Large language model-based vulnerability remediation action descriptions

A non-transitory machine-readable medium having program code stored thereon, the program code comprising instructions to:

• detect a first vulnerability having at least one of undocumented and outdated formatted descriptions for first one or more remediation actions of the first vulnerability;
• retrieve configuration data for affected software and website content describing the first one or more remediation actions;
• generate a prompt comprising a set of one or more task instructions to generate a formatted description of the first one or more remediation actions based, at least in part, on the configuration data and the website content;
• prompt a foundation model with the prompt to obtain a formatted description of the first one or more remediation actions;
• and
• store the formatted description of the first one or more remediation actions in association with the first vulnerability.

An apparatus comprising:

• a processor;
• and
• a machine-readable medium having instructions stored thereon that are executable by the processor to cause the apparatus to,
• detect vulnerabilities having at least one of undocumented and outdated formatted descriptions for corresponding remediation actions;
• retrieve configuration data for software affected by the detected vulnerabilities and descriptive content for remediation actions for the detected vulnerabilities;
• and
• for each vulnerability of the detected vulnerabilities,
• generate a prompt comprising one or more task instructions to generate a formatted description of first one or more remediation actions for the vulnerability based, at least in part, on retrieved configuration data and retrieved descriptive content for the vulnerability;
• prompt a foundation model with the prompt to obtain the formatted description;
• and
• store the formatted description in association with the vulnerability.