Practical open-source tools for computer vision, video intelligence, and edge AI.

Nanexus AI is an open-source engineering initiative focused on building practical AI systems that connect modern machine learning with real-world video and edge applications.

Our goal is simple:

Build useful tools that are understandable, deployable, and open.

Tools for real-world video processing and analytics, including:

• object detection and tracking
• video understanding
• privacy-aware video processing
• event and scene analysis
• intelligent video pipelines

Efficient AI systems designed to run close to where data is generated:

• embedded and edge inference
• hardware-accelerated vision pipelines
• resource-efficient AI deployment
• local-first processing

Exploring practical ways to combine traditional computer vision with newer AI models:

• Vision-Language Models (VLMs)
• multimodal reasoning
• AI-assisted video analysis
• hybrid CV + VLM architectures

We are particularly interested in technologies that make intelligent video systems safer and more privacy-aware.

This includes areas such as automated anonymization, local processing, secure deployment, and security analysis of video infrastructure.

Nanexus AI projects aim to be:

Practical Built around real problems rather than technology demonstrations alone.

Deployable Designed with real hardware, real video streams, and real operating environments in mind.

Understandable Architectures and dependencies should remain reasonably transparent.

Local-first where practical Sensitive data should not need to leave the local system unless there is a good reason.

Open Projects are developed in public so that others can inspect, learn from, use, and improve them.

Our first open-source projects are currently under development.

Initial work focuses on video privacy, edge video processing, and intelligent video infrastructure.

Watch this space.

We believe open source can be both a contribution to the community and a foundation for real-world products.

Nanexus AI is open to collaboration around commercial applications, custom development, system integration, and deployment based on our open-source technologies and areas of expertise.

If you're working on a problem involving computer vision, video analytics, edge AI, or intelligent video systems, we'd be interested in hearing about it.

Nanexus AI Computer Vision · Video Intelligence · Edge AI