Use when a substantial request needs verified, non-repetitive output. Triggers on: "이거 제대로 해줘", "검증까지 해서", "하네스 돌려줘", "run the harness", "do this properly with verification", "6단계로 처리해줘", "메타스크립트로". Not for trivial edits or Q&A.
Use when turning code, docs, notes, or mixed sources into a small-to-moderate, query-efficient Markdown knowledge base with predictable folders, an AI lookup catalog, source-grounded summaries, and RAG-ready metadata.
Use when building knowledge graphs by extracting source-grounded entities, relationships, properties, evidence, schema, and graph-ready data from code, documents, notes, tickets, or mixed corpora.
Use when answering questions over an existing linked Markdown vault, local SQLite index, ontology, knowledge graph, RAG corpus, or mixed knowledge assets while preserving citations, uncertainty, and retrieval traceability.
Use when turning a body of source material into a queryable knowledge system through iterative graph-like exploration: intake, source frontier, linked Markdown vault, ontology, graph records, RAG corpus, and query surfaces.
Use when designing or refining an ontology for a knowledge system: domain concepts, classes, relationship semantics, constraints, controlled vocabularies, reasoning rules, and mappings to graph/RAG/vault artifacts.
Use when preparing a retrieval-augmented generation corpus from code, documents, notes, tickets, or mixed sources by chunking, adding metadata, preserving citations, and designing retrieval/evaluation checks.
Use when a harness stage must delegate Implement or Test work to local Codex CLI from plugin, repo-local, or embedded installs.