Continuous Knowledge Metabolism - Summary
This workflow automates a daily research paper ingestion and synthesis cycle. Here's the operational flow:
Core Process
Setup Check: Requires initialized metabolism/config.json with currentDay >= 1.
Five-stage cycle:
- Search — 5-day sliding window queries via arXiv and OpenAlex, deduplicating against
processed_ids - Read — Extract methodology, conclusions, and knowledge connections from new papers
- Update — Integrate findings into
metabolism/knowledge/files (max 200 lines per topic, with compression of older content when needed) - Hypothesize — Generate new research hypotheses only when patterns genuinely emerge; skip if no insights warrant it
- Log — Record daily metrics and increment
currentDay
Key Constraints
- "不捏造论文中未出现的事实性声明" (don't fabricate claims absent from source papers)
- Preserve citations and evidence trails during knowledge compression
- Never force hypothesis generation
- Always read current file state before modifications
The system emphasizes incremental, honest knowledge building over raw output volume.