…Edition Fixed-share scheduling for heterogeneous vGPU : Ensures consistent scheduling duration and frequency for each vGPU instance irrespective of other instances on the physical GPU vGPU support for VergeOS : Automates GPU driver…
…At NVIDIA he helps define GPU-accelerated Kubernetes and health-automation patterns for large-scale AI infrastructure, influencing how cloud providers and their customers run production GPU workloads reliably at scale. View…
…Utilization metrics for various hardware units Instruction count and throughput Memory load/store events and throughput Cache hits/misses Branches and divergent branches Many more Enables automated bottleneck identification based on metrics…
…This was critical for the Sarvam 30B architecture; RadixAttention enables automatic prefix sharing, allowing the shared expert context and system prompts to be computed once and reused across concurrent requests. Furthermore, SGLang…
…They validate that a platform can meet strict latency budgets for demanding use cases like high-frequency market making, short-term price prediction, and automated hedging. Furthermore, because the benchmark is designed…
…Metadata exchange Target agent metadata is shared with initiator agents for planned transfers. During runtime, new metadata can be loaded, or metadata of another agent can be removed. This is a key…
…Only a subset of experts activates per token, keeping latency low and throughput high—critical when many agents are running concurrently in a shared deployment. Latent MoE Standard MoE architectures route tokens…
…NVIDIA B200, NVIDIA H100, NVIDIA A100, and NVIDIA L4. In this blog we’ll share more details about how we were able to place so high on the leaderboard. CUDA Python: GPU…
…Developers are eager to deploy these models at the edge, enabling physical AI agents and autonomous robots to automate heavy-duty tasks. A key challenge is efficiently running multi-billion-parameter models…
…Without MIG, safety‑critical and noncritical workloads running on the same GPU, such as a low‑latency motor control alongside heavier perception or language models, compete for shared resources. A bursty task…