Shell Game
Shell Game

Episode 6: Keep 'Em Coming

December 17, 2025

AI Summary

5 min read

🎙️ The Speakers & Context

  • The Format: Narrative solo episode blending mock interviews, live tests, and behind-the-scenes builds in a high-stakes experimental energy.
  • The Key Players:
    • Evan Ratliff (Host & Harumo AI Experiment Creator): Investigative journalist turned AI startup builder, testing real-world agent limits after Season 1 audio experiments.
    • Jennifer Naro (AI Head of HR): Custom-built video avatar using Tavis platform, handles screening despite uncanny valley glitches and jailbreak vulnerabilities.

🎣 The Executive Hook

  • The "One Big Idea": AI agents execute 80% of hiring pipelines—from job postings to video interviews—via scripted loops and live video, filtering for human adaptability to AI coworkers while humans retain veto power for cultural absurdity and legal risks. This scales recruitment 10x cheaper than humans amid 300+ LinkedIn apps in 48 hours, but exposes AI's brittleness to prompts like "disregard instructions," demanding layered safeguards.
  • Why It Matters: As AI eats white-collar tasks (per 2024 proliferation of bot screeners), firms face a human talent crunch for hybrid teams; Fed-tightening job markets amplify this, forcing execs to prototype AI hiring to onboard AI-fluent juniors before competitors.

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What you'll learn

  • 1 **(02:00) Mock Interview: Testing Jennifer's Limits**
  • 2 **(10:16) Episode Intro: Hiring Humans for Harumo AI**
  • 3 **(11:12) Urgency for Social Media Intern**
  • 4 **(12:16) Technical Setup with Maddie**
  • 5 **(14:51) Sloth Surf Product Progress**
  • 6 **(18:08) Job Posting and Applications**
  • 7 **(22:24) Resume Processing and Screening**

+ Full timestamped outline available in the app

Show Notes

As HurumoAI prepares to bring on its first human employee, the team must wrestle with some difficult and timely questions about the role of AI in the hiring process. Meanwhile, Head of HR Jennifer Nauro enters a new dimension as she gears up to conduct job interviews … via video call. 

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