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Hacktron Review for Open Source


Harsh Jaiswal
Zayne Zhang

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Hacktron Review for Open Source

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Code is being written faster than ever, and attackers are using AI agents to find vulnerabilities in it and push malicious dependencies into open source, often before maintainers even see the issue.

Six years ago, the median time-to-exploit of a vulnerability was 1.5 years. Today, that number is -18 hours. That means the median vulnerability is exploited 18 hours before disclosure, according to Zero Day Clock, which uses CISA and VulnCheck data:

1y2y02.3y1.9y1.3y10.8mo9.7mo4.9mo56d23.2d10hmedian -18h200400077201820192020202120222023202420252026 1y2y02.3y1.9y1.3y10.8mo9.7mo4.9mo56d23.2d10hmedian -18h20040007720182020202220242026
Mean TTE (trimmed)Median TTEWeaponized

Today we’re opening up Hacktron Review for Open Source: the same PR security reviewer we ship to commercial teams, free for qualifying open source projects.

What it looks like

Hacktron Review installs as a GitHub App and reviews every PR opened by project maintainers.

  • Hacktron posts findings as inline comments on the offending lines, with reproduction context.
  • Every triage comment your team leaves becomes training signal, so Hacktron adapts to your project’s threat model and raises fewer false positives over time.
  • When a fix lands, Hacktron detects it and closes the finding.
  • Drop a .hacktron/rules.md file in your repo to teach Hacktron your auth patterns, trusted sources, or code paths to ignore.

Hacktron Review inline findings and auto-resolution

Why we’re doing this

We’ve spent the past few months using Hacktron to hunt 0-days in popular open source projects. For each finding, we replayed the offending PR through Hacktron Review to see if the bug could have been caught before merge, and it caught the criticals.

Hacktron Review replaying vulnerable pull requests

Attackers already point AI agents at open source code, and giving maintainers the same capabilities on their own PRs feels like the right thing to do.

How to apply

If you maintain an open source project and want Hacktron Review on your PRs, head to hacktron.ai/initiatives/open-source and submit your repo.

You’ll need to be an owner or admin who can install GitHub Apps. We’re currently prioritizing actively maintained projects with meaningful downstream usage. We’ll review your application and get you set up.

Harsh Jaiswal

Chief Research Officer

Harsh Jaiswal is Co-Founder and Chief Research Officer at Hacktron. His remote code execution findings on Meta’s and Apple’s servers earned bounties of $115,000 and $50,000. At Hacktron he and Mohan found CVE-2026-1731, a pre-authentication RCE in BeyondTrust Remote Support with a CVSS score of 9.9. He led the research that reached OpenAI’s internal code repository through employees’ ChatGPT and Codex accounts, and the audit that gained root on GNU Savannah, which hosts Bash. Previously, Harsh was a security researcher at ProjectDiscovery, where he published critical vulnerabilities in GitHub Enterprise, GitLab, Ivanti and Kubernetes Ingress-NGINX. Earlier, he was a security engineer at Vimeo and Zomato. He began hunting bugs on HackerOne in 2016.

GitHub, X

Written by Harsh

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Zayne Zhang

Chief Executive Officer

Zayne Zhang is Co-Founder and CEO of Hacktron. He has been credited with 15 CVEs, including three in the Node.js HTTP parser, and ranked first in the Singapore Ministry of Defence’s 2022 bug bounty and in three private Singapore government programs. He placed second at the DEF CON CTF finals in 2023 and 2024 with Blue Water, and founded Social Engineering Experts, Singapore’s top-ranked CTF team. Previously, Zayne did security research at TikTok and audits for Cure53. He began his career at the Singapore Armed Forces’ Cyber Defence School, where he graduated top of his cohort. He studied computer science at Cambridge with first-class results before leaving to start Hacktron.

Website, GitHub, X

Written by Zayne

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