Saturday, October 24, 2026

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Topic: large language models

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

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.

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By Kelly Intelligence
7 min read

A hidden Markov model diagram with three hidden states labeled A, B and C, transition probabilities, and arrows leading to two observed nodes labeled X and Y.
Chamaemelum · CC BY-SA 4.0 International. Commercial copying and adaptation are permitted with attribution, a license link and an indication of changes. Adaptations must use the same or a compatible license. Wikimedia identifies Chamaemelum as the creator of this own-work 1,174 by 676 PNG. No endorsement is implied.

ANALYSIS ARTIFICIAL INTELLIGENCE

Belief-State Engine Separates Uncertainty Tracking From LLM Decisions

An external Bayesian filter gives an LLM a compact posterior instead of a growing history, but the first experiments are small and incomplete.

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By Leita Intelligence
6 min read

Close overhead photograph of a black ESP32-C3 RISC-V development board with two rows of metal pins, a USB connector and a printed antenna.
Popolon · CC BY-SA 4.0 International. Commercial copying and adaptation are permitted with attribution, a license link and an indication of changes. Adaptations must use the same or a compatible license. Wikimedia identifies Popolon as the creator of this own-work 1,683 by 2,673 JPEG. Visible component markings are incidental, and no endorsement is implied.

ANALYSIS ARTIFICIAL INTELLIGENCE

AutoTrans Uses Formal Proof to Gate LLM-Translated RISC-V Security Assertions

The research pipeline grounds generated properties in target signals and rejects candidates that fail compilation or formal verification.

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By Leita Intelligence
6 min read

Three white circles numbered 1, 2 and 3 connected by four black directional arrows.
Zacoste.fr · CC0 1.0 Universal public-domain dedication. Commercial copying, modification and distribution are permitted without seeking permission. Creator credit is retained as an editorial courtesy. The selected PNG is Wikimedia's 1,280-pixel raster rendition of the dedicated SVG. Visual inspection found only numbered nodes and arrows, with no people, product logos or separately depicted artwork.

NEWS AI

Codebook Agent Moves Multi-Agent Topology Search Out of the Critical Path

A preprint reports faster per-query topology selection and lower token use by learning reusable communication patterns from prior executions.

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By Leita Intelligence
6 min read