Open-source pipeline makes fabricated citations structurally impossible, full walkthrough released
Waste_Public_2985 · reddit · 2026-09-07
- Academic-AI-Literature-Reviewer-Ollama turns a research question into a fully cited APA 7 literature review from six academic databases, running 100% locally via Ollama (MIT licensed, no paid APIs).
- The key is a verification layer: the model is never allowed to type a quote itself—every candidate quote must match the source PDF at 95% similarity before entering the document, making fabricated quotes structurally impossible.
- A full video walkthrough covers discovery rounds, gap-analysis loops, citation chasing, and the final verification pass. Repo: TheBlewish/Academic-AI-Literature-Reviewer-Ollama on GitHub.
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