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Anupam
Writing

Notes on thinking with machines.

Essays on AI, systems, learning and the parts of the work that don’t automate. I write to work things out rather than to publish on a schedule, so there are fewer of these than there would be otherwise — which I think is the right trade.

Jul 2026 · 6 min

Fluent, confident, wrong

Twenty years of checking other people's transcripts taught me to recognise a specific kind of error. It is the same error language models make, and almost nobody is looking for it.