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Get Started Free →Observability setup — metrics, structured logging, tracing, SLO-based alerts
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -9% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -19% | 0% |
| case-05 | ✓→✓ | = Same ✓ | -62% | 0% |
Invoked for: adding metrics, configuring logging, setting up tracing, defining alerts.
DEBUG (dev only), INFO (normal ops), WARN (degradation), ERROR (failure)Other measured skills in the registry, with their headline benchmark lift.