~/talk

Keynote: The Human Cost of Security in the AI Era

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Supply chain incidents like Trivy compromise (Mar 19), RunC container escape CVEs and Fluent Bit with five CVEs including an 8‑year bug illustrate recurring human burden: maintainers must research CVEs, patch code, and respond to low‑effort issues. A demonstrated Python scanner targets Go modules, queries OSV and NVD, runs a local LLM (Qwen 3.5) to reason about affected versions and returns a verdict in minutes so maintainers can close reports with evidence. CNCF TAG DevEx survey (~100 projects) finds security and reviewer burden as top concerns.

AI-written summary · about

  1. 0:00Human cost of security
  2. 1:05Security burnout causes
  3. 2:52Low-effort issues and empathy
  4. 4:18AI-era human workflow attacks
  5. 6:30AI workload reduction
  6. 7:57Automated vulnerability demo
  7. 10:50CNCF maintainer support
  8. 12:38Sustainability as security
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