This is exactly how we should approach problems. Not through just throwing more resources at it (fighting GPU compute with GPU compute) but by being clever.

Thanks a lot for sharing!

Feeding it samples of a long-going conversation with Gemini 3.1 Pro is interesting. The first message seems to get flagged instantly, but later ones sometimes pass as human. Or at least more human-ish.

If I read the blogpost correctly, you've only "trained" on prompt<->response and not interactive sessions?