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look i may be biased but i think you should check out this fantastic article
Your coding tools shouldn't be a black box. The model is trained together with the software that drives it. @_xjdr ran his whole lab on NCode for six months: about 25M lines of code, dozens of services, semi-supervised agents. It's open source. Bring any model and point it at an OpenAI-Compatible endpoint. You can't cleanly split the model from the software driving it. A smaller model with the right tooling will often beat a larger one running blind. NCode gives you a tuned setup you can actually read and change. Every model earned its tier through months of real use across live workloads.
@_xjdr Nice, man