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AI as Normal Technology

Analyzing AI as transformative but normal technology, not superintelligence.

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AI agents can't yet do open-ended AI research

Early evidence from two case studies

What will be left for us to work on?

My keynote at ICML 2026

Up the Stack: How AI’s Escape From the Commodity Trap Risks Enterprise Lock-in

Critics and boosters are both looking in the wrong place

Why AI hasn’t replaced software engineers, and won’t

Coding agents as normal technology

Did Google’s AI agents really build an operating system for $916?

The importance of independent evaluation

Do AI Risks Require Extraordinary Government Intervention?

Let’s not skip the hard work of AI governance

Open-world evaluations for measuring frontier AI capabilities

Introducing CRUX, a new project for evaluating AI on long, messy tasks

New Paper: Towards a science of AI agent reliability

Quantifying the capability-reliability gap

AI Won’t Automatically Make Legal Services Cheaper

Applying the AI as Normal Technology framework to legal services

Fact checking Moravec's paradox

This famous aphorism is neither true nor useful