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ReaDy speeds up hybrid LLM decoding 3.16x on a single B200
ReaDy feeds the recurrent states of hybrid linear models into a speculative drafter, averaging a 3.16x speedup on Qwen3.8-27B and a single B200.
DAGFormer Plans Connections Between Layers and Cuts Perplexity by 17–25%
DAGFormer adds direct cross-layer connections to the transformer and plans them with a topology predictor. On models up to 1B, WikiText-2 perplexity drops by 17–25%.
Researchers Find a 0.4–1.1% Window in Pythia Pretraining Where the Readout Reorganizes
A model's hidden states encode a task before its output shows it. The gap traces back to the unembedding matrix, which reorganizes during 0.4–1.1% of Pythia's…
BlenderWorld: GPT-6-Astra Beats Opus-5 in 3D Benchmark with a Score of 79.9
Modal raises $750M at $15.75B valuation and reaches $1B run rate
Agent teams for $155 instead of $510: Cohere finds where delegation actually pays off
WinARDet fixes looping in MLLM detectors: F1 rises from 32.16 to 39.36
GAFU pulls knowledge out of generation in UMMs and lifts VStar-Bench by 20%
The GAFU post-training method compresses a unified multimodal model's generative representations into G-tokens and gains up to +20.00% over SFT on VStar-Bench.
RTAformer Teaches a Model to Notice When Relationships Between Objects Change in Video
Researchers propose RTAformer, a one-stage transformer for video scene graphs. It models object persistence and relationship changes separately, and improves recall…
PrismaCoder: Open 9B and 35B Models Close In on Proprietary Ones in Visual Code Generation
FLOMSS: flow matching splits music into 4 stems and takes 2nd place in listening tests
SliderEdit++ Smooths Out Sliders in AI Image Editors: +18.5% and Up to 20x Faster
JockeyBench: 28 LLM Agent Configurations All Lost Money on Japanese Horse Racing
Gemini 4 Argon Teaches Apollo 2 Humanoid to Play Cornhole: 7 Hits in a Row
Google DeepMind showed Gemini 4 Argon building a MuJoCo simulation from a video, after which the Apollo 2 humanoid hit the target seven times in a row. Weeks of…
Isomorphic Labs Uses Gemini 4 Argon to Parse 500-Page Patents in a Day Instead of a Month
Isomorphic Labs researchers apply the multimodal Gemini 4 Argon to chemical patents: a structured report takes one day instead of a month of manual reading.