Concept Synthesis

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Deduplicates, scores, and synthesizes raw knowledge stubs into a structured, tiered intellectual map tracing idea evolution over time.

Concept Synthesis transforms messy personal knowledge bases and raw concept stubs into a curated intellectual fingerprint. By executing a structured five-phase pipeline—combining deterministic Jaccard and substring deduplication, heuristic tiering (from T1 Canon to T4 Riff), LLM narrative synthesis, domain clustering, and a rigorous six-axis curation cull—this skill eliminates repetitive notes, identifies core themes, and tracks how ideas sharpen across sources. It is ideal for writers, researchers, and builders who want to maintain a compounding, high-signal second brain or digital garden without hollow stubs or platitudes.

主な機能

01Multi-stage deduplication combining Jaccard overlap, substring matching, and semantic LLM verification
02Four-tier scoring system categorizing concepts into Canon, Developing, Speculative, and Riff
03Evolution narrative synthesis tracking how core ideas sharpen over time with verbatim citations
04Reversible five-phase curation cull featuring a six-axis substance rubric and grounding labels
05Automated domain clustering and master intellectual map generation with complete cross-linking
0631,530 GitHub stars

ユースケース

01Distilling messy ingestion feeds from voice notes, articles, and book highlights into canonical concepts
02Auditing personal knowledge bases to prune platitudes, merge fragments, and remove hollow stubs
03Building an interconnected digital garden and intellectual map that highlights your core worldview