Diffusion PDF vs InterviewWatch

A PDF with a 55-million-parameter denoising diffusion model embedded within it.

The InterviewWatch agent flags AI assistance, hidden overlays, extra displays and remote control during a live interview, then signs a tamper-evident report.

About Diffusion PDF

A PDF with a 55-million-parameter denoising diffusion model embedded within it. The last two weeks i've been messing around with pdfs., a pdf that generates random ai slop stories when you open it, and I was showing that off to one of my friends who suggested I get the LLM to actually work inside the pdf, without an API call to a relay. I laughed at the idea, but then we did some research together, and we managed to find EvanZhouDev's llm.pdf.

About InterviewWatch

The InterviewWatch agent flags AI assistance, hidden overlays, extra displays and remote control during a live interview, then signs a tamper-evident report. An agent runs on the candidate's machine during the interview and flags AI assistants, hidden overlays, remote control and virtual devices as they appear. Why it matters Interview cheating stopped being an edge case. If your interviews aren't monitored, you may already be extending offers on answers that were never the candidate's. Across 19,368 technical interviews, 38.5% of candidates were flagged for AI-assisted cheating, and the rate climbed from 9% to 45% in a single quarter.