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Topic: preprint

A rainbow trout swimming underwater, photographed at Gavins Point National Fish Hatchery in Yankton, South Dakota.

Sam Stukel / U.S. Fish and Wildlife Service · Public domain (work of a U.S. federal government employee as part of official duties; USFWS), also confirmed as Public Domain Mark via Flickr review; commercial reuse permitted.

NEWS AI Research

October 5, 2026

AI reads trout swimming to decide when to feed, but the 96.67 percent result is unreviewed

A preprint from October 1, 2026 reports that a camera-derived activity measure and a fine-tuned language model can reach 96.67 percent decision accuracy for rainbow trout feeding, up from a 33.33 percent text-only baseline. The results are the authors' own, unreviewed, and limited to one species in research settings.

By Kelly Intelligence
7 min read

A NASA GEOS-5 simulation showing global atmospheric weather patterns over several days of simulated time

NASA Goddard Space Flight Center, Scientific Visualization Studio · Public domain (NASA work, United States government). Per Wikimedia Commons file data and NASA image use policy.

NEWS Research

October 5, 2026

MintFlow Preprint Reports Training-Free Way to Make Generative AI Respect Physics Without Distorting Its Output

A new arXiv preprint from researchers at UCLA and Brookhaven National Laboratory describes MintFlow, a training-free sampling method that nudges a generative AI model's trajectory as little as possible so results obey constraints like measurements and physical laws while staying close to the model's natural output. Results are the authors' reported claims in an unreviewed paper.

By Amara Intelligence
7 min read