The NVIDIA DeepStream SDK is a comprehensive real-time streaming analytics toolkit based on GStreamer for AI-based multi-sensor processing, video, audio, and image understanding. It’s ideal for developers, software partners, startups, and OEMs building vision AI agents, applications, and services for a wide range of industries like smart cities, retail, manufacturing, and more.You can now create and deploy stream-processing pipelines that incorporate generative AI and other complex processing tasks like multi-camera tracking in minutes. To further accelerate development, DeepStream is also par
DeepStream SDKNVIDIA AI Blueprints are customizable reference workflows for building generative AI pipelines. Developers can use NVIDIA AI Blueprints to build multimodal RAG pipelines. The RAG Blueprint is built on NVIDIA NeMo Retriever models for continuously indexing multimodal documents for fast and accurate semantic search at enterprise scale. The VSS Blueprint ingests massive volumes of streaming or archival video for search, summarization, interactive Q&A, and event-trigger actions such as alerting.
Make Sense of Video Analytics by Integrating NVIDIA AI Blueprints | NVIDIA Technical Blog… Use these as a reference to write your own prompts for any vision AI application you can imagine: Multi-stream tracking with 4 RTSP cameras and tiled display Analytics — ROI filtering, line-crossing, overcrowding, and direction detection Video file inference with bounding box display Video inferenc… …
Agentic AI / Generative AI Streaming Tokens and Tools: Multi-Turn Agentic Harness Support in NVIDIA Dynamo May 08, 2026 By Matej Kosec , Ishan Dhanani , Benjamin Klieger and Alec Flowers Discuss 1 Discuss 1 L T F R E AI-Generated Summary Like Dislike NVIDIA Dynamo enhances agentic exchange by suppo… …
… Additional Resources Technical Blogs BuildReal-Time Visual Inspection Pipelines With NVIDIA TAO 6 and DeepStream 8 Mitigating Visual Perception Occlusions Using Single-View 3D Tracking in NVIDIA DeepStream State-of-the-Art Real-Time Multi-Object Trackers With NVIDIA DeepStream SDK 6.2 Building an E… …
… Optimizing for enterprise workflows: The case for dedicated RAG A key architectural decision to keep RAG Blueprint as a separate, standalone server instead of merging all sources, such as video and docs, was driven by several real-world factors: Multi-workstream support: The RAG Blueprint serves mu… …
… What Is NVIDIA DeepStream? The NVIDIA DeepStream SDK is a comprehensive real-time streaming analytics toolkit based on GStreamer for AI-based multi-sensor processing, video, audio, and image understanding. …
… 1st token ------ Mean TPOT ms : 288.58 Median TPOT ms : 313.57 P99 TPOT ms : 342.16 ---------------Inter-token Latency---------------- Mean ITL ms : 288.58 Median ITL ms : 255.87 P99 ITL ms : 802.91 ================================================== 既知の問題 「 vLLM container on Jetson Thor: second sta… …
… Q: Should I enable Streamline on non-NVIDIA hardware? A: Yes. Streamline is an open-source SDK developed by NVIDIA, it supports multiple features that work across all hardware vendors. …
… This workload is ideal for benchmarking because it mixes three distinct traffic patterns: ASR streaming : Constant, low-compute stream processing with NVIDIA Parakeet 1.1B TTS bursty : Idle for seconds, then spikes to 100% usage to generate audio in milliseconds with NVIDIA Magpie Multilingual LLM … …
… Customization of Qwen3.5 for domain-specific tasks is facilitated by the NVIDIA NeMo framework, which provides PyTorch-native high-throughput fine-tuning, Slurm and Kubernetes multinode support, and Hugging Face integration for streamlined adaptation and optimization. …
… NVIDIA DeepStream This is a complete streaming analytics toolkit for AI-based multi-sensor processing, video, audio, and image understanding. …