Hackbot Proof-of-Concept Skill Creation (Ep. 192)
Source: YouTube · Critical Thinking - Bug Bounty Podcast · published Sep 17, 2026 · 26:31
BLUF: This masterclass outlines a framework for using AI to generate high-quality, reproducible Proof of Concept (POC) scripts that streamline triage and remediation for bug bounty submissions 10:30. By treating POCs as executable narratives and unit tests, hackers can significantly improve the speed and accuracy of vulnerability validation 13:00.
Key Takeaways:
• Host POCs online and provide both Unix (curl pipe) and Windows compatible commands to ensure triagers can run them on any machine without manual file transfers 10:30.
• Instruct the AI to iterate on the POC by building, running, and modifying it in the exact manner the triager will use, ensuring the script is self-contained with no external dependencies 11:55.
• Design the POC as a "unit test" for the vulnerability that outputs a clear "vulnerable" or "not vulnerable" verdict, allowing developers to easily verify if their remediation was successful 14:05.
• Include embedded credentials and dynamic object creation (e.g., auto-registering users or creating teams) within the script to eliminate setup friction for the triager 20:15.
• For HTML-based exploits, use auto_run=1 parameters and sensible defaults to demonstrate the minimal clicks required for exploitation, while clearly narrating the exploit steps on the page 23:10.
• Host artifacts of successful runs, such as text outputs for Python scripts or screenshots for client-side exploits, to provide immediate proof of concept without requiring the triager to execute the code first 24:30.
Closing Statement: Implementing these standards transforms POCs from static descriptions into dynamic validation tools, fostering better communication between hackers and security teams while accelerating the resolution process.
Sources:
- 10:30 Importance of hosting POCs and providing cross-platform execution commands.
- 11:55 The necessity of AI iterating on the POC to match triager execution methods.
- 14:05 Conceptualizing POCs as unit tests for vulnerability verification.
- 20:15 Best practices for including credentials and dynamic setup in authenticated exploits.
- 23:10 Techniques for simplifying client-side exploits with auto-run parameters.
- 24:30 Using hosted artifacts to provide immediate proof of successful exploitation.
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Your AI should be iterating uh on on this POC as it's building, right? So, as it's writing its report, it should build it, run it, modify it, that sort of thing. And it should always be running it in the exact same way the triager will be running it. >> [music] >> Best not to walk in when you can just, you know, critical thing, right? >> [music] [laughter] [clears throat] >> So, you guys know how I've said on the pod a couple times, taking your spiky bug bounty income, right? You get a big bounty and then maybe no bounty for a while. And converting it into something that gives you more consistent passive income is a great idea, right? For me, that is real estate. And I've done that a couple times. I have a couple rental properties. It's a great situation. Um however, I will say I live in t…