Systems and methods for providing a dynamically scalable ADNA Manager with decentralized atomic decision making are described. The decentralized atomic decision making may be performed using atomic deterministic next action (ADNA) task blocks that execute one or more workflow rules and then invoke one or more ADNAs within a pool of ADNAs. The system includes a processor that is configured to detect that an exception ADNA has been invoked more than a threshold number of times, repair a first ADNA, add a new ADNA to the pool of ADNAs, add a new workflow rule that acquires an updated input parameter to the one or more workflow rules for the repaired first ADNA based on a number of exception ADNAs invoked by the repaired first ADNA, and invoke the new ADNA using the repaired first ADNA.