LLMs generating security reports: I ran the same prompt on my own code

📰 Dev.to · Juan Torchia

Learn how to use LLMs to generate security reports for your code and what to expect from the results

intermediate Published 23 Apr 2026
Action Steps
  1. Run LLM-generated security reports on your own code using a tool like GitHub's CodeQL
  2. Analyze the results to identify potential vulnerabilities
  3. Configure your code to fix the identified vulnerabilities
  4. Test your code to ensure the fixes are effective
  5. Compare the results with manual security audits to evaluate the effectiveness of LLM-generated reports
Who Needs to Know This

Developers and security teams can benefit from using LLMs to generate security reports, as it can help identify potential vulnerabilities in their code

Key Insight

💡 LLMs can be used to generate security reports, but the results may require careful analysis and verification

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🚨 Use LLMs to generate security reports for your code and stay one step ahead of vulnerabilities 💻

Key Takeaways

Learn how to use LLMs to generate security reports for your code and what to expect from the results

Full Article

HN reported that the Linux kernel is receiving removals based on LLM-generated security reports. I took the same pattern and ran it against my own production code. What I found made me uncomfortable — but not for the reasons I expected.
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