Episode

Task by Task: The Workflows We're Handing to AI — One Decision at a Time | Lens Four by Sean Martin | Read by TAPE9

Podcast: Redefining CyberSecurity
Published: Mar 10, 2026
Duration seconds: 1736
Processing state: not_requested
Canonical source: 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: 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
JSON: /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
Markdown: /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

Actions

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.
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.

Summary

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.