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lazy-paper 2.0.0 — the knowledge-base loop

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@thematteroftime thematteroftime released this 12 Jun 14:16
· 9 commits to main since this release
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lazy-paper grows from a single-paper deep-read pipeline into a personal research knowledge base with an AI-scientist loop.

READ → ASK → GROW → CROSS-ANALYZE → EXPERIMENT + ITERATE — see the README for the image-annotated walkthrough.

Highlights

  • ingest / query / papers — persistent cross-paper library (LanceDB + BM25 hybrid retrieval, merged knowledge graphs); zero extra LLM calls on ingest
  • template --idea "..." — your idea becomes a question template; every section ends with a mandatory divergent [发散] question anchored in evidence but reaching past the paper
  • synthesize --topic "..." — grounded five-section cross-paper report; bidirectional cross-analysis; ends with ≥3 new anchored questions
  • exp-ingest / advise — your experiments (curves, metrics, notes) become library citizens; grounded next-iteration plans with round memory (--outcome makes advice hit-rate auditable)
  • garden — the whole library as a star map (papers and experiments are stars), static single page, double-click to open
  • Grounding everywhere — span-anchored verification in deep reads, [src: id] markers + deterministic citation checks, (推测) labels, audit sidecars for every LLM call
  • 406 tests, bilingual docs, five live-verified real-data acceptance rounds (including two fresh arXiv ingests through the full loop)

Full step-by-step arc in CHANGELOG.md.