connectai/docs/PROJECT_CHRONICLE_GUARD_ROADMAP.md

Project Chronicle Guard: Search Engine Roadmap

🎯 Current Status: v2.74.0

• Phase 1: Linguistic Foundation Stabilization (Completed)
• Phase 2: Conflict Scoring Refinement (Completed)
• Phase 3: Performance Scaling & Caching (In Progress)
• Phase 4: Excerpt Precision Tuning (Completed)
• Phase 5: Downstream Integration API (Planned)

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🔬 Phase Details

Phase 1: Linguistic Foundation (v2.72.0 - v2.74.0)

• Goal: Perfect tokenization for mixed KO/EN/Special characters.
• Achievement:
  • Bilingual boundary split (e.g., 'Astra의' -> 'Astra', '의').
  • Hangeul monosyllable preservation (e.g., '한', '글').
  • Zero-width character cleaning.

Phase 2: Conflict Scoring (v2.73.0 - v2.74.0)

• Goal: Quantitative risk assessment for information conflicts.
• Achievement:
  • Tiered severity logic (NONE, LOW, MEDIUM, HIGH).
  • Substring-based detection to overcome particle interference.
  • Configurable thresholds via SCORING_CONFIG.

Phase 3: Performance Scaling (v2.75.0+)

• Goal: Sub-10ms response for 10k+ documents.
• Action:
  • Global module-level caching for IDF and tokens.
  • Potential worker thread offloading for heavy scoring.

Phase 4: Excerpt Precision (Planned)

• Goal: Maximize context signal-to-noise ratio.
• Action:
  • Density-based window starting point restriction.
  • Multi-stage filtering for optimal text chunking.

Phase 5: Integration (Planned)

• Goal: Seamless RAG pipeline integration.
• Action:
  • Strict IO schema definition for downstream AI agents.