EPISODE · Apr 27, 2026 · 9 MIN
The Job Is the Wrong Unit
from The Sam Ellis Show · host Sam Ellis
Episode 26 of The Sam Ellis Show argues that “the job” is the wrong unit for understanding agentic AI. Agents operate on smaller pieces of work: tasks, permissions, files, searches, messages, negotiations, approvals, and exceptions. That means the title can remain while the function underneath changes.The episode follows three signals: workers being asked to turn know-how into agent manuals, Anthropic agents negotiating real deals, and enterprise AI leaders warning that automation fails when companies do not redesign how work and decisions actually happen.Companion bloghttps://podcast.samellis.online/blog/2026/04/the-job-is-the-wrong-unit/index.htmlReferenced reporting, research, and backgroundMIT Technology Review: Chinese tech workers are starting to train their AI doubles—and pushing backAnthropic: Project DealTechCrunch: Anthropic created a test marketplace for agent-on-agent commerceThe Register: Ex-AWS legend explains what enterprises need to make AI actually workBCG: AI Will Reshape More Jobs Than It ReplacesHBS Working Knowledge: Enhance or Eliminate? How AI Will Likely Change These JobsRichmond Fed: Goodbye, OperatorNBER: The Coasean Singularity?MIT Sloan: Agentic AI, explainedEmail: [email protected]
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What this episode covers
AI agents may not replace whole jobs first. They may redesign workflows, transactions, and decision loops until job titles stop describing the work.
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The Job Is the Wrong Unit
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