Remove lazy tool loading (load-on-call). Tools must now be explicitly
listed in the agent's autoLoad config. Calling an unloaded tool fails
with a clear error message.
Package structure improvements:
- embedding/index.go: generic Index type for semantic matching
- skills/skills.go: uses embedding.Index internally, keeps Skill type
- agent/skill_match.go: matchSkills() for skill discovery
- agent/tool_match.go: matchTools() for tool hints (new file)
Tool hints now match only loaded tools, not all tools on disk.
This makes agent capabilities explicit and auditable.
Add semantic skill matching using all-MiniLM-L6-v2 sentence embeddings.
Skills are automatically injected into user turns based on relevance.
New packages:
- embedding: ONNX-based text embedding with MiniLM model
- skills: skill discovery, embedding cache, and semantic matching
Integration:
- InitSkillIndex called at startup in fs.NewRoot
- matchSkills called per-turn in executeTurn
- Matched skills injected in <context> block alongside user prompts
Makefile:
- install-models target downloads model and ONNX runtime
- Model files stored in ~/.local/share/ollie/models/
Config:
- Threshold: 0.2 cosine similarity
- Limit: 3 skills per turn
- Skill dirs: ~/.kiro/skills (user), ~/.config/ollie/skills (installed)
Levi Neely