embedding/embedding.go:
- Remove EmbedBatch() (never called in production, test updated to use Embed)
- Remove padID field (written but never read)
embedding/index.go:
- Remove Index.mu mutex (Index is immutable after construction)
skills/skills.go:
- Remove Index.All() (never called)
- Remove Index.Reload() (never called)
virtfs/decl.go:
- Remove RemoveNode() NodeOption (never used)
- Remove RenameNode() NodeOption (never used)
- Remove Alias() NodeOption (aliases set directly on struct)
virtfs/tree.go:
- Remove Tree.Data field (never used)
- Remove Tree.Mount() (never called in production)
- Remove Tree.Child() (never called in production)
- Remove Tree.Children() (never called in production)
- Replace indexOf() with strings.IndexByte
Tests updated to directly manipulate internal children map where needed.
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