Alchemy: Open Source AI. Welcome to the Alchemy system! Alchemy is a software package providing a series of algorithms for statistical relational learning and probabilistic logic inference, based on the Markov logic representation. Alchemy allows you to easily develop a wide range of AI applications, including: Collective classification; Link prediction; Entity resolution; Social network modeling; Information extraction.