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Condense KB - absorb redundant sources into a mature conclusion. Source files move to vicky/sources/.absorbed/ (hidden dotfolder, excluded from queries/dashboard/graph), conclusion records them under derived_from: frontmatter. Crystallization keeps the KB small while preserving provenance. Use /vicky:crystalize when one conclusion is the canonical takeaway and underlying sources no longer need to surface. Always dry-run first.
How this skill is triggered — by the user, by Claude, or both
Slash command
/vicky:crystalizeThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Condense the KB. Goal: small, dense knowledge base; one canonical answer per topic; provenance kept on disk but hidden from active surfaces.
Condense the KB. Goal: small, dense knowledge base; one canonical answer per topic; provenance kept on disk but hidden from active surfaces.
Invoke: /vicky:crystalize
For a target conclusion + list of source slugs, the crystalize MCP tool:
vicky/sources/<slug>.md to vicky/sources/.absorbed/<slug>.md (Obsidian dotfolder, excluded from graph and dashboard).sources: frontmatter.derived_from: frontmatter.Run /vicky:learn after to rebuild the graph.
Do NOT crystalize when:
conclude first.crystalize conclusion=<slug> absorb=[...] dry_run=true shows proposed moves and new frontmatter.dry_run./vicky:learn.Sources are NOT deleted. To restore:
vicky/sources/.absorbed/<slug>.md back to vicky/sources/<slug>.md.derived_from:, add back to sources:./vicky:learn to relink.Not yet automated. Manual today:
conclude a second conclusion from the split topic.derived_from: entries to the new conclusion.## Sources markdown block is NOT updated - only frontmatter. Edit body by hand if you want stale wikilinks removed.[[slug]] wikilinks in conclusion body to absorbed sources will show as "unresolved" in Obsidian (dotfolder is not indexed by Obsidian). Provenance lives in derived_from: frontmatter for tooling.vicky/sources/<slug>.md -> vicky/sources/.absorbed/<slug>.mdvicky/conclusions/.../<conc>.md frontmatter: sources: shrunk, derived_from: grownvicky/graphs/*.json stale until /vicky:learn runsnpx claudepluginhub yesitsfebreeze/vicky --plugin vickySearches MemPalace before answering questions about past work, people, projects, or prior decisions. Returns verbatim stored content instead of guessing from model memory.
Guides Payload CMS config (payload.config.ts), collections, fields, hooks, access control, APIs. Debugs validation errors, security, relationships, queries, transactions, hook behavior.
Implements vector databases with Pinecone, Weaviate, Qdrant, Milvus, pgvector for semantic search, RAG, recommendations, and similarity systems. Optimizes embeddings, indexing, and hybrid search.