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Nvidia Technical Blog

AI Reasoning at Scale Try out DeepSeek-R1’s reasoning capabilities with NVIDIA-hosted APIs or deploy it anywhere with NVIDIA NIM inference microservices. Accelerate Apache Spark ML on NVIDIA GPUs with Zero Code Change How Using a Reranking Microservice Can Improve Accuracy and Costs of Information Retrieval Superchar

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NVIDIA Technical Blog
developer.nvidia.com > blog > how-to-size-gpus-for-ai-inference-and-tco-without-overspending

How to Size GPUs for AI Inference and TCO Without Overspending

1+ week, 6+ day ago   (571+ words) Cutting through the noise starts with one deceptively simple question: What problem are you solving? Different use cases map to wildly different infrastructure footprints. At a high level, most inference workloads fall into one of these four buckets: After mapping…...

NVIDIA Technical Blog
developer.nvidia.com > blog > how-nvidia-groq-3-lpx-unlocks-ultrafast-interactivity-at-long-context-on-nvidia-vera-rubin

How NVIDIA Groq 3 LPX Unlocks Ultrafast Interactivity at Long Context on NVIDIA Vera Rubin

2+ week, 6+ day ago   (814+ words) Agentic sessions are characterized by multiturn inference. At the end of each turn, the agent’s output is appended to the continually growing context that is fed into all subsequent turns. As Figure 1 shows, context can grow to hundreds of thousands…...

NVIDIA Technical Blog
developer.nvidia.com > blog > nvidia-bluefield-4-powers-new-scale-in-network-infrastructure-for-agentic-ai-factories

NVIDIA BlueField-4 Powers New Scale-In Network Infrastructure for Agentic AI Factories

2+ week, 6+ day ago   (205+ words) North-south networks provide the access path into and out of a data center, connecting users, applications, data sources, storage systems, and services to individual systems. Traditional cloud data centers built these networks around software-defined infrastructure, composability, and elasticity, so resources…...

NVIDIA Technical Blog
developer.nvidia.com > blog > nvidia-vera-rubin-and-blackwell-set-a-new-standard-for-agentic-ai-performance-per-watt

NVIDIA Vera Rubin and Blackwell Set a New Standard for Agentic AI Performance per Watt

2+ week, 6+ day ago   (443+ words) AgentX is the agentic-coding benchmark in InferenceX, SemiAnalysis’s open-source benchmark suite. It measures how efficiently accelerators serve the request patterns produced by real coding agents. Agentic sessions are long, stateful, and variable: they chain model calls, tool use, and growing…...

NVIDIA Technical Blog
developer.nvidia.com > blog > solving-agentic-ai-fleet-challenges-with-nvidia-vera-cpu

Solving Agentic AI Fleet Challenges with NVIDIA Vera CPU

3+ week, 1+ day ago   (289+ words) The shape of an agentic trajectory is defined by its length and width (Figure 2). This is why the relevant optimization target for an agentic CPU fleet is the total number of completed user sessions, not raw core count. High-core-count systems…...

NVIDIA Technical Blog
developer.nvidia.com > blog > nvidia-avo-reaches-100-on-arc-agi-3-demonstrating-a-frontier-level-general-purpose-architecture-for-long-horizon-autonomous-agents

NVIDIA AVO Reaches 100% on ARC-AGI-3, Demonstrating a Frontier-Level General-Purpose Architecture for Long-Horizon Autonomous Agents

3+ week, 2+ day ago   (1011+ words) The research project elevates Claude Opus 5 from a 30% model baseline to 100% as part of the complete AVO agent system, showing that system design—not model capability alone—can unlock frontier-level long-horizon performance This post introduces the AVO architecture and the…...