Episode
AI & WIP Fundamentals (Ep. 167)
- Published
- Aug 7, 2026
- Duration seconds
- 1527
- Processing state
not_requested
Actions
POST https://stenobird.com/v1/public/podcasts/never-rewrite-software-engineering-ai-coding-6208168/episodes/ai-wip-fundamentals-ep-167/transcription-requests
Idempotently request low-priority transcript generation for this episode.GET https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168/ai-wip-fundamentals-ep-167.md
Read the agent-friendly Markdown representation of this episode resource.
Summary
In this episode, Jeffrey Sherman shares insights on how AI can optimize legacy code testing, improve build times, and address the challenges of organic codebases. Discover practical strategies and the importance of conventions in maintaining reliable tests.