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Automate Security Vulnerability Remediation with AI

Use an advanced AI model like GPT-5.5 Pro in Codex to automatically analyze a CSV list of security vulnerabilities, group them thematically, propose architectural changes, and implement the necessary code fixes.

Automate Security Vulnerability Remediation with AI

Tools Used

Codex

OpenAI's cloud-based AI software engineering agent that can execute code, run tests, and handle complex multi-file tasks autonomously.

02Step-by-Step Guide
1

Export Vulnerability List

Download or export the list of security issues identified by your security scanning tool (e.g., OpenAI's Codex Security product) into a CSV file.

2

Upload to Codex

Upload the CSV file containing the list of vulnerabilities directly into the OpenAI Codex interface.

3

Prompt the AI for Remediation

Provide a direct, high-level command instructing the AI to analyze the issues, group them, propose changes, and then implement those changes in the code.

Prompt:
Can you please architecturally review these issues, group them if they're thematic, and then propose a change, and then make those changes.
4

Review and Validate

The AI will analyze the list and implement the code fixes. Review the architectural changes and code that the model produces.

Pro Tip: The best validation is a follow-up test. The author's annual penetration test came back completely clean after this process.

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