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| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-14 | ✗→✓ | ▲ Improved | -10% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -48% | 0% |
| case-15 | ✗→✓ | ▲ Improved | -65% | 0% |
| case-17 | ✗→✓ | ▲ Improved | -73% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -59% | 0% |
Responses are compact by default. Use format: "raw" for full JSON.
prefetch_knowledge with a query describing the task goal.evaluate_execution_plan to validate state chains.Skills form a state machine: requiresState (preconditions) / yieldsState (outcomes). Skill A's yieldsState must match Skill B's requiresState for valid chaining.
Other measured skills in the registry, with their headline benchmark lift.