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