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arXiv cs.AI
5/10

Bug Bounty PoC Verifier

A service that bug bounty platforms and program owners use to auto-validate submitted reports — when a hunter files a writeup, the verifier attempts to reproduce the crash against a sandboxed build of the target and returns a clean pass/fail with the captured crash log.

Target user

Bug bounty program operators and triage teams at HackerOne-style platforms

Features
  • Sandbox runner that spins up an isolated copy of the target repo, applies the reported steps, and captures whether the crash actually happens
  • Side-by-side comparison of hunter's claimed behavior vs. observed behavior, with crash dumps and stack traces
  • Confidence score that flags duplicate, invalid, or already-patched submissions to cut triage time
  • API integration so platforms can route every new report through the verifier before a human reviewer opens it
Why now

With reproduction agents like Mastermind hitting 84.5% pass rates on held-out vulnerability tasks, bounty platforms finally have a credible way to automate the most painful part of triage — verifying that a reported bug is real — instead of relying on manual review of every submission.

Signals · overall 5/10
Demand
7/10

HackerOne states 60-80% of vulnerability submissions are invalid, driving strong platform demand for automated validation, which is why they launched Hai Triage.Hai Triage | HackerOneHow Hai Triage Works | HackerOne Help Center

Whitespace
3/10

Direct incumbent competition: HackerOne ships 'Agentic Validation by Hai' as part of Hai Triage, and open-source BountyBot claims 70-85% false-positive reduction — leaving little room for an independent third-party verifier.BountyBot - AI-Powered Bug Bounty ValidationHackerOne Unveils Hai Triage: Upgraded AI-Powered Vulnerability Response

Monetization
4/10

Buyer pool is tiny (HackerOne, Bugcrowd, Intigriti, Immunefi) and the dominant platform has internalized validation in its paid Hai Triage offering; very few remaining buyers and high sales friction.Hai Triage | HackerOneHow Hai Triage Works | HackerOne Help Center

Longevity
6/10

Reproduction remains a long-term bottleneck in triage, but as platform-level AI matures the verifier collapses into the bug bounty platforms themselves, squeezing out third-party vendors.HackerOne Unveils Hai Triage: Upgraded AI-Powered Vulnerability Response

Feasibility
4/10

Sandboxed rebuilds of arbitrary proprietary targets, safe execution of hostile PoCs, and broad vuln-class coverage are hard engineering problems; the cited '84.5% pass rate' from Mastermind is an arXiv preprint and not independently production-validated.Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability Reproduction

Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability ReproductionarXiv cs.AI · 2026-07-04 (21d ago)