Incumbents Neutralize Launch

20%its chance, of the story’s futures

0.0%on the S&P 500, if it happens

Larger AI model and inference providers respond quickly with pricing, routing, or efficiency improvements. Particle still gains visibility, but the launch becomes part of a broader compression in coding-model margins.

Each figure is the modeled move of the S&P 500 if the outcome occurs. For information only. Not investment advice.

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