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Graph RAG on SQLite for AI agents: vector retrieval + hand-curated wikilink graph + cross-encoder rerank, with a zero-token per-turn memory ledger. Working pilot.
license: MIT
keywords:
- retrieval-augmented generation
- graph RAG
- SQLite
- personal knowledge management
- wikilinks
references:
- type: article
title: "When Does Graph Expansion Help Personal-Corpus Retrieval? A Query-Class-Stratified Evaluation Protocol for Retrieval over Human-Curated Wikilink Graphs, with Pilot Telemetry from a Production Deployment"
authors:
- family-names: Dziatkovskii
given-names: Anton
year: 2026
doi: "10.5281/zenodo.22639718"
notes: "The paper about this system and its evaluation protocol (preprint, CC BY 4.0)."