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It's more than just quantization. The middleware the provider is running matters a lot even to the point of exactly which version they are running due to defec
by joshheitzman 15d ago
It's more than just quantization. The middleware the provider is running matters a lot even to the point of exactly which version they are running due to defects being introduced / resolved.
In my coding agent harness I've included 25 open weight providers mainly because I keep having to find new ones when what was previously a great combination of model and provider becomes pretty bad. vllm has defect that causes reasoning to get dropped much of the time for the GLM family of models. sglang has a defect that causes the elements of array args to get dropped for the deepseek family of models. Some providers need some very specific additional config passed through for reasoning to make it back to the model.
I've not tried OpenRouter as adding yet another layer will just make it that much more difficult to get a model and provider combination working well.
I suspect people's bad experiences with open weight models have a lot to do with these headaches. Finding a good model and provider combination is pretty tedious and so far its been a never ending process. I'd really like to host my own models but it isn't economically feasible for one person for the open weight models that work well (i.e. the 300B+ ones).