* perf: KB load-once cache, compiled index, lazy loading, parallel resolution (#38) Closes #130, #131, #132, #133, #134. - Loader node routes through a process-wide KnowledgeBaseLoader cache so the KB loads once per (path, version) and is reused across run() calls. - Normalized lookup table compiled once per KB (per NSFW gating) and reused across resolves instead of rebuilt per resolve_scene. normalize_concept moved to knowledge_base (re-exported from the resolver). - Incremental per-category lazy file loading behind KnowledgeBaseLoader. - Optional parallel per-concept resolution (thread pool), merged in exact discovery order; deterministic and threshold-gated (default sequential). - Performance regression guard (generous ceilings + relative ratio). Refreshed docs/benchmarks.md (resolution 57.6us -> 17.8us). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> * docs(changelog): note V2 performance improvements (#38) Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> --------- Co-authored-by: kunail0804 <kunail0804@gmail.com> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Documentation
Project documentation is maintained primarily in the
GitHub Wiki, and the
authoritative specification is MASTER_SPEC.md at the
repository root.
This docs/ directory holds documentation that is not part of the wiki —
for example design notes, developer guides, and generated references added in
later phases.
Where to look
- Overview & vision — wiki Overview and Vision
- Requirements — wiki Requirements and Success Criteria
- Architecture & pipeline — wiki Architecture and Pipeline
- Data model & schemas — wiki Data Model, Scene JSON and Schemas
- Knowledge Base — wiki Knowledge Base
- Contributing —
CONTRIBUTING.md