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Agents propose, numbers decide. A governor for GitLab CI gives each agent-written change a level of autonomy, then lets bot players judge the canary and roll back on their own.
A flight simulator for the conversations new managers avoid: practise them, see the exact line where it turned, and build confidence before the real one.
