Bash is one of the most flexible and powerful interfaces exposed to AI agents. In the right system, a model that emits grep, curl, tar,...
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Streaming Tokens and Tools: Multi-Turn Agentic Harness Support in NVIDIA Dynamo
An agentic exchange must preserve a structured interaction: assistant turns interleave reasoning with one or more tool calls, and subsequent user turns return... An agentic...
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Model Quantization: Post-Training Quantization Using NVIDIA Model Optimizer
Model quantization is an effective method to reduce VRAM usage and improve inference performance on consumer devices such as NVIDIA GeForce RTX GPUs. By... Model...
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Achieving Peak System and Workload Efficiency on NVIDIA GB200 NVL72 with Slurm Block Scheduling
NVIDIA GB200 NVL72 introduces a fundamentally new way to build GPU clusters by extending NVIDIA NVLink coherence across an entire rack. This design enables... NVIDIA...
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Real-Time Performance Monitoring and Faster Debugging with NCCL Inspector and Prometheus
Distributed deep learning depends on fast, reliable GPU-to-GPU communication using the NVIDIA Collective Communication Library (NCCL). When training slows down,... Distributed deep learning depends on...