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Has been a life changer for me.


Same. I went to this thread and saw similar talking points brought up. Dangerous time for the US ahead.


Bad investment IMHO. Mistral was started by people who cheated on benchmarks with their Llama 1. It showed as they had the head start but fell far behind Gemini, DeepSeek and Qwen teams.


Are you referring to the llama 4 cheating ? I cannot find any reference to llama 1 cheating



You can optimize prompt with MIPROv2 without examples (set the max number of examples to 0)


And have the chat history end up as an input field instead of each request response being prepared individually for the LLM endpoint?

I'm new to the library but from what I can see the Chat adapter will do this automatically if I use the forward call

Quoting the docs: "Though rarely needed, you can write custom LMs by inheriting from dspy.BaseLM. Another advanced layer in the DSPy ecosystem is that of adapters, which sit between DSPy signatures and LMs. A future version of this guide will discuss these advanced features, though you likely don't need them."

I could be wrong, I could be looking for complexity where there is none.

Have a fundamentally misunderstood how this all works, it sometimes feels like I have?


My go to framework. I wish we can use global metrics in DSPy, for examples, F1 score over the whole evaluation set (instead of a single query at the moment). The recent async support has been life saver.


I’m disappointed. Nobel price for neural network architects that failed the test of time..


Well more deserving than the author of Restricted Boltzmann machine.


True, that's a yellow flag for me.


I had a few problems with DSPy:

* Multi-hop reasoning rarely works with real data in my case. * Impossible to define advanced metrics over the whole dataset. * No async support


That plastic dish (parabolic reflector) is not cheap.


They link to Amazon and it's whopping $8.99.


It would be, if it wasn't just a "plastic bird-feeder cover" as the article suggests


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