Eq. 3 chemical, biological and hybrid reactions pools, the same workflow was run three times to train and produce three policy models from the three reactions pools respectively. includes: (i) a reactions pool compromising all molecules and reactions for the 'decision maker' to choose from, (ii) evaluation score functions to assess reactions and synthetic routes, and (iii) a set of molecules as target molecules to initialise retrosynthesis planning.