Sourcery

AI vs Humans: Math, Physics, KGB Psyops, UAPs | Shaun Maguire, Sequoia

48 snips
Feb 2, 2026
Shaun Maguire, a Sequoia partner with a PhD in mathematical physics and AI investor, talks about math superintelligence and why Lean formal proofs plus reinforcement learning could unlock major AI advances. He explains the reasoning behind investing in Harmonic, explores physics curiosities like time travel and UAPs, and connects information warfare tactics to modern media and platform risks.
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ANECDOTE

Early Consulting Sparked Harmonic

  • Vlad Tenev engaged Shaun months before Harmonic formed to discuss the research direction.
  • Shaun routed Caltech string theorist Sergei Gukov to consult, seeding the project before it became a company.
INSIGHT

Small Lab, Big Math Results

  • Harmonic matched or beat larger labs on math performance while spending far less.
  • Focused domain specialization can outcompete generalist labs on specific tasks.
INSIGHT

Physics Is Full Of Loopholes

  • Shaun argues physics laws have exploitable edge cases and our current theories are incomplete.
  • That worldview leads him to be open to radical possibilities like time travel rather than dismissing them outright.
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