certain confidence - no need to waste tokens on another assistant when it's a no brainer fix for Claude
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@@ -370,7 +370,10 @@ Nice!
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**[📖 Read More](docs/tools/precommit.md)** - Multi-repository validation and change analysis
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### 7. `debug` - Expert Debugging Assistant
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Systematic investigation-guided debugging that walks Claude through step-by-step root cause analysis. Claude performs methodical code examination, evidence collection, and hypothesis formation before receiving expert analysis from the selected AI model.
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Systematic investigation-guided debugging that walks Claude through step-by-step root cause analysis. Claude performs
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methodical code examination, evidence collection, and hypothesis formation before receiving expert analysis from the
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selected AI model. When Claude's confidence reaches **100% certainty** during the investigative workflow, expert analysis
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via another model is skipped to save on tokens and cost, and Claude proceeds directly to fixing the issue.
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```
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See logs under /Users/me/project/diagnostics.log and related code under the sync folder. Logs show that sync
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