Weekly Research Digests
Purpose
Weekly research digests preserve current, high-signal inspiration across five tracks: AI, LLM, LLM4Rec, AI4EDA analog circuit design, and AI4S protein/biology.
Current Digest
- weekly-research-digest-2026-w20 - 2026-W20 weekly picks.
Current Source Pages
- AI pick - crewAIInc/crewAI
- LLM pick - NVIDIA/TensorRT-LLM
- LLM4Rec pick - gorse-io/gorse
- AI4EDA analog circuit design pick - AnalogCoder: Analog Circuit Design via Training-Free Code Generation
- biology pick - westlake-repl/Evolla
Operating Rules
- EXTRACTED: Each weekly run should pick one item per track, with abstract/source summary, plain-language core idea, link, signal score, and agent reuse note.
- EXTRACTED: Sources should include papers, GitHub projects, and official/public research surfaces where available.
- EXTRACTED: Automations should run in the afternoon rather than early morning and use
gpt-5.5. - INFERRED: This corpus is for inspiration and agent recall, not final exhaustive literature review.
Sources
- EXTRACTED: Weekly evidence manifests live under
raw/weekly-research-digests/. - EXTRACTED: Current source pages summarize public paper/project metadata and link to canonical public URLs.
Counterpoints and Gaps
- AMBIGUOUS: Freshness and popularity signals can favor active GitHub repos over slower-moving papers.
- INFERRED: Future runs should keep the five-track balance even when one track has weak live evidence.