ResearchCUDA Agent Agentic RL for GPU Kernel Generation Outperforms Opus 4.5arXiv·high signalAgentic RL system generates optimized CUDA kernels outperforming torch.compile by 100% and Claude Opus 4.5 by 40% on hardest tasksSourceSource pagearXiv↳ Follow the threadStack layer / ContrastTool-Making Agents Compile Repeated SOP Steps Into Versioned Tools Before DeploymentarXivStack layer / Update threadVisual Action Outcome Reasoning Alignment Improves VLM Physical ReasoningarXivStack layerMCP-Grounded Agent Pipeline Converts Legacy Docs to NIST OSCAL for Continuous CompliancearXivStack layerAutoMem: Optimizing Agent Memory Alone Lifts a 32B Model to Opus 4.5 TerritoryarXiv / HuggingFace Daily PapersStack layerVera Framework Auto-Generates Agent Safety Tests; 93.9% Attack Success on Production FrameworksarXivPolicy dependencyMPFlow Uses Graph RL for Budget-Constrained Liquidity Placement on Lightning NetworkarXivStack layer / Threat patternOpen-Source Multi-Agent Firewall Intercepts Both HTTP(S) and WebSocket LLM TrafficarXivStack layerActivation Dispersion Predicts LLM Factual Reliability Before It AnswersarXiv