POCLI adapts grounded citation research (arXiv:2311.09533) and the NotebookLM / Open Notebook paradigm directly onto your local Linux filesystem.
Hybrid Retrieval with Verifiable Citations
- Directory-Backed Notebooks: Map local Markdown, architecture specs, ADRs, or domain docs into role-scoped Knowledge Notebooks.
- Incremental SHA-256 Indexing: Live Linux filesystem watching (
fs.watch) only re-indexes modified documents. - Hybrid Scoring: Combines SQLite FTS5 BM25 lexical ranking with vector cosine similarity.
- Mandatory Traceability: Agent responses attach verifiable inline source citations (
[Notebook | Document | Section (Lines)]), keeping grounding crisp and auditable.
