Moved 100+ Papers to NotebookLM: Four Counterintuitive Research Lessons
pemapi · reddit · 2026-10-17
The author quit using ChatGPT for serious research and moved 100+ technical papers into Google NotebookLM, distilling four counterintuitive lessons — plus an open master notebook with 120+ pre-indexed sources (the Izy Notebook Understanding project).
- The open web is a liability: general LLMs probabilistically generalize over the internet — poison for rigorous analysis; NotebookLM only sees your uploads, and hallucinations virtually vanish without external noise
- Triangulation beats linear reading: don't use it as an interactive TOC; feed a core spec alongside an adversarial teardown and prompt it to cross-examine (e.g., "identify assumptions in A directly challenged by B's data")
- Curate sources with taxonomy, not a dump: three layers — canonical (textbooks/peer-reviewed), operational (meeting logs/field data), adversarial (criticisms/failure reports)
- Audio Overviews are surprisingly good: two synthetic voices debating contradictions exposes logical gaps faster than re-reading
Related event: Researcher Ditches ChatGPT for NotebookLM in Serious Research(2 posts)→
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