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You must have different use cases than me.

I find even Deepseek Flash v4 0731 even outperforms Opus for me (at 10x the speed two).

Using Sol, Fable, Kimi 3 and other recent models has been unbelievable for me. I didn’t think we’d get to this level for years.

I’m using them for Ruby, TypeScript and Python. In large existing codebases but also lots of tiny tools.

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Coding is an extremely verifiable and loopable task, like math (in fact, all of the math that these models has done has been through the lens of Lean, which is itself just coding). I am talking about their capabilities in tasks that are more general, the execution of which represent the vast majority of economic value generation in the world.

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