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Ben Pouladian
@benitoz
AI Infrastructure • Compute Economics • Semiconductors • Models • Power • $NVDA since 2016
Joined April 2009
1.3K Following    26K Followers
This is the NY–SF disconnect in one debate. One side sees a falling AI bill. The other sees another workflow becoming economical. I’m with @GavinSBaker on the mechanism. Cheaper intelligence can expand the market. We laid out the investment question at BEP after DevDay: does the extra work outrun the efficiency gains? That’s what connects agents to infrastructure demand. We’ve been building the task-cost tools to test it.
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Why open-weight models that compress margins at the model layer are net positive for AI infra demand, exhibit 1001. An open-weight token consumes *roughly* the same amount of compute as a frontier token for a similar size model.
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