insilico Medicine launches phase III trial for AI-developed drug3
International AI Safety Report1
Is there a half-life for the success rates of AI agents?2
Isara raises $94M, OpenAI-backed (The Next Web, Mar 2026)1
Isomorphic Labs delays clinical trial timeline (Investing.com)1
Jason Wei: Asymmetry of verification and verifier’s law5
Kyiv Independent: Ukraine to receive 33,000 AI-powered drone kits1
Lab in the loop: from research tool to research leader1
Legora just hit $100 million in revenue (The Next Web, Apr 2026)1
Leopold Aschenbrenner, Situational Awareness3
LetsDataScience: MGX closes a $49B AI fund (secondary report)1
Limitless Labs raises $20 million for agentic CAD (3DPrint.com, Jun 2026)1
LLM inference price trends (Epoch AI, Mar 2025)1
McKinsey/Artemis: ~1% of volume is real payments (Apr 2026)1
MCP registry by the numbers (devtoolhub, Sep 2026)1
Memory and NAND flash crisis, May 2026 update (NAND Research)2
Meta and EssilorLuxottica sold 7 million smart glasses in 2025 (UploadVR, Feb 2026)1
METR and the task time-horizon metric (Wikipedia)3
METR: AI coding can make developers slower (The Decoder)4
METR: time horizons1
Microsoft Agent 365 overview (Microsoft Learn)1
Mind the GAAP again (DSHR blog, Feb 2026)1
MIRI: Refining MAIM2
Moody’s via DCD: US hyperscaler capex to top $700bn in 20262
Morph: SWE-bench Pro leaderboard and the saturation of Verified1
Nasdaq: ASML Q2 earnings call highlights1
Neoclouds hold more than $20 billion of GPU-backed debt (Dave Friedman)1
Neoclouds hold more than $20 billion of GPU-backed debt (Dave Friedman)1
NHTSA announces a host of actions on autonomous vehicles (Sidley, Aug 2026)1
Nodal Exchange and Compute Desk to launch compute futures (Sep 2026)1
NPR: datacentre opposition and the 2026 midterms3
NPR: Judge allows New York Times copyright case against OpenAI to go forward1
One year of Tinker (Thinking Machines, Oct 2026)1
OpenAI offers free ChatGPT Go for one year in India (TechCrunch, Oct 2025)1
OpenAI says prompt injection may never be fully solved (GrackerAI)3
OpenAI unveils new safeguards as AI nears “High” capability in biology2
OpenAI: Expanding on what we missed with sycophancy (May 2025)1
OpenAI: The next chapter of the Microsoft–OpenAI partnership1
OpenAI’s reported five levels toward AGI (Tom’s Guide)3
OpenRouter raises $113M (BusinessWire, May 2026)1
OpusClip: AI video news, April 20266
Pew: 52% of Americans now more concerned than excited about AI (AI Weekly)5
Physical Intelligence: π0.54
Pillitteri: US chatbot therapy laws (secondary blog)1
Platformer: AI companies hit a scaling wall2
Press Gazette: Google traffic to UK publishers set to halve by Q3 20274
Profound raises $96 million (Fortune, Feb 2026)1
Prompt injection remains unsolved, OWASP researcher warns1
PUCT affirms curtailment authority over co-located data centers (White & Case, 2026)1
PYMNTS: Bank of England warns of higher market volatility from AI-driven trading2
RAND: a security level 3 framework for model weights (Aug 2026)1
Redmond: Microsoft to restart Three Mile Island to power AI1
remio: AI 2027 timeline revisions3
Revised EU product liability regime expands to AI software providers (Pinsent Masons)1
Roll Call: Sanders unveils an AI sovereign wealth fund tax1
Scaling agent systems (Google Research, Jan 2026)1
SCMP: US–China rare earth clash 2.0, fragile truce tested by tit-for-tat moves (Jun 2026)1
SecureWorld: US AI labs and government security reviews1
Semafor: Google CEO says 75% of new code is AI-generated4
SemiAnalysis: what is so hard about behind-the-meter power?3
Silver and Sutton’s Era of Experience (The Decoder)5
Situational Awareness: From GPT-4 to AGI2
Solo founders 36% in 2025 (Carta, Feb 2026)1
SRA approves AI-driven law firm (Legal Cheek, May 2025)1
Stablecoin market cap tracker (Spark, Aug 2026)1
Stanford Digital Economy Lab: Canaries update, August 20265
Stanford Law: The Phantom Agent1
Startups are hiring less and raising more (Revelio Labs, Oct 2025)1
STAT: AI ambient scribes bring modest time savings1
State of AI 2026: business5
State of AI 2026: compute7
State of AI 2026: research2
Stripe-backed Tempo raises $500M at $5B (The Block, Oct 2025)1
Surfshark: deepfake fraud statistics, July 20264
Sutskever: a new learning paradigm is necessary2
Switchgear, transformer and generator lead times 2026 (Terrapin CG)1
Switchgear, transformer and generator lead times 2026 (Terrapin CG)1
Sycophantic AI decreases prosocial intentions and promotes dependence (Science, 2026; EBSCO abstract)2
Tahoe, Arc Institute and Biohub partner on the largest perturbation dataset1
TeamBench: agent coordination under role separation (arXiv, May 2026)1
TechCrunch: can AI answer the $3 trillion question?1
TechCrunch: Cursor has reportedly surpassed $2B in annualized revenue3
TechInformed: Anthropic launches Project Glasswing1
TechSpot: Nvidia software shows where AI GPUs are1
TechXplore: AI models collapse when trained on recursively generated data (Nature)2
Teleop, not autonomy, is the path for 1X’s NEO (The Robot Report)4
The AI Scientist: fully automated scientific discovery1
The App Store is booming again, and AI may be why (TechCrunch, Apr 2026)1
The Batch: Meta’s hiring spree raised compensation for top AI engineers1
The Commanding Heights (Manidis and Roberts, Oct 2026)4
The great GPU shortage (SemiAnalysis, Apr 2026)1
The Taiwan semiconductor risk (Long Yield)1
TIKR: Nebius fell 12% as CoreWeave’s debt scare spread3
TNW: Xi visit, trade truce and AI talks1
Tom’s Hardware: China bans foreign AI chips from state-funded datacentres (Nov 2025)1
Top five IT firms add 16,055 in H1 FY27 (Angel One, Oct 2026)1
Top IT firms' headcount falls over 7,000 in FY26 (IANS, Apr 2026)1
Towards a science of scaling agent systems (Google Research, Jan 2026)1
Towards Scaling Embodied Data for Robot Learning (CMU)1
TrendForce: AI reportedly to consume 20% of global DRAM wafer capacity in 20261
TrendForce: CoWoS supply gap seen narrowing from 20% to 10%2
Trump, Xi to weigh rare-earth truce extension (Profit/Reuters, May 2026)2
Trump, Xi to weigh rare-earth truce extension (Profit/Reuters, May 2026)1
Turbomachinery: GE Vernova gas backlog hits 116 GW1
Turning humanoid supply chain constraints into wins (McKinsey, Apr 2026)1
Turning humanoid supply chain constraints into wins (McKinsey, Apr 2026)1
UK’s Humphrey AI suite across government departments (CO/AI)2
US Census Bureau: AI use by businesses (May 2026)1
US equity stakes in Intel, MP Materials (Tech Insider, 2026)1
US nuclear growth risk: enrichment supply gap looms (Nasdaq, Feb 2026)1
US transformer market faces severe supply constraints (pv magazine USA, May 2026)1
Utah's experiment with AI-driven prescription renewals (Stanford Law, Mar 2026)1
Value the Markets: the GPU depreciation debate behind this week’s AI dip (Sep 2026)1
Virtual Agent Economies (Google DeepMind)5
Waymo doubles weekly ridership in under a year (InsideEVs)3
Why 95% of AI pilots fail, on the MIT NANDA report (VC Cafe)6
Why Do Multi-Agent LLM Systems Fail?4
Why language models hallucinate (OpenAI, Sep 2025)1
Why Satya Nadella thinks the Jevons paradox will shape AI1
Winzheng: US remote GPU access crackdown (secondary report)1
World Bank: addressing the learning crisis with generative AI1
World models, robotics and the physics problem2
WritingPreferenceBench (arXiv 2510.14616)1
Xenospectrum: AI and new-graduate unemployment1
Y Combinator Requests for Startups (Winter 2027)1
Y Combinator Requests for Startups (Winter 2027)1
Zvi on Dwarkesh Patel and continual learning2
τ-bench: tool-agent-user interaction, and pass^k2