Alchemy is a platform for decentralized data model training that utilizes chain security encryption operations and the random forest training algorithm. The blockchain ecosystem nodes transfer transaction decision data back to beacons to enable data extraction, utilization, rights determination, and rewards. Additionally, the platform integrates random forest algorithms to achieve decentralized decision model construction and training systems. Beacons provide feedback from data samples to modify the fitting model. This results in the realization of a decentralized, self-iterative, autonomous incentive system for data model training.