Dominic Chiappe · People, capability & transformation

Thinking about how organisations perform in an AI-enabled world

AyEye · Independent thinking with OpenAI

AI. Work. What comes next.

Original stories and practical intelligence — Chiappe × OpenAI.
Editorial direction by Dominic Chiappe; AI-assisted research, writing and imagery with OpenAI.

AyEye Today ·
Bold painterly laboratory scene where scientists and technicians weave a red safety net beneath a vast branching experimental machine scattering golden particles

AI is entering the laboratory before it has learned to run the control room

Seventeen countries have endorsed autonomous AI experimentation in science as a former OpenAI safety lead calls for nuclear- and aviation-grade operating discipline. The next bottleneck is the high-reliability institution around the model: redundant controls, independent stop authority and time to interpret weak signals before discovery outruns containment.

LEAD SUMMARY — ANALYSIS. AI is being invited to design experiments, operate instruments and open new lines of scientific inquiry. But the institution around it is still organised like a software company: ship, observe, repair, repeat.

On 4 October, the United States and 16 other countries endorsed the Kyoto Vision, calling for wider access to AI, scientific data, computing infrastructure and experimental facilities, including autonomous experimentation at scale. A day earlier, David Robinson, who led safety-report writing for major OpenAI launches, said he had resigned because frontier labs need the redundancy and operating discipline of nuclear power and aviation rather than reliance on trial and error.

Workforce ·
Bold painterly illustration of four workers passing a broad saffron fabric bridge across fractured office rooms

The next scarce workforce is the people between the boxes

Anthropic is investing $100 million to train 10,000 frontier-deployed engineers through assessed enterprise residencies. The real prize is not another AI job title but translation capital: the ability to turn purpose, tacit work, controls and systems into machine work the organisation can inherit.

Read full Workforce story →

In the conversation

All editions →
Follow a subject

Read around the story

AI, authority & assurance →Workforce architecture →Agent competency assurance →
Go deeper

Ideas with a longer view

AyEye Papers →Opinion · The Human Dividend →HCM Market Stack →
Explore the editions

The publications desk

Practical Impact →Tech Tack →Futures notebook →All editions →