ChurchBuddies

MixPilot is an agent-supported AutoML pipeline that helps concrete factories build their own strength prediction model and find lower-CO₂ mixes. A Muse Spark agent reads the factory’s messy Excel files, prepares the data and, using statistical tests, finds extra columns worth using. AutoML then trains and compares versions of Meta’s BOxCrete model, keeps the best one for that factory, and proposes lower-CO₂ mixes to test in the lab.