knowledge-ops

# Knowledge Operations Manage a multi-layered knowledge system for ingesting, organizing, syncing, vectorizing, and retrieving knowledge across multiple stores. ## Usage Template **Prompt** ```text Use knowledge-ops to organize this knowledge base. Deduplicate, classify, sync, and prepare semantic retrieval. ``` **Use Case** - Scaling from a small wiki to a multi-layer knowledge system with search, memory, and vector storage. **Expected Result** - The agent proposes or runs organization, deduplication, vector sync, and retrieval steps. **Output Example** - A sync report listing indexed notes, duplicates, skipped files, merge candidates, and retrieval test queries. **Verification Case** - The output reports what was indexed, skipped, merged, or flagged for manual review. **Verified Effect** - A growing wiki becomes searchable, deduplicated, and ready for semantic retrieval. ## Success Metrics - Report states files indexed, skipped, deduplicated, merged, or flagged for review. - At least one retrieval test query demonstrates the organized knowledge can be found. - No immutable source file is modified during organization. - Duplicate sources, weak links, provenance debt, and stale metadata are separated into reviewable queues instead of silently merged or invented. - Retrieval preserves the LLM Wiki pattern: Markdown source/concept pages are primary, vector search is optional acceleration. ## When to Use - User wants to "save this to my knowledge base" - Syncing know...