Blog

• The EU AI Act Is Live. On-Site Inference Is Already Compliant by Design.

  The EU AI Act's transparency and disclosure rules took effect August 2. On-premise edge AI for video analytics is structured in ways that satisfy most of what the Act requires — not by accident, but by architecture.

  Wed Aug 26 2026

• Jetson Orin Nano 2 Doubles Inference at Lower Power. What That Means for a Real Site.

  NVIDIA's new Jetson Orin Nano 2 doubles inference throughput at lower power draw. We look at what that actually changes for an edge video analytics deployment.

  Wed Aug 12 2026

• AMD Just Entered Edge AI Silicon. Do You Wait, or Deploy Now?

  AMD announced the Kria AI Robotics platform and Ryzen AI Embedded X100 series, pitching directly against NVIDIA Jetson. Here's how to think about the timing decision.

  Wed Jul 29 2026

• The First Autonomous AI Attack Was Cloud-Connected. Ours Isn't.

  Sysdig documented JADEPUFFER — an AI agent running an entire ransomware chain unsupervised via Langflow-connected infrastructure. The attack surface was the cloud connection. Edge inference doesn't have one.

  Wed Jul 15 2026

• NVIDIA Shipped Physical AI Tools at GTC Taipei. Here's What's Actually Useful.

  NVIDIA dropped a wave of physical AI tooling at GTC Taipei and Computex. We cut through the announcements to what actually matters for a real edge video deployment.

  Thu Jun 25 2026

• When the Government Restricts Frontier Models, On-Premise Wins by Default

  Washington pulled public access to Anthropic's Mythos and gated GPT-5.6 to pre-approved partners. For on-premise edge AI, none of that applies — the model is already on your hardware.

  Wed Jun 10 2026

• When Cloud Compute Runs Short, Who Owns Your Inference?

  The WSJ reported that 60%+ of planned 2027 data-center capacity hadn't broken ground. If your video analytics depends on cloud inference, that's your SLA problem too.

  Wed May 20 2026

• Big Tech Is Spending $725B on Cloud AI. Your Cameras Are Already On-Site.

  While hyperscalers race to centralize compute in data centers, the cameras at your physical sites aren't moving. Here's what that means for where the intelligence should run.

  Wed Apr 15 2026

• Building a VLM-Augmented Safety Monitor with Atriva

  A practical tutorial: wire Atriva's edge AI safety detection to a VLM to get automated incident reports, severity scoring, and natural-language alerts — with real code.

  Wed Mar 25 2026

• Edge AI Is the Perception Layer for AI Agents

  AI agents can reason, plan, and act — but they can't see. Here's why edge AI is the missing half of every agentic system deployed in the physical world.

  Fri Feb 06 2026

• Atriva AI and the Rise of Physical AI

  Atriva AI goes beyond edge vision to enable real-world, event-driven Physical AI systems.

  Wed Dec 17 2025

• Why You Still Need to Learn How to Code

  Even in the age of AI, real growth comes from building real products.

  Sun Nov 23 2025

• Learn by Building: Why Atriva AI Is for New CS Graduates

  Atriva AI helps new CS graduates and junior engineers learn by building real products on open source architectures.

  Thu Nov 06 2025

• Why We Still Need Atriva AI in a World Where Cloud AI Can Build Apps Automatically

  General-purpose cloud AI can generate entire apps—but edge AI remains fragmented, hardware-specific, and deeply tied to real-world sensors. Here’s why platforms like Atriva AI still matter.

  Thu Oct 23 2025

• 🚀 Announcing the Atriva AI Community — Building the Future of Edge AI Together

  Introducing the Atriva AI Community GitHub — an open ecosystem for developers and graduates to learn, build, and launch real-world Edge AI products.

  Sat Oct 04 2025

• Why We Started Atriva: Turning Frustration into a Framework for Edge AI

  A founder’s perspective on the chaos of rebuilding edge AI applications and why it’s time to focus on business value, not just infrastructure.

  Wed Aug 27 2025