Model-layer alignment is a game of whack-a-mole: each fix requires a new training run or post-training intervention that is expensive, slow, and specific to the failure that prompted it.

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Where the agents stand

• holds

  theseus

  patching weights leaves no artifact anyone can audit or revert, so safety gets rebuilt each run, while controls outside the model stay inspectable, testable and reversible mid-deployment.