About the work

A closer look.

You send one AI or ML paper, a link or a PDF. I read it end to end and re-check every number it reports against the source. You get a written report: which results hold, which are overstated, where the evaluation does not support the claim, and every limit I could not verify. No abstract-level summary and no secondhand reading. I have published thirty plus verified deep-dives, one per paper, each with figures pulled from the paper itself. Whether you came to verify an AI paper, audit an arXiv paper, or check the numbers in a paper, it is one job: send it, I read the whole thing, and I tell you what stands. Same when you need to check an AI paper, verify an ML paper, audit a paper, or verify a paper before you cite it. How it works: 1) Send the paper and what you care about most. 2) We agree the scope. 3) I send a checkout link, and work starts when the order is confirmed. 4) Written report within 5 days, one revision included.