~/talk

AI for Everything After Code

Talkat DevWorld 2026 · 2026-05-07..05-08· [ai-assisted-development, security]
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Claims concrete outcomes: AI embeds security scans (Semgrep, GitLeaks), surfaces reachable vulnerabilities and AI creates PR fixes for developer review, estimates ephemeral environment cost predeploy (example flagged a 184.3% cost spike), enforces SLO-driven canary rollbacks and automates ServiceNow/Jira change tickets. Platform treats delivery as a product with templatized pipelines, Terraform workspaces, wide connectors and golden paths; one customer reports reduced downtime by 50% after adding resiliency tests and automated gates.

AI-written summary · about

  1. 0:00Introduction
  2. 1:47AI after code delivery
  3. 3:53AI-generated code explosion
  4. 5:40Platform as a product
  5. 7:04Security and cost in pipelines
  6. 8:29AI in delivery approach
  7. 10:17Golden and safe paths
  8. 12:05AI remediation shift-left
  9. 13:29Risk and compliance automation
  10. 15:13Cost signals for innovation
  11. 16:39Demo: golden path pipelines
  12. 22:38Security shift-left in practice
  13. 24:41Budget visibility and control
  14. 25:43AI observability and rollbacks
  15. 26:48Key practices and closing
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