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Using AI Agents for Code Auditing: Full Walkthrough on Finding Security Bugs in a Rust REST Server with Hound

Hey r/netsec,

As a security researcher, I’ve been exploring ways to leverage AI for more effective code audits. In my latest Medium article, I dive into a complete end-to-end walkthrough using Hound, an open-source AI agent designed for code security analysis. Originally built for smart contracts, it generalizes well to other languages.

What’s in the tutorial:

* Introduction to Hound and its knowledge graph approach
* Setup: Selecting and preparing a Rust codebase
* Building aspect graphs (e.g., system architecture, data flows)
* Running the audit: Generating hypotheses on vulnerabilities
* QA: Eliminating false positives
* Reviewing findings: A real issue uncovered
* Exporting reports and key takeaways

At the end of the article, we create a quick proof-of-concept for one of the tool’s findings.

The full post Is here:

https://medium.com/@muellerberndt/hunting-for-security-bugs-in-code-with-ai-agents-a-full-walkthrough-a0dc24e1adf0

Use it responsibly for ethical auditing only.

Hey r/netsec,As a security researcher, I’ve been exploring ways to leverage AI for more effective code audits.
In my latest Medium article, I dive into a complete end-to-end walkthrough using Hound, an open-source AI agent designed for code security analysis.
Originally built for smart contracts, it generalizes well to other languages.
What’s in the tutorial:Introduction to Hound and its knowledge graph approachSetup: Selecting and preparing a Rust codebaseBuilding aspect graphs (e.g., system architecture, data flows)Running the audit: Generating hypotheses on vulnerabilitiesQA: Eliminating false positivesReviewing findings: A real issue uncoveredExporting reports and key takeawaysAt the end of the article, we create a quick proof-of-concept for one of the tool’s findings.
The full post Is here:https://medium.com/@muellerberndt/hunting-for-security-bugs-in-code-with-ai-agents-a-full-walkthrough-a0dc24e1adf0Use it responsibly for ethical auditing only.

Hey r/netsec,

As a security researcher, I’ve been exploring ways to leverage AI for more effective code audits. In my latest Medium article, I dive into a complete end-to-end walkthrough using Hound, an open-source AI agent designed for code security analysis. Originally built for smart contracts, it generalizes well to other languages.

What’s in the tutorial:

  • Introduction to Hound and its knowledge graph approach

  • Setup: Selecting and preparing a Rust codebase

  • Building aspect graphs (e.g., system architecture, data flows)

  • Running the audit: Generating hypotheses on vulnerabilities

  • QA: Eliminating false positives

  • Reviewing findings: A real issue uncovered

  • Exporting reports and key takeaways

At the end of the article, we create a quick proof-of-concept for one of the tool’s findings.

The full post Is here:

https://medium.com/@muellerberndt/hunting-for-security-bugs-in-code-with-ai-agents-a-full-walkthrough-a0dc24e1adf0

Use it responsibly for ethical auditing only.

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