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86fb1220b6 **feat(core, migration, docs): introduce dimension mismatch resolution tools and migration guide**
- **Core**:
  - Added `check-database.js` to verify database status and validate search functionality.
  - Created `fix-dimension-mismatch.js` to handle re-embedding of existing data to resolve dimension mismatch from 3 to 512.
  - Improved test cases by updating vector operations to support 512 dimensions, replacing previously hardcoded dimensions.

- **Migration**:
  - Developed `DIMENSION_MISMATCH_SUMMARY.md`, detailing the root cause, solution, and preventive strategies for dimension mismatch issues.
  - Added `production-migration-guide.md` for structured production migration with detailed steps on re-embedding strategies, batching, and error handling.

- **Tests**:
  - Enhanced test coverage with 512-dimensional vector validation.
  - Introduced helper functions for consistent vector testing behavior and streamlined search test cases.

- **Documentation**:
  - Updated project documentation to highlight the resolution process for dimension mismatches, emphasizing preventive mechanisms such as auto-migration and version tracking.

**Purpose**: Address critical dimension mismatch issues caused by embedding changes, restore functionality, and provide a roadmap for robust prevention strategies and migration processes.
2025-07-25 13:38:56 -07:00