# AI Codebase Discovery for Testers with Ben Fellows Page: https://stenobird.com/podcast/testguild-automation-podcast-318740/ai-codebase-discovery-for-testers-with-ben-fellows Text version: https://stenobird.com/podcast/testguild-automation-podcast-318740/ai-codebase-discovery-for-testers-with-ben-fellows.md Podcast: [TestGuild Automation Podcast](https://stenobird.com/podcast/testguild-automation-podcast-318740) Published: 2025-12-14T23:07:00+00:00 Episode link: https://testguild.com/podcast/automation/a571-ben/ Audio file: https://traffic.libsyn.com/secure/testtalks/tgaBenAICodebaseDiscoveryforTesters571.mp3?dest-id=184057 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/testguild-automation-podcast-318740/episodes/ai-codebase-discovery-for-testers-with-ben-fellows Duration seconds: 2651 ## Resource What if understanding your codebase was no longer a blocker for great testing? Most testers were trained to work around the code — clicking through UIs, guessing selectors, and relying on outdated docs or developer explanations. In this episode, Playwright expert Ben Fellows flip that model on its head. Using AI tools like Cursor, testers can now explore the codebase directly — asking questions, uncovering APIs, understanding data relationships, and spotting risk before a single test is written. This isn't about becoming a developer. It's about using AI to finally see how the system really works — and using that insight to test smarter, earlier, and with far more confidence. If you've ever joined a new team, inherited a legacy app, or struggled to understand what really changed in a release, this episode is for you. Registration for Automation Guild 2026 Now: https://testguild.me/podag26 ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/testguild-automation-podcast-318740/episodes/ai-codebase-discovery-for-testers-with-ben-fellows/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/testguild-automation-podcast-318740/ai-codebase-discovery-for-testers-with-ben-fellows.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.