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Get Started Free →Explain a stack trace or error message and suggest concrete fixes.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | -36% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -26% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -30% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-11 | ✓→✓ | = Same ✓ | -37% | 0% |
Use this when the user pastes an error, a stack trace, or failing build output.
Prefer the smallest fix that addresses the root cause over a workaround, and say so when you are guessing rather than certain.
Other measured skills in the registry, with their headline benchmark lift.