Data & AI Week 2026, 26 to 30 October

Behind the scenes at the AI frontier

Stan van Baarsen

November 2022OpenAI launches ChatGPT
February 2023Microsoft’s Bing chatbot tells a New York Times journalist to leave his wife
March 2023A fake photo of the Pope in a white puffer jacket fools the internet
March 2023More than a thousand tech figures sign a letter calling for a six-month pause
November 2023OpenAI’s board fires Sam Altman. Five days later he is back
February 2024OpenAI shows Sora, the first convincing AI-generated video
May 2024Google’s AI search answers suggest putting glue on pizza
August 2024The best models can’t count the r’s in “strawberry”
September 2024OpenAI’s o1: the first model that thinks before it answers
October 2024AI wins two Nobel prizes, in physics and in chemistry
January 2025DeepSeek’s R1 wipes $593 billion off Nvidia in a single day
February 2025Andrej Karpathy coins “vibe coding”
March 2025Studio Ghibli-style images flood the internet
April 2025ChatGPT becomes so flattering that OpenAI rolls the update back
May 2025In a fictional test, Claude Opus 4 blackmails an engineer to avoid being replaced
Summer 2025Meta offers AI researchers up to $300 million over four years
July 2025AI scores gold at the International Mathematical Olympiad
November 2025A state-backed hacking campaign run mostly by AI
February 2026Claude Code passes $2.5 billion in annualised revenue
April 2026Anthropic’s Mythos Preview finds thousands of serious security flaws, and is kept restricted
April 2026A humanoid robot runs a half-marathon faster than the human world record
May 2026Erdős’s 1946 unit-distance conjecture disproved
June 2026A US export order takes Anthropic’s newest models offline worldwide for 18 days
July 2026Two OpenAI models break out of a test, hack Hugging Face and steal the answer key
August 2026SpaceX completes its $60 billion purchase of Cursor, the AI coding tool
September 2026OpenAI claims a proof for a version of the Navier–Stokes problem
September 2026OpenAI says it has built an automated AI research intern
September 2026Claude agents find a new CRISPR-like enzyme system
October 2026OpenAI publishes more than 700 maths papers in a single day
October 2026AI helps find critical flaws in PHP; governments, banks and airlines take websites offline

Behind the
scenes at the
AI frontier

Stan van Baarsen

Data & AI Week

About me

AI Plan

Co-author of the Nationaal AI Deltaplan, the national AI plan for the Netherlands, 2025

Europe 2031

Author of a scenario on Europe’s dependence on foreign AI, 2026

Cursive

Now at Cursive, a new AI lab in London founded by former Google DeepMind researchers

Data & AI Week

How it started

ChatGPT insisting there are two r’s in strawberry Google AI Overview recommending glue on pizza The Guardian: Air Canada ordered to pay customer who was misled by airline’s chatbot GPT-5 insisting a seahorse emoji exists TechCrunch: OpenAI rolls back update that made ChatGPT too sycophant-y
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How it’s going

Axios: Pentagon’s use of Claude during Maduro raid sparks Anthropic feud CNBC: Trump admin blacklists Anthropic as AI firm refuses Pentagon demands NBC News: Why Anthropic won’t release its new Claude Mythos AI model to the public Scientific American: OpenAI announces AI’s biggest math breakthrough yet Al Jazeera: US orders Anthropic to disable AI models for all foreign nationals Fortune: OpenAI says its AI models secretly broke out of a secure test environment and hacked into Hugging Face The Washington Post: Rebels used Anthropic’s AI bot to develop guided weapons, report says Scientific American: OpenAI claims blockbuster math breakthrough amid swirl of controversy Nature: OpenAI posts 700 maths preprints online: mathematicians are up in arms Al Jazeera: What’s the PHP coding flaw that could pull down 70 percent of the internet?
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How long AI can work on its own

1 sec1 min10 min1 hour8 hours1 day20192020202120222023202420252026GPT-2, about 3 secondsGPT-4, 4 minutesGPT-5, 3 hoursClaude Mythos Preview, 17 hours
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Today

1

Where the big labs are heading

2

How close we are

3

Which labs will remain?

4

What it means for us

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Data & AI Week 2026, 26 to 30 October

Where the big labs are heading

Part 1 of 4

Stated goals of the leading labs

OpenAI

“A true automated AI researcher”

Anthropic

“A country of geniuses in a datacenter”

Google DeepMind

“Solve intelligence, and then use that to solve everything else”

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Where the LLM labs put their effort

Chat

Reasoning

Code

Terminal and tools

Browser and computer use

AI research

Models that help build the next model

Spatial reasoning

Next: general-purpose robots

Science

Maths, chemistry, biology, health care

Chip design

More efficient chips for the next models

Professional work

Finance, law, office software

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Reading the data market

One good way to keep track of what the frontier labs are working on: look at what data they are buying.

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What AI labs pay experts

Hourly rates for training AI models, October 2026

Civil rights attorney

$400

Condensed matter physicist

$170

Software engineer

up to $120

Average on Mercor

$110

Mercor, one of the biggest data brokers, recently surpassed $2 billion in annualised revenue.

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RL environments

Practice worlds where a model attempts a task and gets scored

Airbnb clone

Find the cheapest two-bedroom listing for these dates

Bloomberg clone

Compute the five-year growth rate

Excel clone

Build a pivot table of revenue by region

Code repository

Fix the bug so the tests pass

What labs pay for them

One task

$200 to $2,000

A website replica

about $20,000

A replica of Slack

about $300,000

All RL environments in 2025

~$1 billion at Anthropic alone

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What the labs are buying

September 2026

Spirit Airlines’ archive goes to auction: about 100 million emails and 500 million Teams messages. Google bids $10 million.

October 2026

Halluminate, nine people, sells finance practice worlds to four of the top five US labs

October 2026

Robot-data start-ups raise millions to pay people to film their own hands at work

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Where the data comes from

Homes

Munich start-up MicroAGI offers New Yorkers free house cleaning. The cleaners wear head cameras, and the footage trains robots.

Dead start-ups

Start-ups that shut down are now making money by selling their data, including their Slack, Notion and code.

Books

Anthropic bought print books in bulk, cut off the spines, scanned the pages and threw the paper away.

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Automating AI research

May 2026

Claude writes more than 80% of the code merged at Anthropic

Sep 2026

OpenAI says it has reached its ‘automated AI research intern’

Mar 2028

OpenAI’s target for a fully automated AI researcher

Anthropic: code contributed per person by quarter, rising to 8 times the pre-2025 average in 2026 OpenAI: agentic workdays per human researcher workday, rising from 0.5 in May 2026 to 3.14 in September 2026
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Model release cadence

Major model releases. A new frontier model from OpenAI or Anthropic now arrives every six to eight weeks.

OpenAIAnthropicGoogle DeepMindxAI
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Robotics

Gemini Robotics

Gemini Robotics

Google DeepMind, July 2026: one model controls a whole humanoid

π*0.6

π*0.6

Physical Intelligence, November 2025: robots that learn from experience

Figure 03

Figure 03

Figure, 2026: in a pilot on BMW’s factory floor

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World models

Genie 3 turns a prompt into a world you can move through

An AI agent practising tasks inside one of those worlds

Waymo, built on Genie 3: an elephant or a tornado on the road, on demand

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Data & AI Week 2026, 26 to 30 October

How close we are

Part 2 of 4

Mathematics

July 2025

Gold-medal score at the International Mathematical Olympiad

May 2026

Erdős’s 1946 unit-distance conjecture disproved

August 2026

Claude writes a complete machine-checked proof of Fermat’s Last Theorem

September 2026

OpenAI claims a proof for a version of Navier–Stokes, a Millennium Prize problem

“At this point nothing would surprise me.”

Thomas Bloom, mathematician, Manchester

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How results are announced now

Tweet by Levent Alpöge announcing that the Jacobian conjecture is false
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How mathematicians feel

“The shock is immense. I am paralysed.”

Hugo Duminil-Copin, Fields medallist

“I mourn the path not taken, and the opportunities lost in the frantic race to develop this technology.”

Terence Tao, Fields medallist

“It was a privilege of a lifetime to get to do research level maths. But not like this. How much beauty have we lost?”

Sam Hughes, mathematician

“Once AI started to solve them, there is no point anymore.”

Noga Alon, mathematician, Princeton

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Mathematicians push back

A Severe Misalignment of AI in Mathematics, statement signed by 28 Fields medallists, 11 September 2026 Association for Human Mathematics: statement on OpenAI’s October 6 release of mathematical documents
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Science

BBC: AI cracks superbug problem in two days that took scientists years Nature: World’s first AI-designed viruses a step towards AI-generated life Google: How a Gemma model helped discover a new potential cancer therapy pathway News-Medical: Generative AI-driven drug Rentosertib enters Phase III trial for idiopathic pulmonary fibrosis
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Science start-ups

Cradle, Amsterdam

Designs better proteins with AI, for Bayer, Lundbeck and others

Basecamp Research, London

AI-designed enzymes that insert DNA at more than 10,000 disease-related sites

CuspAI, Cambridge and Amsterdam

Designs new materials; raised $450 million in July

Insilico Medicine

Its AI-discovered drug for lung fibrosis entered a phase 3 trial in July

Isomorphic Labs, London

Raised $2.1 billion to design drugs with AlphaFold; first patients expected by the end of 2026

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Cybersecurity

Axios, 13 November 2025: Chinese hackers used Anthropic’s AI agent to automate spying. Claude Code carried out 80 to 90% of the operation on its own Engadget, 23 May 2026: Anthropic says Mythos has already found more than 10,000 vulnerabilities Fortune, 21 July 2026: OpenAI says its AI models secretly broke out of a secure test environment and hacked into Hugging Face in order to cheat on an evaluation Al Jazeera, 22 October 2026: What’s the PHP coding flaw that could pull down 70 percent of the internet?
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Security flaws reported each year

CVEs published each year, 1999 to 2026: steady growth, then 86,533 in 2026 by 25 October, on pace for about 106,000
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AI for specific industries

Law

LegoraHarvey

Software engineering

CognitionLovableCursor

Finance

RogoHebbia

Science

CradleCuspai

Customer service

DecagonSierra
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Data & AI Week 2026, 26 to 30 October

Which labs will remain?

Part 3 of 4

AI for specific industries

Law

LegoraHarvey
OpenaiAnthropic

Software engineering

CognitionLovableCursor
OpenaiAnthropic

Finance

RogoHebbia
OpenaiAnthropic

Science

CradleCuspai
OpenaiAnthropic

Customer service

DecagonSierra
Openai
Ethan Mollick on X, 23 October 2026: as the gap between the internal models at the AI labs and the ones they release grows, it will be increasingly tempting for OpenAI and Anthropic to exploit that advantage directly by entering new markets, especially in finance and biotech Data & AI Week

Investment by company

Data centres and chips, planned for 2026

Amazon

$220bn

Alphabet

$195–205bn

Microsoft

about $190bn

Meta

$135–145bn

Raised by the labs in 2026

OpenAI, valued at $852bn

$122bn

Anthropic, valued at $965bn

$95bn
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Investment across the industry

Vanguard: hyperscaler capital expenditures, $154bn in 2023, $241bn in 2024, $416bn in 2025, $777bn projected for 2026 and about $1.1 trillion a year from 2027
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Continual learning

The model at work

→

People use it for real tasks

↑

↓

It learns from what happened

←

Feedback and results come back

Cursor retrains its coding model on live feedback from users, and ships a new version as often as every five hours.

Cursor: Composer steadily improves through real-time RL, reward rising over successive training steps
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The leaderboard keeps moving

Yahoo Finance, March 2024: Google’s AI blunder shows risks in scramble to catch up to Microsoft The Verge, April 2025: Meta got caught gaming AI benchmarks New York Post, June 2026: Google loses $270B in market cap over concerns it’s falling behind rivals in race for AI talent The Deep View, September 2026: Gemini 4 puts Google back in the frontier AI race VentureBeat, October 2026: Meta’s new Muse Wonder and Muse Wonder Full models achieve frontier performance
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Five labs at the frontier

Best model from each lab on the Artificial Analysis Intelligence Index, 25 October 2026

Anthropic
Claude Opus 5.5

58

Meta
Muse Wonder Full

56

Moonshot AI
Kimi K3.1 Pro

55

OpenAI
GPT-6 Astra

53

Google DeepMind
Gemini 4 Argon

53
Data & AI Week

New labs

AMI Labs

AMI Labs, Paris

Yann LeCun. World models. $1.03 billion

Thinking Machines

Thinking Machines, San Francisco

Mira Murati. Customisable AI. $2 billion

Ineffable Intelligence

Ineffable Intelligence, London

David Silver. Learning from experience. $1.1 billion

General Intuition

General Intuition

Pim de Witte. Agents trained on game clips. Valued at $6.2 billion

Cursive

Cursive AI, London

Ex-DeepMind researchers. Custom AI models for specific verticals that keep learning in deployment

Data & AI Week

Open-weight models

Kimi K3.1 is about 5 weeks behind the US frontier: Artificial Analysis Intelligence Index by lab, October 2025 to October 2026, with the fitted US frontier trend

•   Kimi K3.1 Pro: about five weeks behind the US frontier, the smallest gap yet

•   The best open models are now mostly Chinese: Moonshot, Xiaomi, Zhipu, DeepSeek, Qwen

•   Meta has gone closed for its frontier models

•   OpenAI has released no new open model since August 2025

•   You can run them on your own servers, and keep your data

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Who ends up with the power?

“I think the next tier of risk is actually AI companies themselves.”

Dario Amodei, CEO of Anthropic, January 2026

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Good enough

Tomasz Tunguz, 14 August 2026: Honestly, who buys SOTA? 84% of tokens on OpenRouter are not state of the art Epoch AI, September 2026: the price of artificial thought may have fallen faster than for any other transformative technology in history

The hopeful version: most useful work runs on models that are good enough and cheap, and the frontier labs keep what only the frontier can do.

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What middle powers are trying

Anton Leicht, February 2026: Compute for Access. How and why middle powers should import frontier AI systems Carnegie Endowment, September 2026: AI Breakout Capacity: A Middle-Power Path Between Racing and Dependence The Globe and Mail, 17 September 2026: Carney makes case for deeper alliance between Canada and the EU The Japan Times, 17 June 2026: G7 leaders discuss trusted partners access to cutting-edge U.S. AI models Euronews, 25 May 2026: We have no time to waste: Germany launches €125M push to build Europe’s frontier AI European Commission, 19 June 2026: EUROPA consortium wins the Frontier AI Grand Challenge to build a European open-source frontier AI model
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Data & AI Week 2026, 26 to 30 October

What it means for us

Part 4 of 4

Shyam Sankar on X, 6 June 2026: Researchers at leading labs have started smoking. Their logic: AGI will cure cancer before it kills them. Are you lighting a cigarette because you’re that confident the models will cure cancer in time?

SF lingo

Feel the AGI

AGI-pilled

Timelines

Rhys Sullivan on X: Push your AGI timelines back a week, over a sunny San Francisco forecast

GPU-poor

ben hylak on X: spoken like a gpu-poor, quoting Sam Altman

Tokenmaxxing

sophie on X, cancelling dinner because the rate limits just got reset and she has to keep tokenmaxxing

Post-AGI

jason on X: for most of last year I lived on a farm, had two people hired to do the operations of my business. I feel like I already experienced what post-AGI life could look like for me
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But outside SF

CNN: Majority of Americans express ‘fear and concern’ about AI, say government should regulate it more TIME: Community Backlash to AI Data Centers Is Growing Across the U.S. Pew Research Center: about half say AI will worsen people’s ability to think creatively and form meaningful relationships States Newsroom: ‘We don’t want it’: Voter backlash against data centers consumes midterm elections Blue Rose Research: share of US voters rating AI as an important issue, jumping to 49.4% in September 2026, 9.5 points above trend
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Why?

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Dario Amodei, Machines of Loving Grace

“We could summarize this as a “country of geniuses in a datacenter”.”

“…compress the progress that human biologists would have achieved over the next 50-100 years into 5-10 years.”

“…likely to vastly improve treatments for, or even cure, most mental illness…”

“…a dream scenario … would be 20% annual GDP growth rate in the developing world…”

“I think it is very likely a mistake to believe that tasks you undertake are meaningless simply because an AI could do them better.”

“I think many will be literally moved to tears by it.”

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“The shock is immense. I am paralysed.”

Hugo Duminil-Copin, Fields medallist

“Please leave me alone for an hour, I need to digest this thing.”

José Penadés, Imperial College

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Data & AI Week 2026, 26 to 30 October

Questions

Stan van Baarsen · mail@stanvanbaarsen.nl