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A five-field assignment contract for candidates and the leaders sponsoring them.

The painful part was not getting agents to write code. It was proving what had actually changed, who could certify it, and when a recovery system was still lying to itself

I did not start by building a multi-agent platform. I started with a tiny audit—and learned that most ‘safety’ is theatre unless it changes a decision