~/talk

How Agentic Coding Can Help You Migrate Java Applications Faster

Talkat JavaOne 2026 · 2026-03-17..03-19· [java, ai-assisted-development]
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Shows aworked example of migrating Java 11→21 using an agentic workflow that loads skills on demand (Klein + Oracle Code Assist), discovers current JDK and 3rd‑party versions, generates file diffs to update deprecated APIs, runs Maven builds and replays failures until they pass, and can add integration tests to raise coverage. Claims faster, higher‑confidence upgrades by automating dependency discovery, contextual planning, and CI validation; includes token‑performance data (≈97% at 8–10k tokens, ≈37% at 500k–1M).

AI-written summary · about

  1. 0:00Introduction to Java upgrades
  2. 1:00Why Java upgrades are critical
  3. 2:59Challenges in legacy upgrades
  4. 5:08AI-assisted evolution
  5. 9:31Framework for modernization
  6. 14:48The role of context engineering
  7. 19:05Anatomy of a Cline request
  8. 22:15Customizing agents with skills
  9. 25:59Executing the migration workflow
  10. 33:28Ensuring stability and success
  11. 35:59Q&A and final takeaways
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