
The Deep View: Conversations #33 - Using AI to fix job destruction, skills, and hiring - Tigran Sloyan
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Mar 1, 2026 Tigran Sloyan, CEO and co-founder of CodeSignal who built skills-based hiring and learning platforms, explains why resumes fail and how simulation-based assessments change hiring. He discusses generative AI enabling realistic non-technical simulations, rising fraud and assessment integrity, the shift of entry-level jobs into tasks, and how AI tutors and free learning can scale reskilling.
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Resumes Are Outdated Signals
- Resumes are century-old signals that fail to represent real ability in today's AI-driven job market.
- Tigran explains resumes changed medium but not content, so skills-based assessments are needed to surface real talent.
Simulation Beats Multiple Choice For Engineers
- Simulation-based, hands-on assessments give high signal for technical skills because outcomes are deterministic.
- CodeSignal validates correctness with test cases and automated grading, unlike multiple-choice quizzes.
GenAI Enables Realistic Nontechnical Simulations
- Generative AI unlocked realistic simulations and automated rubrics for non-technical roles like sales and support.
- Tigran says GenAI enables conversation, email and voice simulations plus scalable grading previously impossible.
