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Scaling the Security Researcher to Eliminate OSS Security Vulnerabilities Once and For All

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Claims an automated pipeline that finds vulnerabilities with CodeQL and applies OpenRewrite transformations to produce 1,596 pull requests (40% merge rate) to fix HTTP->HTTPS and other Java issues; code preserves formatting, uses dataflow and control‑flow analysis to avoid false positives, and runs at scale via Moderne’s service indexing ~26,000 Java projects. The system generates PRs, signs commits, handles GitHub rate limits, and has already earned bug bounties and thousands more PRs across campaigns, demonstrating a practical, partially automated way to fix widespread OSS bugs.

AI-written summary · about

  1. 0:00Introduction
  2. 2:05Vulnerability story
  3. 5:39Finding fixes at scale
  4. 9:36Automated code transformations
  5. 12:44Three vulnerabilities and fixes
  6. 23:46PR generation challenges
  7. 28:15Campaign results
  8. 29:40Bulk PR best practices
  9. 33:54Final thoughts
  10. 36:47Q&A
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