concept-synthesis

To deduplicate scattered concept notes into a structured knowledge map, ingest raw concept stubs to apply deterministic rules and LLM-assisted generation, producing canonical concepts with cross-links and evolution timelines.

A tiered intellectual map organizes research notes by deduplicating raw stubs into canonical concepts, clustering related ideas, and structuring them across four tiers from T1 Canon to T4 Riff with evolution timelines.

Build a concept evolution timeline by routing raw idea stubs via frontmatter to a concepts directory, where deterministic rules and LLM-assisted generation deduplicate, tier, and synthesize the stubs into linked chronological clusters.

Yes, you can use frontmatter-driven routing to organize a note inventory, directing raw concept stubs into a concepts directory to coordinate deduplication, tiering, and synthesis into a navigable intellectual map.

The best way to cluster stale knowledge base ideas is to deduplicate raw stubs into canonical concepts, then apply LLM-assisted generation to synthesize cross-links and tiered clusters, revealing hidden relationships between ideas.