~/talk

Managing the AI Surge: Governing & Scaling in the AI Era

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AI multiplies repos, commits and artifacts into an automated deluge where binaries become the primary output and agents both write and deploy code, creating 48% vulnerability rate in generated code and an industry where Gartner predicts 70% agent remediation by 2028 and 30% severe incidents. Examples include a July 2025 incident where Replit wiped a production database. Practical controls described: guarded gates, an “upsec-on-your-shoulder” remediation agent, MCP and skill registries, JFrog Artifactory + security curation + AI catalog, evidence-based promotion flows and environment isolation.

AI-written summary · about

  1. 0:00Introduction and trust in AI
  2. 2:00AI trust parallels with TV technology
  3. 4:23AI-driven software supply chain challenges
  4. 9:10Verification debt and new risks
  5. 12:24Context and software integrity
  6. 14:42AI-generated code security risks
  7. 17:40Securing AI coding agents
  8. 21:04Agents beyond coding in supply chain
  9. 23:21Governance for AI agents
  10. 27:15Defining AI-driven software
  11. 30:54AI SBOM and governance needs
  12. 32:08Managing MCP and skill risks
  13. 34:45Summary and call to action
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