Ontology Runtime & Experience packs

Ontology Runtime — your files, searchable by an agent

Turns files you explicitly register into a queryable local store: CJK-aware full-text search plus GraphRAG retrieval, entirely on your machine. It includes first-party Korean document parsing (HWP/HWPX) with no GPL dependencies.

• Nothing is scanned automatically — only sources you register.
• No network calls for retrieval; the embedding model runs locally.
• Governance-first recall: exact scope and active/expired state are checked before anything is ranked.

Experience packs — what an agent learns, kept separate from what it is

An Experience Pack holds only the deltas an agent earned through use — a promoted procedure, a verified fix for a recurring failure, a tool gotcha — never the base agent's own material. It's bound to a specific agent and specific compatible releases, not a semver range.

• New learnings start as candidates. A verifier (the Memory Curator, or another declared one) promotes a candidate only after reviewing real evidence — nothing is promoted on confidence alone.
• Retrieval injects a bounded slice — at most 8 items, capped around 800 tokens. The full pack is never dumped into a prompt.
• This is what shows up as an "Experience Chip" on an agent in your library — see Experience & Chips in Concepts.

Terminal commands

agentlas experience list
agentlas experience inspect <id>
agentlas experience validate <id>
agentlas experience save [--local-only]
agentlas experience publish
agentlas experience status
agentlas experience export
agentlas experience unpublish