hands (@handsdiff) header
hands (@handsdiff) profile picture
New York, NY
Joined June 2025
Just dropped a preview of some of the latest work I'm doing @precursorlabs to distill personal judgment into local models continuously. Our main finding is that models are overall pretty bad at predicting the decisions you actually make on a day to day basis. If you had a local "decision model" that was able to actually make the decision you would, given the same context, you could move 1000x faster. There seems to be consistent learning as a function of data, pointing to something akin to local scaling laws!
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Very nice. New Pareto training from Tinker.
GLM-5.3 from @Zai_org is now available on Tinker with 256k context. With scaled up post-training from the same base as GLM-5.2, it is currently the strongest open-weights model on coding evals such as Terminal-Bench 3.0 and DeepSWE 1.1.
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Current Pareto curve for @ArtificialAnlys intelligence and @tinkerapi training cost. Has been very useful for us internally! I predict we'll see >60 and <$1 by end of next year. It's a wonderful time to be working on applied AI.
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I may have gotten too deep in the weeds on persona research...
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Claude gave me the same answer
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Current bottleneck to longer context lengths is memory bandwidth. Micron is the primary American provider of high bandwidth memory.
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