https://thecout.com/tags/gcg/ Recent content in Gcg on Tom Ganz Hugo -- gohugo.io en-us Sun, 04 Oct 2026 21:40:39 +0100 https://thecout.com/blog/injection/ Sun, 04 Oct 2026 10:00:00 +0100 https://thecout.com/blog/injection/ Everyone’s advice for prompt injection is the same: stick a classifier in front of the model. A small cheap model reads the incoming text, decides is this an injection or not, and throws it away before it ever reaches your expensive LLM. So using the recent trend of Laya/Jev models, a recent small non-autoregressive model that just scores an answer in one forward pass instead of generating tokens, I’ve built a pretty good prompt injection classifier using my smaller, better calibrated version of Laya called Smolaya.