~/talk

Keynote: How I learned to stop worrying and love CVEs

Talkat DevConf.CZ 2026 · on Thursday, 2026-06-18· at 09:30· D105 (capacity 300)· [security, ai-assisted-development]
slides:none on file

Open source generates ~50,000 CVEs this year (~130/day) largely driven by AI, so the response is full automation: Hummingbird builds minimal distroless containers from upstream, runs SCAP scans and Testing Farm tests, uses Renovate and RPM lockfiles, and ships about 1,000 autonomous container updates per week with a goal of zero known CVEs at delivery and fixes available within 24 hours. Agent-assisted code generation is reviewed by humans, pipelines are reproducible, and a three-hour Git-to-image example shows the velocity.

AI-written summary · about

  1. 0:00CVEs and open source security
  2. 3:12CVE surge and AI detection
  3. 7:30CVEs are now detectable
  4. 11:41Hummingbird and zero-CVE images
  5. 13:05Hummingbird automates security fixes
  6. 17:45Responsible AI and accountability
  7. 18:32Backporting and software debt
  8. 20:19Red Hat and IBM's $5B investment
  9. 22:05Automating packaging and updates
  10. 24:31Automated testing for rapid fixes
  11. 26:37Ownership of dependencies
  12. 28:02AI for vulnerability detection
  13. 29:24Rust and AI collaboration
  14. 30:05Stopping CVE cycle
  15. 31:11Q&A on Hummingbird and Renovate
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