Add Needed Improvements section to all docs
Documented 6 areas needing improvement: - Semantic Deduplication (High) - Search Result Deduplication (Medium) - Gem Quality Scoring (Medium) - Temporal Decay (Low) - Gem Merging/Updating (Low) - Importance Calibration (Low)
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## Needed Improvements
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| Issue | Description | Priority |
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|-------|-------------|----------|
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| **Semantic Deduplication** | No dedup between similar gems. Same fact phrased differently creates multiple gems. | High |
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| **Search Result Deduplication** | Similar gems above threshold both injected, causing redundancy. | Medium |
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| **Gem Quality Scoring** | No quality metric. Some gems may be low value. | Medium |
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| **Temporal Decay** | All gems treated equally regardless of age. | Low |
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| **Gem Merging/Updating** | When user changes preference, old gem still exists. | Low |
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| **Importance Calibration** | All curator gems marked "medium". Should be dynamic. | Low |
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## Session End (18:09 CST)
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**Reason:** User starting new session
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