~/talk

How we automated code maintenance

Talkat droidcon San Francisco 2024 · 2024-06-06..06-07· [developer-experience]
links:none on file
slides:none on file

Describes a production system that generates ready to merge PRs to automate refactors and cleanups across Kotlin, Java, Swift, JS, Go and more using a compiler-driven engine plus framework-aware heuristics and a thin layer of specialized AI. Claims merged over 1,800 PRs with deleted over 500,000 lines of code in six months, reports ~90% of PRs require no manual edits, and says the open source Polyglot Piranha approach scales in monorepos.

AI-written summary · about

  1. 0:00Automated code maintenance intro
  2. 1:51Why automate code maintenance
  3. 3:17Kotlin 2 upgrade challenges
  4. 7:47Feature flag cleanup case study
  5. 13:47Refactoring tool limitations
  6. 18:02Polyglot Piranha solves issues
  7. 20:54Using Polyglot Piranha
  8. 23:22Future of GitHub automation
  9. 24:05Key takeaways
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