# Why Your AI Tools Keep Failing — And the Fix Is Simpler Than You Think | Marvin Martinez, Bandsaw AI Page: https://stenobird.com/podcast/localization-fireside-chat-6037984/why-your-ai-tools-keep-failing-and-the-fix-is-simpler-than-you-think-marvin-martinez-bandsaw-ai Text version: https://stenobird.com/podcast/localization-fireside-chat-6037984/why-your-ai-tools-keep-failing-and-the-fix-is-simpler-than-you-think-marvin-martinez-bandsaw-ai.md Podcast: [Localization Fireside Chat](https://stenobird.com/podcast/localization-fireside-chat-6037984) Published: 2026-06-01T13:42:29+00:00 Episode link: https://localization-fireside-chat.simplecast.com/ Audio file: https://injector.simplecastaudio.com/c8aa31f0-d844-41b4-b47c-0f62cf9a13ca/episodes/884a7598-1d99-4745-bfb5-064b85511525/audio/128/default.mp3?aid=rss_feed&awCollectionId=c8aa31f0-d844-41b4-b47c-0f62cf9a13ca&awEpisodeId=884a7598-1d99-4745-bfb5-064b85511525&feed=1okyeol6 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/localization-fireside-chat-6037984/episodes/why-your-ai-tools-keep-failing-and-the-fix-is-simpler-than-you-think-marvin-martinez-bandsaw-ai Duration seconds: 3177 ## Resource Marvin Martinez, founder of Bandsaw AI, breaks down why most AI implementations fail and shares the practical difference between a tool, a workflow, and an AI agent — with real deployed examples from a locksmith, a staffing firm, and more. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/localization-fireside-chat-6037984/episodes/why-your-ai-tools-keep-failing-and-the-fix-is-simpler-than-you-think-marvin-martinez-bandsaw-ai/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/localization-fireside-chat-6037984/why-your-ai-tools-keep-failing-and-the-fix-is-simpler-than-you-think-marvin-martinez-bandsaw-ai.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.