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chrisbanes merged 10 commits into from
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Judge Claude evals with Sonnet; count gradle-run once Gradle runs #131

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59ef812
Judge Claude evals with Sonnet; count gradle-run once Gradle runs; re…
chrisbanes Oct 20, 2026
1acdb3b
Count Gradle runs only when the command ran
chrisbanes Oct 20, 2026
a8a5244
Count Gradle runs in OR-chain heads and taken false-fallbacks
chrisbanes Oct 20, 2026
2bf5479
Hand over from a false head only across an OR
chrisbanes Oct 20, 2026
62133ec
Follow the final sequence when deciding whether Gradle ran
chrisbanes Oct 20, 2026
c969d2f
Count every Gradle command that surely ran
chrisbanes Oct 20, 2026
05867d7
Follow a true head across AND
chrisbanes Oct 20, 2026
597d5f6
Do not guess inside shell control flow
chrisbanes Oct 20, 2026
806fd91
Keep unconditional Gradle runs before shell control flow
chrisbanes Oct 20, 2026
401f324
Document the shell shapes the Gradle-run check does not follow
chrisbanes Oct 20, 2026
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57 changes: 28 additions & 29 deletions README.md
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Expand Up @@ -335,51 +335,50 @@ Run provenance and local scorecard paths are in the

### Claude Code

Claude Code: `claude-haiku-5-5` with high effort, judged by
[`gpt-6.1-sol`](https://developers.openai.com/api/docs/models/gpt-6.1-sol) with high
reasoning. The metrics are defined as above, and `—` marks a cell with no
Claude Code: `claude-haiku-5-5` with high effort, judged by `claude-sonnet-5-5` with high
effort on Claude Code. The metrics are defined as above, and `—` marks a cell with no
recorded result. Run provenance and scorecards are in the
[Claude Code result record](evals/artifacts/2026-10-17-claude-haiku-5-5-results.md). Skill and harness changes made after that run are not
reflected; the next full run refreshes these values.
[Claude Code result record](evals/artifacts/2026-10-19-claude-haiku-5-5-sonnet-judge-results.md).

| Skill | Baseline | Automatic | Restraint |
| --- | ---: | ---: | ---: |
| [`compose-animations`](skills/compose-animations/SKILL.md) | 66.7% | 91.7% | 100.0% |
| [`compose-component-design`](skills/compose-component-design/SKILL.md) | 73.3% | 100.0% | 100.0% |
| [`compose-focus-navigation`](skills/compose-focus-navigation/SKILL.md) | 88.9% | 88.9% | 100.0% |
| [`compose-animations`](skills/compose-animations/SKILL.md) | 91.7% | 100.0% | 100.0% |
| [`compose-component-design`](skills/compose-component-design/SKILL.md) | 86.7% | 100.0% | 100.0% |
| [`compose-focus-navigation`](skills/compose-focus-navigation/SKILL.md) | 100.0% | 100.0% | 100.0% |
| [`compose-performance`](skills/compose-performance/SKILL.md) | 91.7% | 100.0% | 100.0% |
| [`compose-state-and-effects`](skills/compose-state-and-effects/SKILL.md) | 79.2% | 83.3% | 100.0% |
| [`compose-ui-testing-patterns`](skills/compose-ui-testing-patterns/SKILL.md) | 55.6% | 77.8% | 100.0% |
| [`compose-state-and-effects`](skills/compose-state-and-effects/SKILL.md) | 79.2% | 95.8% | 100.0% |
| [`compose-ui-testing-patterns`](skills/compose-ui-testing-patterns/SKILL.md) | 88.9% | 100.0% | 100.0% |
| [`gradle-run`](skills/gradle-run/SKILL.md) | 16.7% | 83.3% | 100.0% |
| [`kotlin-api-design`](skills/kotlin-api-design/SKILL.md) | 83.3% | 100.0% | 100.0% |
| [`kotlin-api-design`](skills/kotlin-api-design/SKILL.md) | 91.7% | 91.7% | 100.0% |
| [`kotlin-concurrency-and-flow`](skills/kotlin-concurrency-and-flow/SKILL.md) | 72.2% | 100.0% | 100.0% |
| [`kotlin-control-flow`](skills/kotlin-control-flow/SKILL.md) | 61.1% | 100.0% | 100.0% |
| [`kotlin-control-flow`](skills/kotlin-control-flow/SKILL.md) | 61.1% | 94.4% | 100.0% |
| [`android-benchmark-comparison`](skills/android-benchmark-comparison/SKILL.md) | 33.3% | 100.0% | 100.0% |
| [`deliver-spec`](skills/deliver-spec/SKILL.md) | — | — | 100.0% |
| [`grounded-writing`](skills/grounded-writing/SKILL.md) | 0.0% | 83.3% | 100.0% |
| [`implement-with-subagents`](skills/implement-with-subagents/SKILL.md) | — | — | 66.7% |
| [`release-kotlin-library`](skills/release-kotlin-library/SKILL.md) | 0.0% | 100.0% | 66.7% |
| [`grounded-writing`](skills/grounded-writing/SKILL.md) | 0.0% | 100.0% | 100.0% |
| [`implement-with-subagents`](skills/implement-with-subagents/SKILL.md) | — | — | 100.0% |
| [`release-kotlin-library`](skills/release-kotlin-library/SKILL.md) | 16.7% | 100.0% | 100.0% |
| [`run-github-project`](skills/run-github-project/SKILL.md) | — | — | 100.0% |
| [`shepherd`](skills/shepherd/SKILL.md) | — | — | 100.0% |
| [`to-plan`](skills/to-plan/SKILL.md) | 0.0% | 100.0% | 100.0% |
| [`to-plan`](skills/to-plan/SKILL.md) | 16.7% | 100.0% | 100.0% |

Per-run medians, baseline → automatic, for the same configuration:

| Skill | Tokens / run | Tool calls / run | Turns / run | Time / run |
| --- | ---: | ---: | ---: | ---: |
| [`compose-animations`](skills/compose-animations/SKILL.md) | 58.1k → 105.9k (+82%) | 6 → 9 (+50%) | 1 → 1 (+0%) | 46.2s → 54.0s (+17%) |
| [`compose-component-design`](skills/compose-component-design/SKILL.md) | 73.0k → 71.4k (-2%) | 8 → 7 (-12%) | 1 → 1 (+0%) | 37.9s → 34.5s (-9%) |
| [`compose-focus-navigation`](skills/compose-focus-navigation/SKILL.md) | 75.3k → 121.2k (+61%) | 8 → 8.5 (+6%) | 1 → 1 (+0%) | 43.2s → 54.5s (+26%) |
| [`compose-performance`](skills/compose-performance/SKILL.md) | 69.7k → 101.8k (+46%) | 8 → 8 (+0%) | 1 → 1 (+0%) | 39.5s → 48.5s (+23%) |
| [`compose-state-and-effects`](skills/compose-state-and-effects/SKILL.md) | 72.2k → 101.8k (+41%) | 8 → 10 (+25%) | 1 → 1 (+0%) | 36.0s → 51.4s (+43%) |
| [`compose-ui-testing-patterns`](skills/compose-ui-testing-patterns/SKILL.md) | 65.1k → 105.1k (+61%) | 8.5 → 9 (+6%) | 1 → 1 (+0%) | 43.2s → 45.8s (+6%) |
| [`gradle-run`](skills/gradle-run/SKILL.md) | 60.4k → 64.8k (+7%) | 6 → 4 (-33%) | 1 → 1 (+0%) | 34.2s → 29.8s (-13%) |
| [`kotlin-api-design`](skills/kotlin-api-design/SKILL.md) | 56.4k → 119.7k (+112%) | 7 → 10 (+43%) | 1 → 1 (+0%) | 36.5s → 53.4s (+46%) |
| [`kotlin-concurrency-and-flow`](skills/kotlin-concurrency-and-flow/SKILL.md) | 109.5k → 112.5k (+3%) | 9 → 9 (+0%) | 1 → 1 (+0%) | 43.4s → 46.8s (+8%) |
| [`kotlin-control-flow`](skills/kotlin-control-flow/SKILL.md) | 124.5k → 119.7k (-4%) | 8 → 9 (+12%) | 1 → 1 (+0%) | 41.4s → 47.8s (+15%) |
| [`android-benchmark-comparison`](skills/android-benchmark-comparison/SKILL.md) | 35.7k → 45.1k (+26%) | 2 → 3 (+50%) | 1 → 1 (+0%) | 27.4s → 18.8s (-31%) |
| [`grounded-writing`](skills/grounded-writing/SKILL.md) | 44.2k → 74.6k (+69%) | 3 → 5 (+67%) | 1 → 1 (+0%) | 17.6s → 31.6s (+79%) |
| [`release-kotlin-library`](skills/release-kotlin-library/SKILL.md) | 51.4k → 76.3k (+49%) | 4 → 4 (+0%) | 1 → 1 (+0%) | 36.0s → 53.7s (+49%) |
| [`compose-animations`](skills/compose-animations/SKILL.md) | 51.8k → 85.9k (+66%) | 6 → 8 (+33%) | 1 → 1 (+0%) | 47.7s → 46.4s (-3%) |
| [`compose-component-design`](skills/compose-component-design/SKILL.md) | 52.2k → 72.8k (+40%) | 6 → 6 (+0%) | 1 → 1 (+0%) | 30.2s → 35.2s (+16%) |
| [`compose-focus-navigation`](skills/compose-focus-navigation/SKILL.md) | 62.2k → 88.9k (+43%) | 7.5 → 8 (+7%) | 1 → 1 (+0%) | 44.6s → 56.9s (+27%) |
| [`compose-performance`](skills/compose-performance/SKILL.md) | 94.3k → 103.8k (+10%) | 8 → 9 (+12%) | 1 → 1 (+0%) | 45.0s → 51.3s (+14%) |
| [`compose-state-and-effects`](skills/compose-state-and-effects/SKILL.md) | 72.4k → 118.4k (+64%) | 7 → 9 (+29%) | 1 → 1 (+0%) | 39.4s → 51.3s (+30%) |
| [`compose-ui-testing-patterns`](skills/compose-ui-testing-patterns/SKILL.md) | 87.0k → 88.3k (+2%) | 10 → 8 (-20%) | 1 → 1 (+0%) | 39.3s → 44.7s (+13%) |
| [`gradle-run`](skills/gradle-run/SKILL.md) | 75.6k → 105.6k (+40%) | 6 → 5 (-17%) | 1 → 1 (+0%) | 36.3s → 29.9s (-18%) |
| [`kotlin-api-design`](skills/kotlin-api-design/SKILL.md) | 96.7k → 101.8k (+5%) | 8 → 9 (+12%) | 1 → 1 (+0%) | 45.4s → 53.5s (+18%) |
| [`kotlin-concurrency-and-flow`](skills/kotlin-concurrency-and-flow/SKILL.md) | 111.2k → 145.2k (+31%) | 9.5 → 10 (+5%) | 1 → 1 (+0%) | 47.1s → 50.4s (+7%) |
| [`kotlin-control-flow`](skills/kotlin-control-flow/SKILL.md) | 119.5k → 138.1k (+16%) | 10 → 10 (+0%) | 1 → 1 (+0%) | 41.3s → 44.1s (+7%) |
| [`android-benchmark-comparison`](skills/android-benchmark-comparison/SKILL.md) | 37.7k → 66.3k (+76%) | 3 → 3 (+0%) | 1 → 1 (+0%) | 22.0s → 22.6s (+3%) |
| [`grounded-writing`](skills/grounded-writing/SKILL.md) | 46.6k → 73.6k (+58%) | 3 → 5 (+67%) | 1 → 1 (+0%) | 19.2s → 28.3s (+47%) |
| [`release-kotlin-library`](skills/release-kotlin-library/SKILL.md) | 55.5k → 60.7k (+9%) | 5 → 3 (-40%) | 1 → 1 (+0%) | 43.6s → 54.9s (+26%) |
| [`to-plan`](skills/to-plan/SKILL.md) | 22.9k → 53.4k (+133%) | 2 → 4 (+100%) | 1 → 1 (+0%) | 9.4s → 21.8s (+132%) |

## License

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57 changes: 28 additions & 29 deletions evals/README.md
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Expand Up @@ -130,51 +130,50 @@ Run provenance and local scorecard paths are in the

### Claude Code

Claude Code: `claude-haiku-5-5` with high effort, judged by
[`gpt-6.1-sol`](https://developers.openai.com/api/docs/models/gpt-6.1-sol) with high
reasoning. The metrics are defined as above, and `—` marks a cell with no
Claude Code: `claude-haiku-5-5` with high effort, judged by `claude-sonnet-5-5` with high
effort on Claude Code. The metrics are defined as above, and `—` marks a cell with no
recorded result. Run provenance and scorecards are in the
[Claude Code result record](artifacts/2026-10-17-claude-haiku-5-5-results.md). Skill and harness changes made after that run are not
reflected; the next full run refreshes these values.
[Claude Code result record](artifacts/2026-10-19-claude-haiku-5-5-sonnet-judge-results.md).

| Skill | Baseline | Automatic | Restraint |
| --- | ---: | ---: | ---: |
| `compose-animations` | 66.7% | 91.7% | 100.0% |
| `compose-component-design` | 73.3% | 100.0% | 100.0% |
| `compose-focus-navigation` | 88.9% | 88.9% | 100.0% |
| `compose-animations` | 91.7% | 100.0% | 100.0% |
| `compose-component-design` | 86.7% | 100.0% | 100.0% |
| `compose-focus-navigation` | 100.0% | 100.0% | 100.0% |
| `compose-performance` | 91.7% | 100.0% | 100.0% |
| `compose-state-and-effects` | 79.2% | 83.3% | 100.0% |
| `compose-ui-testing-patterns` | 55.6% | 77.8% | 100.0% |
| `compose-state-and-effects` | 79.2% | 95.8% | 100.0% |
| `compose-ui-testing-patterns` | 88.9% | 100.0% | 100.0% |
| `gradle-run` | 16.7% | 83.3% | 100.0% |
| `kotlin-api-design` | 83.3% | 100.0% | 100.0% |
| `kotlin-api-design` | 91.7% | 91.7% | 100.0% |
| `kotlin-concurrency-and-flow` | 72.2% | 100.0% | 100.0% |
| `kotlin-control-flow` | 61.1% | 100.0% | 100.0% |
| `kotlin-control-flow` | 61.1% | 94.4% | 100.0% |
| `android-benchmark-comparison` | 33.3% | 100.0% | 100.0% |
| `deliver-spec` | — | — | 100.0% |
| `grounded-writing` | 0.0% | 83.3% | 100.0% |
| `implement-with-subagents` | — | — | 66.7% |
| `release-kotlin-library` | 0.0% | 100.0% | 66.7% |
| `grounded-writing` | 0.0% | 100.0% | 100.0% |
| `implement-with-subagents` | — | — | 100.0% |
| `release-kotlin-library` | 16.7% | 100.0% | 100.0% |
| `run-github-project` | — | — | 100.0% |
| `shepherd` | — | — | 100.0% |
| `to-plan` | 0.0% | 100.0% | 100.0% |
| `to-plan` | 16.7% | 100.0% | 100.0% |

Per-run medians, baseline → automatic, for the same configuration:

| Skill | Tokens / run | Tool calls / run | Turns / run | Time / run |
| --- | ---: | ---: | ---: | ---: |
| `compose-animations` | 58.1k → 105.9k (+82%) | 6 → 9 (+50%) | 1 → 1 (+0%) | 46.2s → 54.0s (+17%) |
| `compose-component-design` | 73.0k → 71.4k (-2%) | 8 → 7 (-12%) | 1 → 1 (+0%) | 37.9s → 34.5s (-9%) |
| `compose-focus-navigation` | 75.3k → 121.2k (+61%) | 8 → 8.5 (+6%) | 1 → 1 (+0%) | 43.2s → 54.5s (+26%) |
| `compose-performance` | 69.7k → 101.8k (+46%) | 8 → 8 (+0%) | 1 → 1 (+0%) | 39.5s → 48.5s (+23%) |
| `compose-state-and-effects` | 72.2k → 101.8k (+41%) | 8 → 10 (+25%) | 1 → 1 (+0%) | 36.0s → 51.4s (+43%) |
| `compose-ui-testing-patterns` | 65.1k → 105.1k (+61%) | 8.5 → 9 (+6%) | 1 → 1 (+0%) | 43.2s → 45.8s (+6%) |
| `gradle-run` | 60.4k → 64.8k (+7%) | 6 → 4 (-33%) | 1 → 1 (+0%) | 34.2s → 29.8s (-13%) |
| `kotlin-api-design` | 56.4k → 119.7k (+112%) | 7 → 10 (+43%) | 1 → 1 (+0%) | 36.5s → 53.4s (+46%) |
| `kotlin-concurrency-and-flow` | 109.5k → 112.5k (+3%) | 9 → 9 (+0%) | 1 → 1 (+0%) | 43.4s → 46.8s (+8%) |
| `kotlin-control-flow` | 124.5k → 119.7k (-4%) | 8 → 9 (+12%) | 1 → 1 (+0%) | 41.4s → 47.8s (+15%) |
| `android-benchmark-comparison` | 35.7k → 45.1k (+26%) | 2 → 3 (+50%) | 1 → 1 (+0%) | 27.4s → 18.8s (-31%) |
| `grounded-writing` | 44.2k → 74.6k (+69%) | 3 → 5 (+67%) | 1 → 1 (+0%) | 17.6s → 31.6s (+79%) |
| `release-kotlin-library` | 51.4k → 76.3k (+49%) | 4 → 4 (+0%) | 1 → 1 (+0%) | 36.0s → 53.7s (+49%) |
| `compose-animations` | 51.8k → 85.9k (+66%) | 6 → 8 (+33%) | 1 → 1 (+0%) | 47.7s → 46.4s (-3%) |
| `compose-component-design` | 52.2k → 72.8k (+40%) | 6 → 6 (+0%) | 1 → 1 (+0%) | 30.2s → 35.2s (+16%) |
| `compose-focus-navigation` | 62.2k → 88.9k (+43%) | 7.5 → 8 (+7%) | 1 → 1 (+0%) | 44.6s → 56.9s (+27%) |
| `compose-performance` | 94.3k → 103.8k (+10%) | 8 → 9 (+12%) | 1 → 1 (+0%) | 45.0s → 51.3s (+14%) |
| `compose-state-and-effects` | 72.4k → 118.4k (+64%) | 7 → 9 (+29%) | 1 → 1 (+0%) | 39.4s → 51.3s (+30%) |
| `compose-ui-testing-patterns` | 87.0k → 88.3k (+2%) | 10 → 8 (-20%) | 1 → 1 (+0%) | 39.3s → 44.7s (+13%) |
| `gradle-run` | 75.6k → 105.6k (+40%) | 6 → 5 (-17%) | 1 → 1 (+0%) | 36.3s → 29.9s (-18%) |
| `kotlin-api-design` | 96.7k → 101.8k (+5%) | 8 → 9 (+12%) | 1 → 1 (+0%) | 45.4s → 53.5s (+18%) |
| `kotlin-concurrency-and-flow` | 111.2k → 145.2k (+31%) | 9.5 → 10 (+5%) | 1 → 1 (+0%) | 47.1s → 50.4s (+7%) |
| `kotlin-control-flow` | 119.5k → 138.1k (+16%) | 10 → 10 (+0%) | 1 → 1 (+0%) | 41.3s → 44.1s (+7%) |
| `android-benchmark-comparison` | 37.7k → 66.3k (+76%) | 3 → 3 (+0%) | 1 → 1 (+0%) | 22.0s → 22.6s (+3%) |
| `grounded-writing` | 46.6k → 73.6k (+58%) | 3 → 5 (+67%) | 1 → 1 (+0%) | 19.2s → 28.3s (+47%) |
| `release-kotlin-library` | 55.5k → 60.7k (+9%) | 5 → 3 (-40%) | 1 → 1 (+0%) | 43.6s → 54.9s (+26%) |
| `to-plan` | 22.9k → 53.4k (+133%) | 2 → 4 (+100%) | 1 → 1 (+0%) | 9.4s → 21.8s (+132%) |

## Evaluation setup

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