[MarsIronPI]

> A weekend of focused work, Claude as pair programmer, no ML degree required

It's not caught up if you're using Claude as your pair programmer instead of the model you're touting. Gemma 4 may be equivalent to GPT-3.5 Turbo, but GPT-3.5 isn't SOTA anymore. Opus 4.5 and 4.6 are in a different league.

[fredmendoza]

good callout, want to clarify. claude helped us set up the test harness. gemma took every question alone with zero help. the ~8.0 is all gemma. and you're right, opus is in a completely different league. we're not arguing otherwise. we just found it interesting that a free 2B on a cpu matches what a lot of people are still paying for daily. every tool has a cost. some are free, some are expensive, some have rate limits. the right move is matching the tool to the job. thought it was worth showing where that floor actually is now.