# AI & WIP Fundamentals (Ep. 167)

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Text version: https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168/ai-wip-fundamentals-ep-167.md
Podcast: [Never Rewrite: Software Engineering & AI Coding](https://stenobird.com/podcast/never-rewrite-software-engineering-ai-coding-6208168)
Published: 2026-08-07T13:00:00+00:00
Episode link: https://api.riverside.com/hosting-analytics/media/5ff5b3c497d5c072de979ce323e57c6b43491dae0473f8b49542b35d83ed0119/eyJlcGlzb2RlSWQiOiJjNzVlNmM2ZS00ZjY0LTQ5ZjMtOTM5Zi00ZGIwOGY2OTcxMmIiLCJwb2RjYXN0SWQiOiI3YTA3YTNiYS0wNzY2LTQzOTUtOTFlNy01MTFkZmM5MmEzZjAiLCJhY2NvdW50SWQiOiI2NTBkZGJjZDU5NTYwNGVjYjNiMTRmZmIiLCJwYXRoIjoibWVkaWEvY2xpcHMvNmE2YmEzZWU4YzI4Y2E4NDljZjcyMjQ3L25ldmVyLXJld3JpdGUtY29tcG9zZXItMjAyNi03LTMwX18yMS0yMC0xNC5tcDMifQ==.mp3
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JSON: https://stenobird.com/v1/public/podcasts/never-rewrite-software-engineering-ai-coding-6208168/episodes/ai-wip-fundamentals-ep-167
Duration seconds: 1527

## Resource

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.

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## Transcript

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