Edge AI

A client needed AI-powered incident analysis for their IoT fleet, but security policy prohibited sending device telemetry to any external service. We built it on their existing hardware.

How to take a trained model and make it actually run on your constrained embedded hardware — quantization, pruning, and deployment strategies. Includes five failure modes we've seen kill projects after the prototype worked.