Edge AI Stack
Edge AI Stack covers the hardware, infrastructure, and deployment decisions that matter when running AI workloads at the edge — on cameras, gateways, industrial nodes, and on-premise servers where power budgets, thermal limits, storage endurance, and total cost determine what actually ships and stays running.
What You'll Find Here
- Hardware comparisons across accelerators and platforms (Jetson, Coral TPU, Hailo, RK3588, and more)
- Deployment guides for cameras, PoE infrastructure, and edge networking
- Storage and endurance analysis — NVMe, eMMC, TBW ratings, and write amplification at the edge
- Power and thermal design — UPS sizing, fanless enclosures, and heat dissipation strategies
- Checklists and reference architectures for repeatable edge AI deployments
Start Here
Latest Guides
- Edge AI Reference Architecture: 8-Camera PoE Deployment
- Jetson Deployment Checklist: From Unboxing to Production
- Networking for Edge AI: VLANs, PoE Switches, and Bandwidth Math
- Storage Layout and Ring Buffer Design for Edge AI
- NVMe for Jetson Orin Nano: PCIe Lanes, Endurance, and Drive Selection
- PoE Switch Power Budget for 8 Cameras: Calculation and Selection Guide
- YOLOv8 RAM Requirements on Jetson: Sizing by Scenario
All Guides
- Jetson vs Coral TPU: Hardware Trade-offs at the Edge
- Best Edge AI Starter Kits in 2026
- SSD Endurance for Edge AI: TBW, Wear, and What to Buy
- Edge AI Reference Architecture: 8-Camera PoE Deployment
- Fanless Mini PCs for Edge AI: Thermals, Limits, and When They Work
- RAM Sizing for Edge AI Inference: 16 vs 32 vs 64 GB
- Power and UPS Sizing for Edge AI Deployments
- Networking for Edge AI: VLANs, PoE Switches, and Bandwidth Math
- Storage Layout and Ring Buffer Design for Edge AI
- Jetson Deployment Checklist: From Unboxing to Production
- NVMe for Jetson Orin Nano: PCIe Lanes, Endurance, and Drive Selection
- PoE Switch Power Budget for 8 Cameras: Calculation and Selection Guide
- YOLOv8 RAM Requirements on Jetson: Sizing by Scenario