SGLang development is being augmented with agent-assisted workflows that encode procedural engineering knowledge into executable skills, covering LLM serving, GPU kernels, diffusion pipelines, and pro…
NVIDIA announced that its Confidential Computing technology for Blackwell GPUs achieves up to 98% of the inference performance of non-secure solutions, enabling hardware-rooted AI security without sig…
A developer reports that running gpt-oss-120B on an NVIDIA DGX Spark (GB10) failed due to MXFP4 quantization lacking native hardware support on SM121, causing kernel hangs and memory spikes. Switching…
Researchers at the FlashInfer MLSYS Challenge developed a formal verification method using the SPIN model checker to detect deadlocks in CuTe DSL kernels running on NVIDIA B200 GPUs. The approach, dem…
A new open-source tool, Auto GPU Kernel, autonomously discovers and optimizes GPU kernels, achieving a 34.93x average speedup to rank first in the DeepSeek Sparse Attention track of the MLSys 2026 Fla…