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在实现前澄清需求、探索设计选择,并形成清晰的开发方向。
skill-counterfactual-audit【开发与工程】Audit a skill by running a paired probe — the same task once with the skill loaded and once without — segment both traces into goal-directed phases, align phases, and emit a SIP report (surface anchoring, template copy, excess planning, task recovery, off-task artifact). Use whenever a skill is created, modified, or proposed for retirement. Pass-rate…
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