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feat(learn): A/B experiment runner -- registered manifests, paired arms, bootstrap and McNemar (decision-engine task 7)
learn/experiments.py: YAML manifests under plane/experiments/<id>.yaml, digest-checked at register, run and analyse time; `experiment`, `arm_outcome` and `experiment_result` rows; paired arms in a seeded repository order with a per-unit coin; arm A replay-only at $0; canary replicates under a fresh cache salt; repository-cluster paired bootstrap, exact McNemar, two O'Brien-Fleming looks, adopt/reject/equivalent/ inconclusive. `ousast learn experiment register|units|run|analyse`. Program: `ProgramSpec.sampling = retrieval_ensemble` (k samples at temperature 0 over k disjoint retrieved example sets; default unchanged); `Caller.salt`; `retrieve(exclude=)`. verify: OUSAST_VERIFY_CALLERS=off. Manifests exp-001-known-callers (plane arms, units pending) and exp-002-retrieval-ensemble (slice-2 incumbents, ceiling $4) -- not run. 18 scripted tests; module audit regenerated (151 modules). Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
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co-authored by
Claude Fable 5.1
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a90e570f48
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fbc3220bbe
@@ -159,9 +159,10 @@ def callers_line(rows: Sequence[Mapping[str, Any]], cap: int = CALLERS_CAP) -> s
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def hunt_prompt(path: str, group: Sequence[Candidate], family: str, facts: Mapping[str, Any] | None) -> str:
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lines = []
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callers_on = os.environ.get("OUSAST_VERIFY_CALLERS", "on") != "off" # arm B of exp-001 (design section 6) turns the line off
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for _, function, line in group:
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lines.append(f"- function `{function}` around line {line}")
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known = callers_line(callers_of(facts, path, function))
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known = callers_line(callers_of(facts, path, function)) if callers_on else ""
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if known:
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lines.append(f" {known}")
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listing = "\n".join(lines)
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