docs(audit): T8 — memory pearl + MEMORY.md index landed (out-of-tree)
The pearl_loss_balance_controller memory pearl is at ~/.claude/projects/.../memory/pearl_loss_balance_controller.md (not in git — user-memory subsystem). MEMORY.md index entry updated. This audit-doc commit records the T8 landing for the Fix 31 chain. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -3935,4 +3935,7 @@ extended. No producer kernel yet — that arrives in the next commit.
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test bug exposed by SP7 smoke; eval_dist is structurally Kelly-cold-start
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bound and shouldn't gate Q-learning checks per
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project_magnitude_eval_collapse_kelly_capped.
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- T8 (out-of-tree): memory pearl `pearl_loss_balance_controller.md` +
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MEMORY.md index entry. Captures the two-layer (signal-modulated target ×
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outcome-driven α) pattern for future controller designs.
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- T9–T10: smoke + 50-epoch verification.
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