# Video Analytics

Published articles for Video Analytics.

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## Developing NVIDIA Holoscan Applications with CLI, Skills, and AI Coding Agents

DevFeed: [Developing NVIDIA Holoscan Applications with CLI, Skills, and AI Coding Agents](<https://devfeed.tech/articles/developing-nvidia-holoscan-applications-with-cli-skills-and-ai-coding-agents-6813.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/developing-nvidia-holoscan-applications-with-cli-skills-and-ai-coding-agents/>)

Author: Elizabeth Goodman

Published: 2026-08-19T22:22:37Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [Holoscan](<https://devfeed.tech/topics/holoscan.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Medical imaging](<https://devfeed.tech/topics/medical-imaging.md>), [Robotics](<https://devfeed.tech/topics/robotics.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [clara](<https://devfeed.tech/tags/clara.md>), [cli](<https://devfeed.tech/tags/cli.md>), [computer-vision-video-analytics](<https://devfeed.tech/tags/computer-vision-video-analytics.md>), [edge](<https://devfeed.tech/tags/edge.md>), [edge-computing](<https://devfeed.tech/tags/edge-computing.md>), [featured](<https://devfeed.tech/tags/featured.md>), [healthcare-life-sciences](<https://devfeed.tech/tags/healthcare-life-sciences.md>), [holoscan](<https://devfeed.tech/tags/holoscan.md>), [medical-devices](<https://devfeed.tech/tags/medical-devices.md>), [medical-imaging](<https://devfeed.tech/tags/medical-imaging.md>), [monai](<https://devfeed.tech/tags/monai.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [skills](<https://devfeed.tech/tags/skills.md>), [video-analytics](<https://devfeed.tech/tags/video-analytics.md>)

### AI overview

An NVIDIA Holoscan developer article about building real-time edge AI applications with CLI skills and AI coding agents, covering use cases including medical imaging and robotics.

### Source excerpt

NVIDIA Holoscan is a platform for building real-time AI applications at the edge, from medical imaging to robotics. HoloHub is its companion repository: a...

## NVIDIA JetPack 7.2.1 Adds Agentic Video Skills and T3000 Emulation

DevFeed: [NVIDIA JetPack 7.2.1 Adds Agentic Video Skills and T3000 Emulation](<https://devfeed.tech/articles/nvidia-jetpack-7-2-1-adds-agentic-video-skills-and-t3000-emulation-6897.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/nvidia-jetpack-7-2-1-adds-agentic-video-skills-and-t3000-emulation/>)

Author: Elizabeth Goodman

Published: 2026-08-11T19:00:00Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [Jetson](<https://devfeed.tech/topics/jetson.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [CUDA](<https://devfeed.tech/topics/cuda.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [AI Inference](<https://devfeed.tech/topics/ai-inference.md>), [Inference Performance](<https://devfeed.tech/topics/inference-performance.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Low Latency](<https://devfeed.tech/topics/low-latency.md>), [C++](<https://devfeed.tech/topics/c-plus-plus.md>), [Python](<https://devfeed.tech/topics/python.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Automation](<https://devfeed.tech/topics/automation.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai-inference](<https://devfeed.tech/tags/ai-inference.md>), [automation](<https://devfeed.tech/tags/automation.md>), [c-plus-plus](<https://devfeed.tech/tags/c-plus-plus.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [edge-computing](<https://devfeed.tech/tags/edge-computing.md>), [featured](<https://devfeed.tech/tags/featured.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [inference](<https://devfeed.tech/tags/inference.md>), [jetpack](<https://devfeed.tech/tags/jetpack.md>), [jetson](<https://devfeed.tech/tags/jetson.md>), [latency](<https://devfeed.tech/tags/latency.md>), [low-latency](<https://devfeed.tech/tags/low-latency.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [python](<https://devfeed.tech/tags/python.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [robotics-compute](<https://devfeed.tech/tags/robotics-compute.md>), [sdks](<https://devfeed.tech/tags/sdks.md>), [video-analytics](<https://devfeed.tech/tags/video-analytics.md>), [video-codec-sdk](<https://devfeed.tech/tags/video-codec-sdk.md>)

### AI overview

NVIDIA JetPack 7.2.1 adds PyNvVideoCodec 2.2 support on Jetson Thor, enabling Python-based hardware video encoding and decoding with GPU-resident frames. It also introduces agentic video skills that turn developer goals into device inspection, configuration, execution, measurement, and evidence-driven codec workflows.

### Source excerpt

Video is a core data path across NVIDIA Jetson applications, from robotics and intelligent video analytics to industrial automation, healthcare, media...

## Integrating Context-Aware Video AI Agents Into Enterprise Workflows

DevFeed: [Integrating Context-Aware Video AI Agents Into Enterprise Workflows](<https://devfeed.tech/articles/integrating-context-aware-video-ai-agents-into-enterprise-workflows-6869.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/integrating-context-aware-video-ai-agents-into-enterprise-workflows/>)

Author: Tanya Lenz

Published: 2026-07-16T16:03:35Z

Content type: tutorial

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [computer-vision-video-analytics](<https://devfeed.tech/tags/computer-vision-video-analytics.md>), [developer-tools-techniques](<https://devfeed.tech/tags/developer-tools-techniques.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [featured](<https://devfeed.tech/tags/featured.md>), [integration](<https://devfeed.tech/tags/integration.md>), [nemoclaw](<https://devfeed.tech/tags/nemoclaw.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [rag](<https://devfeed.tech/tags/rag.md>), [retrieval-augmented-generation-rag](<https://devfeed.tech/tags/retrieval-augmented-generation-rag.md>), [video](<https://devfeed.tech/tags/video.md>), [video-analytics](<https://devfeed.tech/tags/video-analytics.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

A tutorial on integrating context-aware video AI agents into enterprise workflows with NVIDIA NemoClaw, Video Search and Summarization, and retrieval-augmented generation blueprints.

### Source excerpt

A video analytics AI agent that can perceive, reason, and act based on massive amounts of video footage must be integrated with existing workflows and...

## Build a Multi-Camera 3D Tracking Application with NVIDIA DeepStream 9.1 Skills

DevFeed: [Build a Multi-Camera 3D Tracking Application with NVIDIA DeepStream 9.1 Skills](<https://devfeed.tech/articles/build-a-multi-camera-3d-tracking-application-with-nvidia-deepstream-9-1-skills-6766.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/build-a-multi-camera-3d-tracking-application-with-nvidia-deepstream-9-1-skills/>)

Author: Elizabeth Goodman

Published: 2026-07-15T23:00:00Z

Content type: tutorial

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [multi-camera tracking](<https://devfeed.tech/topics/multi-camera-tracking.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Jetson](<https://devfeed.tech/topics/jetson.md>), [GitHub](<https://devfeed.tech/topics/github.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [real-time](<https://devfeed.tech/topics/real-time.md>)

Tags: [3d](<https://devfeed.tech/tags/3d.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-development](<https://devfeed.tech/tags/ai-development.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [applications](<https://devfeed.tech/tags/applications.md>), [automation](<https://devfeed.tech/tags/automation.md>), [computer-vision-video-analytics](<https://devfeed.tech/tags/computer-vision-video-analytics.md>), [deepstream](<https://devfeed.tech/tags/deepstream.md>), [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [edge](<https://devfeed.tech/tags/edge.md>), [featured](<https://devfeed.tech/tags/featured.md>), [github](<https://devfeed.tech/tags/github.md>), [jetpack](<https://devfeed.tech/tags/jetpack.md>), [jetson](<https://devfeed.tech/tags/jetson.md>), [metropolis](<https://devfeed.tech/tags/metropolis.md>), [multi-camera-tracking](<https://devfeed.tech/tags/multi-camera-tracking.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [research](<https://devfeed.tech/tags/research.md>), [spaces](<https://devfeed.tech/tags/spaces.md>), [video](<https://devfeed.tech/tags/video.md>), [video-analytics](<https://devfeed.tech/tags/video-analytics.md>)

### AI overview

This article introduces NVIDIA DeepStream 9.1 capabilities for building multi-camera 3D tracking applications. It explains how AutoMagicCalib and Multi-View 3D Tracking combine detections from auto-calibrated cameras in a shared 3D coordinate system, maintaining consistent object IDs across views. It also highlights agentic skills, JetPack support for Jetson edge platforms, and open-source reference implementations.

### Source excerpt

Developers building video analytics applications across large spaces must track the same object as it moves between camera views. Single-camera 2D tracking...