~/talk

Upgrade Your Java with AI: From Legacy Code to High-Performance Workloads

Talkat Code Remix Summit 2026 · 2026-05-11..05-13· [java, ai-assisted-development]
slides:none on file

Shows an end-to-end workflow that uses AI agents and the ATX CLI to ingest a runtime JFR recording, map hotspots to source, and generate OpenRewrite-style edits that build and test automatically. Claims a real migration from Java 8→17 that halves memory use (50%) and enabled retiring thousands of EC2 instances, plus a live demo that produces ~5x faster hot paths. Requires a runtime JFR file, runs in minutes for cents. ATX CLI Java Flight Recorder (JFR)

AI-written summary · about

  1. 0:00Introduction to Java modernization
  2. 3:21Modernization approaches overview
  3. 8:48Using AI for modernization tasks
  4. 13:07Demo of AI inventory and dependency mapping
  5. 17:05Code privacy and compliance concerns
  6. 21:44AWS Transform and custom agents
  7. 26:09Performance optimization introduction
  8. 27:15Live demo setup and JFR explanation
  9. 31:09AI-driven performance fixes workflow
  10. 40:41Live demo execution and results
  11. 50:40Key takeaways and call to action
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