~/talk

Agentic AI Coding Practices for Speed with Quality

Talkat AI-fokus 2026 · on Tuesday, 2026-05-19· [ai-assisted-development, engineering-leadership]
slides:none on file

Claims that production work is fully agentic with 100% production code written by agents while measuring roughly 2–3x faster task completion. Independent studies show risks: a 600-developer experiment reports a 41% increase in defects, and a separate large study finds initial >200% velocity gains erode within two months because of AI‑induced complexity. A 1–10 code health metric requires ~9.5–10 for low AI break rates; average code scores ~5.15. An MCP server enforcing health plus 100% test coverage raises automated refactor success from ~50–55% to ~90–100% and cuts token spend 29–50%.

AI-written summary · about

  1. 0:00Agentic coding practices intro
  2. 1:04Why agentic coding is harder
  3. 3:53Naive AI adoption risks
  4. 6:20Code health for AI success
  5. 9:34Code health boosts speed
  6. 10:59AI-friendly code metrics
  7. 13:25AI code quality issues
  8. 16:20Illusion of instant software
  9. 18:50Sustainable agentic coding criteria
  10. 21:17Making code AI-ready
  11. 23:02Agentic refactoring legacy
  12. 25:31Code coverage as KPI
  13. 29:27Trusting AI selectively
  14. 31:13Next frontier in agentic design
  15. 34:41Token efficiency costs
  16. 36:06Key takeaways and future
  17. 37:15Q&A on TypeScript, tests, MCP
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