Chris Bolas @chrisbolas
Full stack web developer. Linux, python, javascript, robotics, DIY, gardening and fermentation all pique my interest. chrisbolas.com Belton, MO Joined May 2008-
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EBTs looking pretty cool. Thanks @bycloudai arxiv.org/abs/2507.02092
wtf you can just initialize a new lora every training step and merge it into the base model at the end of the step, and it converges even with...rank 1
So maybe I'm crazy, but has anyone actually looked at the data in the nemotron dataset? Some odd stuff in their RL data 😅 Looking to split it out into license categories to make it much easier to deal with for now.
how to accelerate the development of novel LLM evals: > don't talk about evals > talk about RL > RL is sexy > talk about agents > agents are sexy > evals are booooring > ok so we wanna train better agents > let's make some RL environments > let's get some prompts > your prompts…
This is super cool!
i just wrote my first long-form post on evals. what they are, where they work, where they don't, and what i think the future looks like. if you're building an ai product, you should read this.
RL Fried Would that be: A language model so hell bent on the reward it's lost a hold on what makes an llm interesting.
You know it's serious when @jorandirkgreef, who has stated that he doesn't like benchmark wars, does a benchmark...
AI twitter, we need to talk. You can't only be throwing around "evals" without a single mention of benchmarking. You're killing us out here. "Not enough people are benchmarking their models" is super easy to understand. Am I mistaken? Can we talk about any differences?
"Without question there is nothing more important than getting [super intelligence] right." -- Dr. Roman Yampolskiy @ 29:50 youtube.com/watch?v=UclrVW…
If you've never messed with a local llm, you're doing yourself a disservice. It is much better to understand the capabilities and limitations with your bare hands than to blindly trust. I don't care if you don't have a GPU! Qwen3 is remarkably capable even at their small range
It's time to make a better test/eval environment 🤔
It's time to make a better test/eval environment 🤔

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