# Inside Devin’s Workflow: Tool Use, Planning, and Autonomy Page: https://stenobird.com/podcast/ai-builds-it-easy-coding-tools-7828968/inside-devin-s-workflow-tool-use-planning-and-autonomy Text version: https://stenobird.com/podcast/ai-builds-it-easy-coding-tools-7828968/inside-devin-s-workflow-tool-use-planning-and-autonomy.md Podcast: [AI Builds It: Easy Coding Tools](https://stenobird.com/podcast/ai-builds-it-easy-coding-tools-7828968) Published: 2026-04-26T16:33:48+00:00 Episode link: https://www.buzzsprout.com/2612673/episodes/19077822-inside-devin-s-workflow-tool-use-planning-and-autonomy.mp3 Audio file: https://www.buzzsprout.com/2612673/episodes/19077822-inside-devin-s-workflow-tool-use-planning-and-autonomy.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/ai-builds-it-easy-coding-tools-7828968/episodes/inside-devin-s-workflow-tool-use-planning-and-autonomy Duration seconds: 1055 ## Resource Read the full article: Inside Devin’s Workflow: Tool Use, Planning, and Autonomy Discover more at AI Builds It: Easy Coding Tools Excerpt: Introduction Devin (from Cognition AI) is a new autonomous AI software engineer that can plan software development tasks and carry them out largely on its own. It works end-to-end on code projects, using tools like a code editor, a command-line shell, and a web browser to research, write, test, and deploy code. In demos and press, Devin has been shown ... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/ai-builds-it-easy-coding-tools-7828968/episodes/inside-devin-s-workflow-tool-use-planning-and-autonomy/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/ai-builds-it-easy-coding-tools-7828968/inside-devin-s-workflow-tool-use-planning-and-autonomy.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.