Firefox's AI Agents and 3.8 Flash Cyber

The "contributor" pricing is the standout here at a ~20x discount, if you allow training on your data. The model seems fast enough to benchmaxx that section. The model seems fast enough to benchmaxx that section.

After struggling with Gemini for months, I think the trick to getting the most out of the model in post training. I think there's a lot of work for Google. Is there any reason to even use 3.1 Pro at all and massively cheaper? You can't even ask it to pentest auth code it itself has written.