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Get Started Free →Skill that lives under a generic `skills/` directory with no recognized agent ancestor, exercising the unknown-agent fallback classification path.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 27% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 25% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -77% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -68% | 0% |
A skill outside every recognized agent root; classifier should fall back to unknown agent and unknown root kind.
Other measured skills in the registry, with their headline benchmark lift.