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Get Started Free →Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback. Use when building, reviewing, or hardening ML systems beyond one-off notebooks.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 4% | 0% |
| case-06 | ✓→✗ | ▼ Worse | -20% | 0% |
| case-15 | ✓→✗ | ▼ Worse | -5% | 0% |
| case-02 | ✓→✓ | ＝ Same ✓ | -17% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | -14% | 0% |
このファイルの翻訳は実装中です。英語版は元のスキルファイルを参照してください。
詳細は：D:/tmp/everything-claude-code/skills/mle-workflow/SKILL.md
Other measured skills in the registry, with their headline benchmark lift.