Handoff completed training into closed loop
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@@ -101,6 +101,11 @@ An already completed out-of-band checkpoint enters the same contract with
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hashes the checkpoint, and begins at calibration. A rejection then follows
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the identical failure-driven CUDA path and cannot open protected test evidence
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early.
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Tower's v37 supervisor binds the completed `results.png` artifact to a
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versioned JSON argv list. The handoff starts the orchestrator detached exactly
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once; shell strings are not accepted. Subsequent iterations retain the frozen
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180-degree aerial rotation, vertical/horizontal flip, scale and translation
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parameters rather than silently reverting to generic augmentation defaults.
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The orchestrator refuses to start unless every automated frozen-dataset gate
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passes and the corpus contains zero blank/low-variance positive tiles. The
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audit status may remain `needs_human_review` while training and objective
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