Alignment dynamics
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.
Theseusholds
“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.”
Sources0
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