Ramon Astudillo

@ramon-astudillo.bsky.social

Principal Research Scientist at IBM Research AI in New York. Speech, Formal/Natural Language Processing. Currently LLM post-training, structured SDG and RL. Opinions my own and non stationary. ramon.astudillo.com

So having just logged back into this site after a hiatus my immediate observation is that it kicks ass now. The dumb infighting seems to have mostly shaken out and now it's funny, has actual information on it, etc.

My claude is constantly wanting to 'A/B test' things instead of actually just doing the thing I told her to do, and constantly wants to fall back to the extremely average standard thing to do the nanosecond anything is even slightly worse than some imagined baseline

Mark Riedl@markriedl.bsky.social · 2d ago

Fascinating experiment: current AI systems lack creativity to reliably pursue research arxiv.org/abs/2607.27191 - poor judgment about the bar for publishable research - uncreative responses in research design - ineffective backtracking from dead ends - poor resource awareness - instruction drift

To be fair, for someone that has been dreaming with latent structure learning for long, the fact that learned CoT (O1 and friends) just works and has unlocked (at least) superhuman math is bonkers and deserves a category of its own (though it is the same recipe)

Ramon Astudillo@ramon-astudillo.bsky.social · 2d ago

Simplifying a bit: Forcing models to memorize the internet gave them an ability to guess that was good enough for RL to kick in, and RSI followed from there (possibly).

Much of my career boils down to: All code is liability. Minimize it. Feedback loops are everywhere. Speed them up; do them more. We're bad at predicting the future. Avoid it. More tests. Hire smart, motivated people, then get out of their way. Find the right thing to turn off and on again.

4/ But this result fires straight at the target via genuinely new ideas: no "gadgets," no PCPs, no gap amplification just 3SAT to NCP/CVP, via an elegant, highly novel encoding of the input formula as a collection of Reed-Solomon constraints. 🤩

So modern phones do have internal A/D converters, just not connected to the USB-C output? So a usb-c to jack is completely useless. I have no other option but to deplete the battery of two devices and beam Bluetooth every time I want to use headphones ... not very practical

At our Playing Heaven #DH2026 mini-conference, a Chinese graduate student came up to me after one of the panel sessions and was puzzled by my Tang–Song Confucian knowledge-distillation agent's taxonomy, which grouped "roots and branches" 本末 together with "political economy" 理財.

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