Tag - AI Deployment
The hard part of Edge AI OTA is not pushing a new package. It is designing staged rollout, rollback, and remote recovery for devices whose firmware, model, and configuration evolve together. This article explains how to do it from ESP32 to RK3566.
Blog, Embedded System Development , March 26, 2026 , AI Deployment, Device Operations, Edge AI, ESP32, Fleet Management, OTA, Remote Recovery, RK3566, Rollback, Staged Rollout
An in-depth exploration of how integrates AI in hardware devices, covering technical principles, voice interaction optimization, model deployment strategies, and cost considerations.
Blog, Embedded System Development , March 12, 2025 , AI Costs, AI Deployment, AI hardware, Cloud AI, Edge AI, IoT Devices, Model Optimization, Smart Hardware, Voice Interaction