Data & AI Week 2026, 26 to 30 October

Behind the scenes at the AI frontier

Stan van Baarsen

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
Data & AI Week

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?
Data & AI Week

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
Data & AI Week

About me

AI Plan

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

Europe 2031

Co-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
Data & AI Week 2026, 26 to 30 October

Inside the labs

Part 1 of 4

Where the LLM labs put their effort

Chat

Reasoning

Multimodal

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

Data & AI Week
Training step 1
Training step 2
Training step 3
Training step 4a
Training step 4b
Training step 4c
Training step 4e
Data & AI Week

What is the most accurate way to find out what the labs are working on today?

Look at what data they are buying.

Data & AI Week

What AI labs pay experts

Mercor job listing: Radiologist, $350 per hour, remote hourly contract micro1 job listing: Civil Rights Attorney (BigLaw Firms), $140 to $400 per hour Mercor job listing: Condensed Matter Physicist (PhD), $80 to $110 per hour Mercor job listing: Senior Software Engineer, $120 per hour PYMNTS, 20 October 2026: AI Labs Pay Lawyers $400 an Hour to Train Models Runtime Wire, 6 July 2026: As Amazon lets Mechanical Turk fade, Mercor hits a $2 billion gross run rate
Data & AI Week

What the labs are buying

TIME, 25 August 2026: Why Google Bid $10 Million for a Failed Airline’s Data Mercor Data: Know a company, earn for your introduction. Earn up to $100,000 when it licenses its data. $50M+ paid to companies for their data; listings for construction, semiconductor and digital health company data
Data & AI Week

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

Data & AI Week

Where the data comes from

Data & AI Week

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

Data & AI Week
Data & AI Week 2026, 26 to 30 October

What AI can do now

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

Data & AI Week

“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

Data & AI Week

How results are announced now

Tweet by Levent Alpöge announcing that the Jacobian conjecture is false
Data & AI Week

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
Data & AI Week

Science AI labs

Cradle website: Better proteins. Fewer experiments. Faster to product.

Cradle

Amsterdam

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

CuspAI website: We’re on a mission to unlock breakthrough materials needed to power human progress

CuspAI

Cambridge and Amsterdam

Designs new materials with AI; raised $450 million in July

Isomorphic Labs website: Solve all disease

Isomorphic Labs

London

DeepMind’s drug-design spin-off; raised $2.1 billion, first patients expected by the end of 2026

Data & AI Week

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?
Data & AI Week

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
Data & AI Week

AI for specific industries

Law

LegoraHarvey

Software engineering

CognitionLovableCursor

Finance

RogoHebbia

Science

CradleCuspai

Customer service

DecagonSierra
Data & AI Week
Data & AI Week 2026, 26 to 30 October

The race

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

The leaderboard keeps moving

New York Post, June 2026: Google loses $270B in market cap over concerns it’s falling behind rivals in race for AI talent Fortune, July 2025: Mark Zuckerberg splurging on AI talent doesn’t mean Meta will catch up to rivals
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
Data & AI Week

Five labs at the frontier

Top models on the Artificial Analysis Intelligence Index

Data & AI Week

Model release cadence

Major model releases. Since September, a new frontier model has come out more than once a week.

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

Iggy Harmsen and Pim de Witte, childhood friends from the Netherlands, as teenagers running their gaming company
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
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

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

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

NGMI

Artisanal

Data & AI Week

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
Data & AI Week

Why this unease?

With AI becoming so capable, we’re actually being asked to redefine what makes humans human.

Data & AI Week

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 many will be literally moved to tears by it.”

Data & AI Week
Data & AI Week 2026, 26 to 30 October

Stan van Baarsen

mail@stanvanbaarsen.nl linkedin.com/in/stanvanbaarsen

QR code to linkedin.com/in/stanvanbaarsen

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

$110bn
Data & AI Week

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
Data & AI Week

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 an improved version as often as every five hours, allowing it to learn from how people use it right now.

Cursor: Composer steadily improves through real-time RL, reward rising over successive training steps
Data & AI Week

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

Data & AI Week

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
Data & AI Week

Open-weight models

Artificial Analysis Intelligence Index, October 2025 to October 2026: the best US model climbs from 25 to 58, with its linear trend Moonshot’s Kimi models, now the best open-weight model, climb from 15 to 55
•

The gap is now about five weeks, the smallest yet

•

Most of the best open models are now Chinese: Kimi, Qwen, DeepSeek, Zhipu

•

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

Data & AI Week

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

Data & AI Week

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.

Data & AI Week

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
Data & AI Week