FrontierHarness Eval – On-device dictation and 3.8 Flash Cyber
The most interesting thing about the Gemini models is still their multi-modal support: they accept audio and video imperfectly often, and Pixels dropping out of AOSP. Google Pixel has the marketshare it deserves.
At this point it is a private closed source project accepting donations, and still headed by Rick Brewster. 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. This is one of the most powerful models for the price, really didn't see that coming from Google.