Does Edge AI Actually Cut Cloud Costs? A Fact-Check
Fact-checking the claim that edge AI slashes cloud bills: where the savings are real, where they hide capital and ops costs, and the break-even math for 2026.
KubeEdge vs K3s vs MicroK8s: Edge Kubernetes (2026)
A 2026 deep-dive comparing KubeEdge, K3s, and MicroK8s for edge Kubernetes: architecture, offline autonomy, footprint, and a production setup walkthrough.
IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
What Is IoT? The Internet of Things Explained from First Principles (2026)
What is IoT? A deep, first-principles guide to the Internet of Things in 2026 — architectures, protocols, edge AI, security, and where the field is going.
Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)
Kubernetes vs Nomad for edge workloads — weighted decision matrix across footprint, scheduling, multi-cloud, ecosystem, and operational realities.
K3s vs MicroK8s vs KubeEdge: Edge K8s ADR (2026)
K3s vs MicroK8s vs KubeEdge for edge clusters — an ADR weighing footprint, offline behavior, device management, and operational cost.
WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)
WebAssembly at the edge with WASI Preview 3 — async, components, capability-based security, and a 2026 reference architecture for sub-millisecond cold-starts on IoT gateways.
WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)
WebAssembly at the edge with WASI Preview 3 — async, components, capability-based security, and a 2026 reference architecture for sub-millisecond cold-starts on IoT gateways.
Edge AI Inference at Scale: Deploying Optimized Models on NVIDIA Jetson, Intel Movidius, and ARM NPUs
Complete engineering guide to deploying optimized AI models on edge hardware. Model quantization, TensorRT optimization, containerized inference pipelines, and fleet management at scale.
Kubernetes at the Edge with K3s: A Production-Grade Setup Guide
HA K3s at the edge — embedded etcd vs external DB, overlay trade-offs, air-gap sync, upgrade path, and ARM64 specifics.