Warm Pipeline Personalization Engine

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Generate scalable personalization layers for warm follow-ups while preserving message consistency and operational efficiency. Engineered as an operator-grade system output with sequencing logic, risk controls, and execution checkpoints. Engineered as an operator-grade system output with sequencing logic, risk controls, and execution checkpoints. Engineered as an operator-grade X system output with sequencing logic, risk controls, diagnostic rigor, and execution checkpoints.