Running Autonomous AI Agent Loops Directly on Microcontroller Hardware

QClaw demonstrates that sophisticated AI agent loops can execute entirely on resource-constrained microcontrollers without cloud dependencies. This challenges the prevailing paradigm where edge AI relies on remote APIs, enabling true autonomous embedded intelligence capable of self-programming IoT devices and operating completely offline.