His team is doing amazing work in making open weight models even better. Chinese models are notorious for their thinking verbosity and tenacity to call tools repeatedly [1] so his team is making them more efficient and on-point [2].
> In particular, the programmer trying to debug a high level language program often must work with debugging tools that require use of the machine instructions generated by the language compiler.
Today spec-driven development is in the same place.
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