{"podcast":{"title":"TestGuild Automation Podcast","slug":"testguild-automation-podcast-318740","podcast_index_feed_id":318740,"rss_url":"https://testtalks.libsyn.com/rss","website_url":"https://testguild.com","image_url":"https://static.libsyn.com/p/assets/3/6/d/c/36dc54ea8c1f40d1d959afa2a1bf1c87/New_2023_Podcast_Covers_5.png","author":"Joe Colantonio","episode_count":596,"summary":"TestGuild Automation Podcast (formally Test Talks) is a weekly podcast hosted by Joe Colantonio, which geeks out on all things software test automation. TestGuild Automation covers news found in the testing space, reviews books about automation, and speaks with some of the thought leaders in the test automation field. We'll aim to interview some of today's most successful and inspiring software engineers, and test automation thought leaders.","last_synced_at":"2026-06-10T06:17:49.038208+00:00","page_url":"https://stenobird.com/podcast/testguild-automation-podcast-318740"},"episode":{"title":"AI Testing from Production Logs: Generate Smarter Regression Tests with Tanvi Mittal","slug":"ai-testing-from-production-logs-generate-smarter-regression-tests-with-tanvi-mittal","published_at":"2026-03-17T21:56:00+00:00","page_url":"https://stenobird.com/podcast/testguild-automation-podcast-318740/ai-testing-from-production-logs-generate-smarter-regression-tests-with-tanvi-mittal","show_page_url":"https://stenobird.com/podcast/testguild-automation-podcast-318740","url":"https://testtalks.libsyn.com/ai-testing-from-production-logs-generate-smarter-regression-tests-with-tanvi-mittal","audio_url":"https://traffic.libsyn.com/secure/testtalks/tgaTanviAITestingfromProductionLogsGenerateSmarterRegressionTests581.mp3?dest-id=184057","summary":"What if your production logs could automatically generate new test cases? In this episode, Joe Colantonio sits down with Tanvi Mittal to break down how AI-powered log mining is changing the way teams approach software testing, quality engineering, and DevOps. Most teams ignore production logs or use them only for debugging. But those logs contain real user behavior, real failures, and real edge cases—the exact scenarios your test suite is probably missing. 👉 Learn how to: Convert production logs into automated regression tests Use AI to detect real-world failure patterns Apply shift-right testing to catch bugs earlier (and smarter) Handle the challenge of testing non-deterministic AI systems Reduce flaky tests and automation debt with real data If you're working with Playwright, Selenium, Cypress, or AI-driven testing tools, this episode will give you a completely new way to think about test coverage.","meta_description":"What if your production logs could automatically generate new test cases? In this episode, Joe Colantonio sits down with Tanvi Mittal to break down how AI…","key_points":[],"chapters":[],"topics":[],"duration_seconds":1667,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/testguild-automation-podcast-318740/episodes/ai-testing-from-production-logs-generate-smarter-regression-tests-with-tanvi-mittal/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/testguild-automation-podcast-318740/ai-testing-from-production-logs-generate-smarter-regression-tests-with-tanvi-mittal.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}