Thread Hook CTA Multi Arm Bandit Simulator Framework

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Simulate adaptive testing for hook and CTA combinations to allocate exposure toward higher-performing variants faster. Engineered as an operator-grade system output with sequencing logic, risk controls, and execution checkpoints. Signals system-level value with a phased workflow, diagnostic decision checkpoints, and measurable conversion controls.