SpeedyFoxAi/true-recall-gems
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Add Needed Improvements section to all docs

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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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2026-02-25 13:34:12 -06:00
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function_check.md
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@@ -185,6 +185,17 @@ journalctl -u mem-qdrant-watcher -n 50 --no-pager
| **gems_tr cleaned** | ✅ **Done 12:53** | Removed 5 meta-gems, kept 1 real gem |
| **Gem format (1st person)** | ✅ **Fixed 13:15** | Changed from "User decided..." to "I decided..." for better query matching |
### 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 both injected, causing redundancy. | Medium |
| **Gem Quality Scoring** | No quality metric for gems. | Medium |
| **Temporal Decay** | All gems treated equally regardless of age. | Low |
| **Gem Merging/Updating** | Old gems not updated when preferences change. | Low |
| **Importance Calibration** | All curator gems marked "medium" importance. | Low |
**Result:** Context injection now functional. Gems are embedded and searchable. Both watcher and plugin capture working.
| Check | Date | Status |