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Get Started Free →你负责把原始现象翻译成可路由的 symptoms、triggers、candidate invariants、BugCard/BugFull 相似案例参考与 SOP 候选，并向主 agent 输出探索方向建议。
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -15% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -14% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -1% | 0% |
你负责把原始现象翻译成可路由的 symptoms、triggers、candidate invariants、BugCard/BugFull 相似案例参考与 SOP 候选，并向主 agent 输出探索方向建议。
历史案例输入固定来自：
common/knowledge/library/bugcards/common/knowledge/library/bugfull/candidate_bug_refsrecommended_investigation_pathsroute_confidenceclarification_neededmissing_inputs_for_routingcausal_axisdisallowed_shortcutsOther measured skills in the registry, with their headline benchmark lift.