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Humans&: Bridging IQ and EQ in Machine Learning with Eric Zelikman

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Oct 9, 2025
Eric Zelikman, an AI researcher and founder of humans&, discusses his journey from academia to entrepreneurship. He challenges the industry’s obsession with IQ, advocating for a focus on emotional intelligence (EQ) in AI models. Eric emphasizes the importance of incorporating long-term memory and human-centered design to create collaborative systems. With insights on the current limitations of AI, he passionately argues for empowering users rather than merely automating tasks, envisioning a future where machines augment human creativity.
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INSIGHT

AI As A Tool To Unlock Human Potential

  • Eric sees AI as a tool to free human talent by letting people focus on what they care about.
  • He emphasizes that building systems which truly understand people's goals is hard but central to empowerment.
ANECDOTE

Teaching Models With Positive Solutions

  • STAR trains models by rewarding solutions that lead to correct answers and ignoring failures.
  • Eric used iterative generation and reinforcement-style learning to scale reasoning on harder problems.
INSIGHT

Pretraining Can Build Reasoning Skills

  • Q*STAR showed you can pre-train reasoning skills from generic next-token style data rather than only QA datasets.
  • Online training and baselines that weight harder problems more were key practical improvements.
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