# Task by Task: The Workflows We're Handing to AI — One Decision at a Time | Lens Four by Sean Martin | Read by TAPE9 Page: https://stenobird.com/podcast/redefining-cybersecurity-5914228/task-by-task-the-workflows-we-re-handing-to-ai-one-decision-at-a-time-lens-four-by-sean-martin-read-by-tape9 Text version: https://stenobird.com/podcast/redefining-cybersecurity-5914228/task-by-task-the-workflows-we-re-handing-to-ai-one-decision-at-a-time-lens-four-by-sean-martin-read-by-tape9.md Podcast: [Redefining CyberSecurity](https://stenobird.com/podcast/redefining-cybersecurity-5914228) Published: 2026-03-10T15:40:40+00:00 Episode link: https://redefiningcybersecuritypodcast.com/episodes/task-by-task-the-workflows-were-handing-to-ai-one-decision-at-a-time-lens-four-by-sean-martin-read-by-tape9-j13BWn6K Audio file: https://afp-110348-injected.calisto.simplecastaudio.com/2b1dc60d-44ac-4567-9983-3a0637497eab/episodes/1fac50af-3d95-4793-9893-1ef849049e40/audio/128/default.mp3?aid=rss_feed&awCollectionId=2b1dc60d-44ac-4567-9983-3a0637497eab&awEpisodeId=1fac50af-3d95-4793-9893-1ef849049e40&feed=GzAtTpW2 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/redefining-cybersecurity-5914228/episodes/task-by-task-the-workflows-we-re-handing-to-ai-one-decision-at-a-time-lens-four-by-sean-martin-read-by-tape9 Duration seconds: 1736 ## Resource Nobody decided to build a human-optional workflow — they just kept making reasonable procurement decisions, task by task, until the human became optional across hiring, contracting, finance, and security operations. Sean Martin traces what organizations have actually assembled, where accountability lives when it goes wrong, and why the regulatory window for getting ahead of it is closing faster than most leaders realize. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/redefining-cybersecurity-5914228/episodes/task-by-task-the-workflows-we-re-handing-to-ai-one-decision-at-a-time-lens-four-by-sean-martin-read-by-tape9/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/redefining-cybersecurity-5914228/task-by-task-the-workflows-we-re-handing-to-ai-one-decision-at-a-time-lens-four-by-sean-martin-read-by-tape9.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.