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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README.md
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README.md
@@ -65,6 +65,19 @@ After: Watching current session (93dc32bf... from Feb 25) ✅
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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. Need semantic similarity check before storage. | High |
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| **Search Result Deduplication** | Similar gems both above threshold are both injected, causing redundancy. Need filter to remove near-duplicates from results. | Medium |
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| **Gem Quality Scoring** | No quality metric. Some extracted gems may be low value. Need LLM-based quality scoring. | Medium |
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| **Temporal Decay** | All gems treated equally regardless of age. Should weight recent gems higher. | Low |
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| **Gem Merging/Updating** | When user changes preference, old gem still exists. Need mechanism to update/contradict old gems. | Low |
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| **Importance Calibration** | All curator gems marked "medium" importance. Should dynamically assign based on significance. | Low |
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## Overview
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TrueRecall v2 extracts "gems" (key insights) from conversations and injects them as context. It consists of three layers:
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