AI writes it. You own it. Don't ship AI slop

AI writes it. You own it. Don't ship AI slop

From Coding Chats by John Crickett

April 16, 2026 · 56 min

About this episode

John Crickett discusses maintaining code quality with Nnenna Ndukwe in the context of AI coding tools.

Coding Chats episode 74 - John Crickett talks to Nnenna Ndukwe, a developer advocate at Qodo, discussing how teams can maintain code quality in the age of AI coding tools. She argues that AI agents should be combined with traditional tools like linters and static analysis — not replace them — and that teams need to define and codify what "good code" looks like so that consistency can be enforced across the whole development lifecycle. A recurring theme is developer ownership: as AI writes more code, engineers must stay in the driver's seat, genuinely reviewing what gets shipped rather than blindly accepting it. The episode also touches on dogfooding, with both agreeing that using your own tools internally is a strong signal of a product worth trusting. Chapters 00:00 Introduction to AI in Software Development 03:24 Embedding Quality Gates in Development 06:03 The Importance of Consistency in Code 09:09 Ownership and Critical Thinking in Engineering 12:00 Balancing Tool Freedom and Intellectual Property 14:56 Navigating AI Tools and Workflows 17:47 Managing Burnout in AI Development 20:47 The Evolution of Coding and Instant Gratification 23:47 Documenting Ideas and…

People in this episode

Host: John Crickett

Guest: Nnenna Ndukwe

Topics covered

  • AI coding tools
  • code quality
  • developer ownership
  • software development
  • consistency in code

Keywords

  • AI
  • code quality
  • developer advocate
  • linters
  • static analysis
  • software development
  • dogfooding

Mentioned in this episode

Organizations: Qodo

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