{"repo":"SensorsIot/Embedded-AI-Harness","free":true,"listed":false,"github":"https://github.com/SensorsIot/Embedded-AI-Harness","clone":"git clone https://github.com/SensorsIot/Embedded-AI-Harness.git","description":"AI Closed-Loop Programming for embedded systems — the AI writes, flashes, and tests firmware on real hardware until the tests run clean. Spec to silicon, hands off.","language":"Python","stars":166,"topics":["ai","claude","closed-loop","embedded","esp32","mcp","raspberry-pi","tdd","test-automation"],"license":"MIT","category":"mcp-servers","readme_excerpt":"The Harness — AI Closed-Loop Programming for Embedded Systems Spec to silicon, hands off. A horse is strong, fast, and willing — and useless for heavy loads until you harness it. The harness is not a part of the horse and not a part of the cart: it is the coupling that turns raw strength into pulled weight. An AI is the same. It can write firmware all day — but it can't flash a board, can't see it boot, can't know whether its fix actually worked on real hardware. Unharnessed, it generates code and hopes. This repository is the harness: strap the AI in, and it pulls — writes the code, compiles it, flashes it onto a real ESP32, tests it against real WiFi, MQTT, BLE and RF, reads the failures, corrects itself, and goes again — until the tests run clean. 🔄 AI Closed-Loop Programming Today's AI coding is open-loop : prompt → code → hope. No feedback, so errors accumulate uncorrected — which is exactly why people don't trust AI-written firmware. AI Closed-Loop Programming (AICLP) closes the loop with reality: Every embedded engineer knows this diagram — it's a control loop. The spec (FSD) is the setpoint, the firmware on the chip is the plant, the tests are the sensor, failing tests are the error signal, and the AI is the controller that corrects until the error reaches zero. True TDD, enabled by AI. For twenty-five years, developers drove and tests advised — written after the code, skipped under deadline, tuned until they passed. Here the tests drive for the first time: derived f","default_branch":null,"files":null,"tree":[],"storefront":"/r/SensorsIot","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/SensorsIot/Embedded-AI-Harness/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}