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**Why it matters**
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When state diverges, your pipeline optimizes for the wrong goal. Models appear “random” or “stubborn,” but the real issue is **who read which memory, when**.
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> Quick nav: [Patterns Index](./README.md) · Examples:
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> [Example 01](../examples/example_01_basic_fix.md) ·
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> [Example 03](../examples/example_03_pipeline_patch.md) ·
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> [Eval: Precision & CHR](../eval/eval_rag_precision_recall.md)
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---
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## 1) Signals & fast triage
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