Securing software development cycles with artificial intelligence customization

A non-transitory computer readable medium including instructions that, when executed by at least one processor, cause the at least one processor to perform operations for interactively enhancing security in software development life cycles, the operations comprising:

• identifying a software generation task;
• providing the software generation task to a language model;
• executing the language model to generate a plurality of queries associated with specific attributes of the software generation task;
• creating, based on the software generation task and responses to the plurality of queries, a reconstructed software generation task;
• assigning, based on a machine learning model, one or more security labels to the reconstructed software generation task;
• determining one or more prioritization scores for one or more security rules based on the one or more security labels;
• generating, based on the one or more prioritization scores, at least one security action for the reconstructed software generation task;
• and
• generating program code to implement the at least one security action.