Citibank, N.a.

Paul Edward Hibbs

Swati Mittal

Paul Joseph Zakharia

Pavithra Araleri Visweswariah

Djona Fegnem

Rama Koteswara Rao Kandimalla

Krishnendu Chatterjee

Methods and descriptions are described herein for applying cascading machine learning models to command prompts. In particular, the system may receive a query indicating a computing process to be performed. The system may input a command prompt based on the query into a first instance of an LLM, which may output activities for performing the process. The system may input a first activity into a second instance of the LLM, which may output vulnerabilities associated with the first activity. The system may input a first vulnerability into a third instance of the LLM, which may output indications of available control tools for addressing the first vulnerability. The system may input a first control tool into a fourth instance of the LLM, which may output indications of monitoring tools for monitoring the first control tool. The system may then cause implementation of the first control tool and the first monitoring tool.

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Paul Edward Hibbs