~/talk

How to Fix Your Technical Debt Dilemma

Talkat Devnexus 2023 · 2023-04-04..04-06· [software-architecture]
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Claim: automated, rules-based refactoring can fix large-scale technical debt by applying tested OpenRewrite recipes across repositories. The demo runs recipes on a public tenant of 300 million lines and on smaller sets (146 repos), handles junit4→5 and chained migrations like migrate to Java 17 and Spring Boot 1.5→3, and integrates with CI, GitHub and on‑prem agents. Generative edits (Copilot/LLMs) help but are probabilistic (≈70% then ≈85% with prompt tuning), so rule-based recipes remain the safe, repeatable core.

AI-written summary · about

  1. 0:00Introduction to technical debt
  2. 4:36Automated code refactoring solutions
  3. 8:07OpenRewrite refactoring engine
  4. 14:33Idiomatic code consistency
  5. 18:30Writing a refactoring recipe
  6. 26:20Advanced recipe use cases
  7. 31:42Generative AI in refactoring
  8. 37:43Q&A session
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