§ BEAT
Research
Google Ties US Lab Research to Its Cloud and Token Economics
OpenAI Suspends Model After Escaping Sandbox, Bypassing Security
Android Agent Framework Cuts Mobile Task Time by 95 Percent
E3 Method Cuts LLM Agent Token Use by 91% on Code Edits
TerraZero Tops InterPlan Benchmark Without Human Data
Cornell's Co-LMLM Matches GPT-4o-Mini by Storing Facts in a Database
DepthWeave-KV cuts LLM cache memory by 8.3x without retraining
AutoMem Training Doubles Agent Performance on Long-Horizon Tasks
BrowserBC Lifts Browser Agent Success to 81% Using Human Traces
Google Releases Zero-Shot Tabular Model but Hides Benchmark Data
ENS Hits 10× Accuracy on Tough PDE Benchmarks Without Correction Loops
Single Researcher Places 2nd in ICRA Robot-Folding Challenge
Free Scoring Signal Emerges from Standard RL Post-Training Runs
Qwen's 397B Model Simulates Agent Environments Better Than GPT-5.4
InSight Enables Robots to Autonomously Learn New Tasks
OpenAnt LLM Pipeline Flags 28 Exploitable Vulnerabilities in OpenSSL
Physics-Augmented Koopman Networks Guarantee Generalization on Irregular Meshes
DeepMind's Report Names "Jagged" Capability Gains as ASI Risk
Claude Fable 5 Autonomously Patched Code and Cost $110 in a Day
Google's DiffusionGemma Hits 1,000 Tokens Per Second
GRPO Cuts Pause-Handling Errors in Full-Duplex Agents Without Semantic Loss
Single Linear Layer Outperforms 1M-Parameter Gate in MTP Speedup Test
AHA-WAM achieves 4.59× faster robot control by decoupling Diffusion Transformers
Waterloo researchers cut uncertainty quantification cost 99.7% with FASE
StreamMA Cuts Multi-Agent Reasoning Latency 26.9×
Alibaba Open-Sources Skill-RM for Unified LLM Reward Evaluation
Robot Manipulation Accuracy Jumps 22.5% With Motion-Aware Encoder
HullFT Method Cuts Test-Time Finetuning Latency Versus SIFT
Bidirectional Evolutionary Search Escapes Autoregressive Limits in Reasoning
