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# OCR Parsing Checklist — Input Integrity
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **MemoryLongContext**.
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> To reorient, go back here:
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>
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> - [**MemoryLongContext** — extended context windows and memory retention](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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OCR and parsing errors are one of the most common silent killers of retrieval pipelines.
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Text looks fine to the eye, but models drift because tokens, spacing, or casing have changed.
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This checklist ensures **integrity at the source layer** before embeddings or retrieval begin.
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