§ BEAT
Research
Piper Compiler Eliminates Hand-Coding for Distributed Training
FASE Cuts Hallucination Detection to 333x Speed
SIGA Speeds Coding Agents on Scientific Simulators by 36×
Output Format Drives Faster Accuracy Loss Than Domain Shift in Multimodal LLMs
GPIC Open-Source Dataset Displaces ImageNet-1K as Standard Training Corpus
Omega-QVLA Cuts Robot Vision Model Memory by 71% Without Retraining
Production Hardware Tests Needed Before OFT Replaces LoRA at Scale
Schema.org Metadata Cuts Agentic Retrieval Errors by Two-Thirds
Meta Shrinks Mixture-of-Experts to Smartphones Without Cloud Offloading
IBM Framework Classifies Code Changes at 84% Recall
Five Bugs Killed agentmemory in Seven Days
Microsoft's SkillOpt Lifts Agent Accuracy 24 Points via Automated Skill Refinement
NVIDIA's CARV cuts 3D distillation compute by 2–3×
Allen AI's OlmoEarth v1.1 cuts satellite inference compute 3x
Autonomous Disease Forecasting System Outperforms CDC Ensemble on Blinded Tests
Grep Beats Vector Search in Inline Agent Retrieval
TFlow cuts multi-agent inference tokens 83% via weight injection
IBM Boosts Zero-Shot Search Accuracy 25% With LLM Query Refinement
Optimizer-Model Consistency Cuts LLM Forgetting in Finetuning
Sparse MoEs retain accuracy at 87.5% weight pruning
LongSeeker Beats Competitors on Long-Horizon Tasks
OpenSeeker-v2 beats Alibaba's Tongyi on agentic search benchmarks
Automated agent recommender cuts multi-agent system engineering steps to one
Knowledge Distillation Brings Code Clone Detection On-Premise
Diffusion Models Cut Compute on Sparse Data with Selective Processing
RunAgent Enforces Deterministic Execution for LLM Workflows
Columbia Releases Open-Source 100 Hz Tactile Sensor
Microsoft generates 1,000 synthetic computers to train agents
Carbon-Taxed Transformers Cut Model Memory 49x Without Retraining
