I claimed my academic AI literally cannot fake a citation. Here's the video proof.

A while back I posted here about Academic-AI-Literature-Reviewer-Ollama — a local pipeline that turns a research question into a fully cited APA 7 literature review, pulled from six academic databases, with a verification layer that makes fabricated quotes structurally impossible (not "unlikely" — the model is never allowed to type a quote; every candidate is matched through character selection and 95% similarity semantic matching against the source PDF before it's allowed into the document and essentially copy pasted through code into the final review taking the AI out of the equation ensuring reliability). A lot of people asked what it actually looks like running end to end, so I recorded a full walkthrough. You can see the discovery rounds, the gap analysis loop, citation chasing, and the final verification pass that checks every quote against the source paper. find repo and video in the comments 100% local via Ollama, MIT licensed, no paid APIs. Happy to answer questions or hear where it breaks.