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

EPISODE · Mar 10, 2026 · 28 MIN

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

from Redefining CyberSecurity · host ITSPmagazine, Sean Martin, TAPE9

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. In this edition of Lens Four, Sean Martin looks at the agentic AI landscape through three lenses — programs, innovation, and messaging — to connect the signals that matter. 🔍 In this episode: Why organizations are building human-optional workflows one procurement decision at a time — without ever deciding to The five-task AI hiring pipeline and five-task AI legal contracting pipeline — real tools, real companies, real outcome data 375+ agentic AI vendors claiming the space, but only ~130 delivering genuine capability — and what that gap means for buyers Why "augment, not replace" is a strategy, not a description — and what the accountability gap it creates looks like when something goes wrong The agentic orchestration platform emerging from Nintex and Microsoft — and why it splits outcomes between deliberate orgs and accumulators The regulatory window that is open right now — and why it won't stay that way Fourth Lens: The vendors knew what they were building. The buyers didn't ask the right questions. The auditors haven't arrived yet. The organizations that use the remaining window to map what they've assembled — and make explicit decisions about what requires human judgment — will be positioned when the frameworks arrive. The ones that don't will discover that the workflow they built by default is not the workflow they would have chosen under scrutiny. 📖 Read the full Lens Four analysis on seanmartin.com: https://www.seanmartin.com/lens-four/task-by-task-workflows-handing-to-ai-one-decision-at-a-time 🎧 Listen to the Redefining CyberSecurity Podcast conversation with Edward Wu of Dropzone AI at Black Hat USA 2025: https://www.itspmagazine.com/their-stories/dropzone-ai-brings-agentic-automation-to-black-hat-usa-2025-a-drop-zone-ai-pre-event-coverage-of-black-hat-usa-2025-las-vegas-brand-story-with-edward-wu-founder/ceo-at-dropzone-ai 🎧 Listen to the Redefining CyberSecurity Podcast conversation with Subo Guha of Stellar Cyber at RSAC 2025: https://www.itspmagazine.com/their-stories/simplifying-cybersecurity-operations-at-scale-automation-with-a-human-touch-a-brand-story-with-subo-guha-from-stellar-cyber-an-on-location-rsac-conference-2025-brand-story 🎧 Listen to the Redefining CyberSecurity Podcast conversation with Subo Guha of Stellar Cyber at Black Hat 2025: https://www.itspmagazine.com/their-stories/stellar-cyber-revolutionizes-soc-cybersecurity-operations-with-human-augmented-autonomous-platform-at-black-hat-2025a-stellar-cyber-event-coverage-of-black-hat-usa-2025-las-vegas 🎧 Listen to the Random and Unscripted episode — "We're Becoming Dumb and Numb" — with Sean Martin and Marco Ciappelli: https://randomandunscripted.com/episodes/were-becoming-dumb-and-numb-why-black-hat-2025s-ai-hype-is-killing-cybersecurity-and-our-ability-to-think-random-and-unscripted-weekly-update-with-sean-martin-and-marco-ciappelli | 🎬 Watch on YouTube 🔔 Subscribe to the Future of Cybersecurity newsletter on LinkedIn: https://itspm.ag/future-of-cybersecurity This story represents the results of an interactive collaboration between Human Cognition and Artificial Intelligence. Enjoy, think, share with others, and subscribe to Lens Four on seanmartin.com and "The Future of Cybersecurity" newsletter on LinkedIn: https://itspm.ag/future-of-cybersecurity Sincerely, Sean Martin and TAPE9 Sean Martin is a life-long musician and the host of the Music Evolves Podcast; a career technologist, cybersecurity professional, and host of the Redefining CyberSecurity Podcast; and is also the co-host of both the Random and Unscripted Podcast and On Location Event Coverage Podcast. These shows are all part of ITSPmagazine—which he co-founded with his good friend Marco Ciappelli, to explore and discuss topics at The Intersection of Technology, Cybersecurity, and Society.™️ Want to connect with Sean and Marco On Location at an event or conference near you? See where they will be next: https://www.itspmagazine.com/on-location To learn more about Sean, visit his personal website. 🔎 Keywords agentic AI, workflow automation, task-specific AI agents, AI hiring tools, resume screening automation, HireVue, Paradox Olivia, legal AI, Harvey AI, LegalOn, contract review automation, agentic SOC, Dropzone AI, Stellar Cyber, Token Security, AI agent identity, RSAC 2026, Nintex, Microsoft Copilot Studio, agentic orchestration platform, human accountability in AI, agentwashing, AI augmentation vs replacement, AI governance, enterprise AI adoption, Gartner agentic AI, Forrester AI forecast, AI decision accountability, AI regulatory compliance, AI workforce impact Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

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.

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

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This episode was published on March 10, 2026.

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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...

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