AI and Bug Bounties | Episode 51
From AI Security Ops by Black Hills Information Security
May 11, 2026 · 14 min · Episode 51
About this episode
The episode discusses the challenges posed by AI-generated submissions in bug bounty programs and the implications for cybersecurity validation.
In this episode of BHIS Presents: AI Security Ops, the team breaks down a growing problem in cybersecurity: AI-generated bug bounty “slop” overwhelming the system. What started as a powerful way to crowdsource vulnerability discovery is now hitting a breaking point. Programs like cURL’s bug bounty and platforms like HackerOne are seeing a massive surge in submissions — but fewer and fewer of them are actually valid. The result? Security teams spending hours reviewing reports that go nowhere, while real vulnerabilities risk getting buried in the noise. We dig into: • Why cURL shut down its bug bounty program after years of success • How valid reports dropped from 1-in-6 to 1-in-20 • What “death by a thousand slops” actually looks like in practice • How AI is flooding programs with low-quality vulnerability reports • The difference between “theoretical” vs. exploitable vulnerabilities • Why reviewing findings is now harder than generating them • How HackerOne is responding to the surge in submissions • Whether AI can be used to filter AI-generated noise • The role of reproducibility and proof-of-impact in triage • Why human expertise still matters in vulnerability validation This…
People in this episode
Host: Black Hills Information Security
Topics covered
- AI-generated bug bounties
- cybersecurity
- vulnerability discovery
- bug bounty programs
- submission quality
- signal-to-noise challenges
Keywords
- AI
- bug bounty
- cybersecurity
- vulnerability
- submission quality
- HackerOne
- cURL
- triage
- validation
Mentioned in this episode
Organizations: cURL, HackerOne
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