Methods and apparatuses for providing a dynamically scalable ADNA Manager with decentralized atomic decision making are described. The decentralized atomic decision making may be performed using ADNA task blocks that execute one or more workflow rules and then invoke one or more ADNAs within a pool of ADNAs. The ADNA Manager identifies a first atomic deterministic next action task block out of a pool, acquires a set of input parameters for the first atomic deterministic next action task block, detects that each input parameter of the set of input parameters satisfies a set of qualification rules, executes one or more workflow rules for the first atomic deterministic next action task block, determines a function outcome for the first atomic deterministic next action task block based on the one or more workflow rules, and stores breadcrumb information for the first atomic deterministic next action task block within a persistence layer.