AI & ML interests
We study intelligence, reasoning, and computational systems. Our current project, Needle, explores models that return choices, scores, and probabilities without generating text. Our interests include representation learning, decision-making, evaluation, and efficient training and inference.
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Matter State Research
Independent research and engineering studying intelligence, reasoning, and computational systems.
Needle
We’re building models that return choices, scores, and probabilities without generating text.
Needle is in development. A public inference API is not yet available.
Explore Needle · Read the research
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