Concept Synthesis
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.