Invest Like the Best with Patrick O'Shaughnessy

Dylan Patel - The Infinite Demand for Tokens, Claude Mythos, and Supply Constraints - [Invest Like the Best, EP.469]

1839 snips
Apr 23, 2026
Dylan Patel, founder of chip and AI research firm SemiAnalysis, dives into the exploding demand for frontier-model tokens. He explores why companies are spending aggressively, why the newest models command all the urgency, and how shortages in GPUs, memory, optics, CPUs, and fab gear could slow the AI buildout. He also gets into Claude Mythos and the brewing public backlash toward AI labs.
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ANECDOTE

SemiAnalysis Went From Near Zero To $7M AI Spend

  • SemiAnalysis went from tens of thousands in AI spend last year to a $7 million annualized Claude Code run rate.
  • Dylan Patel said non-coders now spend thousands daily, including one ex-Intel engineer who built a chip-materials analysis app that replaced what used to be an entire team’s work.
INSIGHT

AI Spend Became A Survival Strategy

  • Dylan Patel sees AI spend as existential defense against commoditization, not discretionary software budget.
  • He argues Claude let SemiAnalysis build an energy-grid product in weeks that rivaled incumbents with 100 people and a decade of work.
INSIGHT

Frontier Tokens Have Near Unbounded Demand

  • Dylan Patel thinks frontier-model token demand is effectively unconstrained because the value created per token far exceeds the price paid.
  • He points to Anthropic’s jump from roughly 30-something percent to at least 72% gross margins as evidence that customers still want more tokens than supply allows.
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