> but google is stock in the academic bias of Stanford and MIT and can't think outside the box

Can you clarify what you mean? I am not sure I follow.

Highly recommend using agent based hooks for things like `[review & test]`.

At a basic level, they work akin to git-hooks, but they fire up a whole new context whenever certain events trigger (E.g. another agent finishes implementing changes) - and that hook instance is independent of the implementation context (which is great, as for the review case it is a semi-independent reviewer).

It seems that perhaps neither are inherently 'good models'? What would an ideal alternative look like?

> it’s more performant than Claude Opus 4.5 or GPT 5.2 extra high

...and all of that done without any GPUs as far as i know! [1]

[1] - https://www.uncoveralpha.com/p/the-chip-made-for-the-ai-infe...

(tldr: afaik Google trained Gemini 3 entirely on tensor processing units - TPUs)

they 100% are unless you provide a RUBRIC / basically make it ordinal.

"Return a score of 0.0 if ...., Return a score of 0.5 if .... , Return a score of 1.0 if ..."