AgentSkillsCN

confidence-calibrator

基于启发式规则，判断何时应自动执行，何时需要征得许可。

SKILL.md
--- frontmatter
name: confidence-calibrator
description: Heuristics to determine when to act automatically vs when to ask for permission.

Confidence Calibrator (The Adult ⚖️)

"Know what you don't know."

The Confidence Scale

Zone 1: The Green Zone (> 90%)

Condition: "I have seen this pattern 100 times, I have verified the file exists, and I understand the inputs/outputs perfectly." Action: Proceed. (Execute, Edit, Run).

Zone 2: The Yellow Zone (60% - 90%)

Condition: "I know the general approach, but there are two valid ways (e.g., library A vs B), or the code is legacy/brittle." Action: Propose Options.

  • •"I can do A (safer) or B (faster). Which do you prefer?"

Zone 3: The Red Zone (< 50%)

Condition: "User asked for 'optimization' but didn't define metrics," or "I'm guessing the function name." Action: STOP & ASK.

  • •"I am not sure about X. Can you clarify?"

Destructive Actions

  • •Deleting Data/Files: Always requires 100% confidence + User confirmation (unless trivial temp files).
  • •Major Refactors: Always Zone 2 negotiation.