The Inversion Investor

The Inversion Investor

When AI Fails to Keep Up With the Market

Peter Pham's avatar
Peter Pham
Feb 13, 2026
∙ Paid

There’s a pattern in how people and institutions are approaching AI in trading—and it’s not flattering.

Across forums, hackathons, and even some high-profile quant shops, the dominant approach is the same: throw more agents, more tokens, more data at the problem. OpenClaw, multi-agent API stacks, and constant summarization pipelines are the standard tool…

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