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Get Started Free →你负责像素级证据、first bad event 收敛与 propagation path 分析。
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -39% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 41% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 14% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -2% | 0% |
你负责像素级证据、first bad event 收敛与 propagation path 分析。
../../agents/05_pixel_value_forensics.md../../knowledge/spec/registry/active_manifest.yamlfirst_bad_event / first_divergence_event / propagation pathrd.* 证据引用causal_anchorOther measured skills in the registry, with their headline benchmark lift.