Factory Flow-an autonomous predictive parts agent

FactoryFlow is an autonomous predictive maintenance and parts procurement agent for small-to-medium manufacturers. It monitors vibration sensor data in real time, detects imminent machine failure using a time-series foundation model running on AMD GPU hardware, and autonomously sources and pre-orders replacement parts — all without human intervention until the final budget-authorization step. Manufacturers lose ~$50k per hour of unplanned machine downtime. FactoryFlow turns a vibration sensor on the factory floor into an autonomous procurement loop: 1. A simulated RPi sensor streams 512-point FFT windows over an MCP server 2. MOMENT-1-large scores each window for bearing/gear/imbalance faults on AMD GPU hardware (MI300X via ROCm) 3. The Engineer Agent maps the dominant fault frequency to a part SKU 4. The Procurement Agent (powered by Qwen3-8B) scrapes suppliers via Apify and selects the best price-vs-RUL trade-off 5. Proxlock gates the purchase with a human authorization step 6. X402 executes the payment programmatically