AI for Campaign Planning, Segmentation, and Message Testing

How to use AI to support campaign planning, audience segmentation, and message testing without turning strategy into generic automation.

March 16, 2026 · 6 min · Michelle
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The Test Suite Passed. The Physics Did Not.

TL;DR for operators Nguyen’s paper is not another “AI writes code” victory lap. It is more useful than that. It documents a 12-work-day, 57-session case in which a physicist supervised Claude Code, using Sonnet and Opus models, to build clax-pt, a JAX implementation of a differentiable one-loop perturbation theory module validated against the established C reference code class-pt.1 ...

June 24, 2026 · 17 min · Zelina