Insights
Engineering articles & case studies
Architecture notes, benchmarks, and field reports from edge deployments.
Latency optimizations for edge inference
How to reduce end-to-end latency for on-device ML: batching, model quantization, and near-source routing.
Secure provisioning at scale
Patterns for device identity, attestation, and revocation in constrained environments.
Offline-first systems: design patterns
Designing systems that tolerate intermittent connectivity and offer strong consistency where needed.
Benchmarking edge runtimes: methodology and results
A reproducible benchmarking suite comparing edgeX core vs. alternatives across power, latency, and throughput.
Observability for distributed edge fleets
Telemetry, traces, and health metrics: stitching limited-bandwidth signals into actionable dashboards.