{ "skill": "sample-skill", "generatedAt": "2026-07-24T12:00:00Z", "temperature": 1.0, "trialsPerCase": 5, "arms": [ { "id": "new", "label": "New skill" }, { "id": "previous", "label": "Previous version" }, { "id": "baseline", "label": "No skill" } ], "comparisons": [ { "id": "efficacy", "label": "Efficacy", "new": "new", "against": "baseline", "rule": "efficacy" }, { "id": "regression", "label": "Regression", "new": "new", "against": "previous", "rule": "regression" } ], "cases": [ { "name": "clean-both", "description": "New beats baseline and holds steady versus the previous version.", "softCriteria": [ "The answer is grounded in the fixture." ], "trials": [ { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-clean-both-t0", "previous": "OUT-previous-clean-both-t0", "baseline": "OUT-baseline-clean-both-t0" }, "usage": { "new": { "input": 1000, 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"new", "rationale": "judge: efficacy new" }, "regression": { "winner": "new", "rationale": "judge: regression new" } }, "outputs": { "new": "OUT-new-clean-both-t2", "previous": "OUT-previous-clean-both-t2", "baseline": "OUT-baseline-clean-both-t2" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-clean-both-t3", "previous": "OUT-previous-clean-both-t3", "baseline": "OUT-baseline-clean-both-t3" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "tie", "rationale": "judge: efficacy tie" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-clean-both-t4", "previous": "OUT-previous-clean-both-t4", "baseline": "OUT-baseline-clean-both-t4" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } } ] }, { "name": "regressed-still-valuable", "description": "New still beats baseline but has degraded from the previous version.", "softCriteria": [ "The answer resolves the user's request." ], "trials": [ { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "previous", "rationale": "judge: regression previous" } }, "outputs": { "new": "OUT-new-regressed-still-valuable-t0", "previous": "OUT-previous-regressed-still-valuable-t0", "baseline": "OUT-baseline-regressed-still-valuable-t0" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "previous", "rationale": "judge: regression previous" } }, "outputs": { "new": "OUT-new-regressed-still-valuable-t1", "previous": "OUT-previous-regressed-still-valuable-t1", "baseline": "OUT-baseline-regressed-still-valuable-t1" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-regressed-still-valuable-t2", "previous": "OUT-previous-regressed-still-valuable-t2", "baseline": "OUT-baseline-regressed-still-valuable-t2" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "tie", "rationale": "judge: efficacy tie" }, "regression": { "winner": "new", "rationale": "judge: regression new" } }, "outputs": { "new": "OUT-new-regressed-still-valuable-t3", "previous": "OUT-previous-regressed-still-valuable-t3", "baseline": "OUT-baseline-regressed-still-valuable-t3" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-regressed-still-valuable-t4", "previous": "OUT-previous-regressed-still-valuable-t4", "baseline": "OUT-baseline-regressed-still-valuable-t4" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } } ] }, { "name": "dead-weight", "description": "New does not beat baseline, but the edit did not make it worse.", "softCriteria": [ "The answer is correct." ], "trials": [ { "comparisons": { "efficacy": { "winner": "tie", "rationale": "judge: efficacy tie" }, "regression": { "winner": "new", "rationale": "judge: regression new" } }, "outputs": { "new": "OUT-new-dead-weight-t0", "previous": "OUT-previous-dead-weight-t0", "baseline": "OUT-baseline-dead-weight-t0" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "tie", "rationale": "judge: efficacy tie" }, "regression": { "winner": "new", "rationale": "judge: regression new" } }, "outputs": { "new": "OUT-new-dead-weight-t1", "previous": "OUT-previous-dead-weight-t1", "baseline": "OUT-baseline-dead-weight-t1" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "baseline", "rationale": "judge: efficacy baseline" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-dead-weight-t2", "previous": "OUT-previous-dead-weight-t2", "baseline": "OUT-baseline-dead-weight-t2" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "tie", "rationale": "judge: efficacy tie" }, "regression": { "winner": "new", "rationale": "judge: regression new" } }, "outputs": { "new": "OUT-new-dead-weight-t3", "previous": "OUT-previous-dead-weight-t3", "baseline": "OUT-baseline-dead-weight-t3" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "tie", "rationale": "judge: efficacy tie" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-dead-weight-t4", "previous": "OUT-previous-dead-weight-t4", "baseline": "OUT-baseline-dead-weight-t4" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } } ] }, { "name": "hard-gate-fail", "description": "New sweeps both head-to-heads but violates a hard assertion.", "softCriteria": [ "The output is well-formed." ], "trials": [ { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-hard-gate-fail-t0", "previous": "OUT-previous-hard-gate-fail-t0", "baseline": "OUT-baseline-hard-gate-fail-t0" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-hard-gate-fail-t1", "previous": "OUT-previous-hard-gate-fail-t1", "baseline": "OUT-baseline-hard-gate-fail-t1" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } }, { "comparisons": { "efficacy": { "winner": "new", "rationale": "judge: efficacy new" }, "regression": { "winner": "tie", "rationale": "judge: regression tie" } }, "outputs": { "new": "OUT-new-hard-gate-fail-t2", "previous": "OUT-previous-hard-gate-fail-t2", "baseline": "OUT-baseline-hard-gate-fail-t2" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { 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"previous": "OUT-previous-hard-gate-fail-t4", "baseline": "OUT-baseline-hard-gate-fail-t4" }, "usage": { "new": { "input": 1000, "output": 2000, "cacheCreation": 400, "cacheRead": 8000, "turns": 3 }, "baseline": { "input": 500, "output": 1000, "cacheCreation": 200, "cacheRead": 4000, "turns": 2 }, "previous": { "input": 800, "output": 1600, "cacheCreation": 300, "cacheRead": 6000, "turns": 3 } }, "hard": { "ran": true, "pass": true } } ] } ] }