Distill completed work chains into durable digests and reusable lessons.
npx skills add https://github.com/thistleknot/skills --skill crystallization
Please help me install this Agent Skill. Skill: crystallization Source: https://github.com/thistleknot/skills/tree/main/crystallization Command: npx skills add https://github.com/thistleknot/skills --skill crystallization
Crystallization converts finished, purposeful work into a durable digest and reusable lessons so the same conclusions do not need to be rediscovered every session.
agentic_kg_memory, and route reusable skill-contract deltas to skill-wiki.Use crystallization to distill a completed research or debugging work chain into a question-driven digest and extracted lessons, then route the resulting artifacts to agentic_kg_memory and skill-wiki as appropriate.
High-intent search queries and answers about installing and using this skill.
Distilling debugging lessons requires extracting a clear driving question, stable findings, and heuristic anchors from a completed work chain. Verification gating ensures the outcome is stable, preventing the canonization of speculative fixes into your knowledge base.
Deduplicating knowledge management entries uses fingerprint matching to identify existing lessons. New lessons are saved with an initial confidence score of 0.6 and reinforced via a compounding rule, ensuring repeated discoveries strengthen existing memory rather than creating duplicates.
You should avoid distillation when a work chain lacks verified completeness or stable outcomes. Applying synthesis to unstable or speculative results gates out noise, preventing premature conclusions from becoming durable lessons in your memory routing system.
Distilling multi-turn analyses involves structured extraction of intent, discovery, ecosystem, and heuristic anchors. The process creates a question-driven digest page that outlives the current session, ensuring research convergence and named tradeoffs are preserved.
microchipgnuMatch buyer intents with competing solvers and verify JSON results.
cuevasclementeRead, write, and search wiki pages via Memoriki and MemPalace MCP tools.
thistleknotGovern skill library lifecycle with SKILL.md contracts and lifecycle sidecars.
Devvraj10Automate in-depth research on complex topics with source credibility scoring.