My team at Turing builds the data that teaches models real work. Jonathan explains why deployment failures should shape that data.
There’s a new AI frontier.

It isn’t the benchmark anymore. It’s where models meet real work.

A model that tops a leaderboard doesn’t move the economy. A model that runs a month-end close does.

Models need residency. x.com/i/article/2109…

Oct 12, 2026 · 6:24 PM UTC

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