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spec(unseen-repo-evaluation): design and tasks approved; run through the baseline
Decisions: long-deadline arm (300 s), adoption needs no unseen regression (Req 5.4), permissive repositories by name only, two AX lanes. Also adds the trained-classifier and joint-optimisation arms to learned-decision-engine. Co-Authored-By: Claude Opus 5.5 <[email protected]>
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@@ -101,3 +101,7 @@ worn out by tuning.
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slice, recorded with its freeze digest.
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3. Every learned-decision-engine experiment from now on reports its unseen-repo score from this pool next to its
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held-out-fold score.
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4. An arm is adopted only if, on the untouched slice that qualifies it, it shows no significant regression against
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the current production arm: catch at the 5% false-alarm budget not significantly lower, and for an arm with one
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operating point the false-alarm rate not significantly higher (exact paired tests, two-sided, alpha 0.05).
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Reporting the unseen score alone is not enough to adopt. *(amended 2026-10-04, maintainer decision)*
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