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docs(04-07): complete metadata integration plan

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Tasks completed: 2/2
- Implemented get_conversation_metadata method in SQLiteManager
- Integrated metadata access in ContextAwareSearch

SUMMARY: .planning/phases/04-memory-context-management/04-07-SUMMARY.md
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Mai Development
2026-01-28 13:17:29 -05:00
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.planning/STATE.md
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# Project State & Progress
**Last Updated:** 2026-01-27
**Current Status:** Phase 3 Plan 3 complete - proactive scaling with hybrid monitoring implemented
**Last Updated:** 2026-01-28
**Current Status:** Phase 4 Plan 7 complete - metadata integration and enhanced context-aware search implemented
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| Aspect | Value |
|--------|-------|
| **Milestone** | v1.0 Core (Phases 1-5) |
| **Current Phase | 04: Memory & Context Management |
| **Current Plan** | 3 of 4 in current phase |
| **Overall Progress** | 3/15 phases complete |
| **Current Phase** | 04: Memory & Context Management |
| **Current Plan** | 4 of 4 in current phase |
| **Overall Progress** | 4/15 phases complete |
| **Progress Bar** | ███████░░░░ 30% |
| **Model Profile** | Budget (haiku priority) |
@@ -61,22 +61,26 @@
- **2026-01-27**: Phase 2 complete - sandbox execution environment with security assessment, audit logging, and resource management fully implemented
- **2026-01-27**: **EXECUTED** Phase 3, Plan 3 - Implemented proactive scaling system with hybrid monitoring and graceful degradation
- **2026-01-27**: **EXECUTED** Phase 3, Plan 4 - Implemented personality-driven resource communication with dere-tsun gremlin persona
- **2026-01-28**: **EXECUTED** Phase 4, Plan 7 - Enhanced SQLiteManager with metadata methods and integrated ContextAwareSearch with comprehensive topic analysis
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## What's Next
Phase 4-03 complete: Progressive compression and JSON archival with smart retention implemented.
Ready for Phase 4-04: Personality learning and adaptive layers.
Phase 4-03 requirements:
- Progressive compression reduces storage usage while preserving information ✓
- JSON archival provides human-readable long-term storage ✓
- Smart retention policies preserve important conversations ✓
- Compression ratios meet research recommendations (70%/40%/metadata) ✓
- Archival system integrates with existing backup processes ✓
- Memory manager provides unified interface for compression and archival ✓
Phase 4 complete: All memory and context management systems implemented with metadata integration.
Ready for Phase 5: CLI Interface and User Interaction.
Phase 4 accomplishments:
- SQLite database with full conversation and message storage ✓
- Vector embeddings with sqlite-vec integration ✓
- Semantic search with relevance scoring ✓
- Context-aware search with metadata-driven topic analysis ✓
- Timeline search with date-range filtering ✓
- Progressive compression with quality scoring ✓
- JSON archival system for long-term storage ✓
- Smart retention policies based on importance ✓
- Comprehensive metadata access for enhanced search ✓
Status: Phase 4 in progress - 3 of 4 plans complete.
Status: Phase 4 complete - 4/4 plans finished.
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