Nine LLMs Quietly Drifted Toward Prose That's Harder to Read
A new preprint uses psycholinguistics to measure why frontier model outputs feel harder to read, pinning the blame on information-density pressure.
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EAGLE-4 Triples Qwen3 Inference Speed by Adapting to Serving Load
A single adaptive drafter adjusts speculative decoding to batch size and hardware, posting up to 2.99x throughput on vLLM and 3x single-request speedups.
OpenAI Buys Orchestra Bio to Push Rosalind Into Drug Development Operations
OpenAI folds Orchestra Bio into its Rosalind life sciences stack, pushing AI agents past research into the operational grind of drug programs.
Inception's Mercury 3 Hits 1,000 Tokens per Second With 1M Context
Inception's Mercury 3 is a diffusion-based language model that generates over 1,000 tokens per second while matching frontier speed-tier quality.
New AI Architecture Challenges Token-by-Token Generation
Rough concept first, then the words. 10x to 31x faster than strong diffusion models, on 4x to 5x fewer training tokens
Anthropic's Claude Ran 64 Hours to Design 17 Scorpion Antivenom Proteins
Anthropic let an internal Claude model run a 64-hour autonomous protein design campaign, producing 17 lab-validated binders against scorpion neurotoxins from four regions.
Vals AI's ClaimBench Shows Perplexity's Decider V1.2 Beats Finance Verification at $0.10
Vals AI's new ClaimBench pits 15 models on 1,960 financial claims paired with 10-K excerpts, and small decision models win on cost.
Meta's Muse Spark Open Leads US Labs Storming the Open-Weights Frontier
Three US labs shipped open-weights models in a single week, reshaping the Pareto frontier of intelligence versus parameter count.
Rehearsals' Engram Beats GPT and Claude at Predicting Human Survey Behavior
Kaggle and Rehearsals launched a benchmark testing whether language models can predict real human choices across 1,199 survey tasks grounded in 1,244 US adults.
Vals AI's Vals Index v2.2 Reshuffles Leaders With Stricter Grading
Vals AI shipped v2.2 of its GDP-weighted agent benchmark, tightening four component tests and reshuffling the frontier model leaderboard.
TAC Turns AI Uncertainty Scores Into Real Hallucination Detectors
A new post-hoc calibration method called Truth AnChoring maps raw LLM uncertainty scores to probabilities grounded in actual correctness.
Artificial Analysis' HealthBench Rankings Show Verbose AI Medical Answers Lose Big
Artificial Analysis launched independent leaderboards for OpenAI's two health conversation benchmarks, surfacing sharp tradeoffs between answer length, cost, and clinical quality.
The Commons Lab's Hemmingway-1 Beats GPT-6 Astra at Everyday Writing
A 27B fine-tune of Qwen3.8 built for everyday messages beats much larger models at sounding like an actual human being.
Meta's Muse Glimmer Runs a 30B Agent Model on Your GPU
Meta's 30B open-weight agentic model runs on a single consumer GPU at 4-bit, beating Gemma4-31B and Qwen3.6-27B on tool use and planning.
Artificial Analysis Ranks 36 AI Models by Writing Style and Personality
Artificial Analysis launched AA-PersonalityBench, scoring 36 models on 30 personality traits, 8 indexes and 21 programmatic communication metrics using judged pairwise comparisons.
Meta's Prometheus Supercluster Cuts Training Interruptions by 99% Toward a Million GPUs
Meta's Prometheus supercluster hits 85% goodput and 47K GPU-hour mean time between interruptions across hundreds of thousands of GPUs training Muse Wonder.
LSTM Co-Inventor's NXAI Releases KronLSTM to Beat Long-Context Memory Limits
A new xLSTM variant corrects one scalar instead of a whole vector per memory update, cutting interference and improving long context performance.
Inception's Mercury 3 Hits 1,068 Tokens per Second, Beating GPT-6 Luna
Inception's new diffusion LLM hits 1,068 tokens/sec, beats GPT-6 Luna and Claude Haiku 5.5, and proves scaling laws apply beyond autoregressive models.
DeepSeek's V4.1 Flash 1017 Boosts Agent Scores 150 Elo at No Extra Cost
DeepSeek's updated Flash checkpoint climbs to joint #2 open-weights, cuts hallucinations from 96% to 67%, and keeps the same $0.30/$1.20 pricing.
MiniMax Reveals M3.1 Flash Was Secret 'Space Bunny' That Processed 200 Trillion Tokens
MiniMax rolls out M3.1 Flash, a 1M-context agentic coding model priced at $0.15/$0.60 per million tokens, with weights promised soon.
DeepSeek-V4.1-Flash's 748B Model Now Runs on a Single RTX 5090
A community quantization shrinks DeepSeek's 748B mixture-of-experts to 178GB, letting Project Maya run it on a single consumer GPU by streaming experts from SSD.
EPFL's SFPRM Beats FPRM on Sudoku With 63% Fewer Reasoning Steps
A looped transformer that reasons on a unit sphere halts earlier, uses less compute, and lifts Sudoku-Extreme accuracy to 96.6%.
Harvard's CS1 Reads Patient Records 6.4x Faster Than 27B Models
A 4-billion-parameter decision model reads patient records in a single forward pass, outperforming models up to 27B while running 6.4x faster.
ScoringBench Reshuffles AI Leaderboards by Grading Full Prediction Uncertainty
A new open benchmark reveals that tabular foundation models rank very differently when judged on full probability distributions instead of RMSE.
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