Journal · #lifecycle-flows

AI Marketing Skills That Actually Survive Production

The AI marketing skills worth building go beyond prompt syntax. Signal quality, trigger architecture, and Bayesian testing rigor determine whether AI personalization survives in production.

AI Agent Examples: From Reflex Agents to Multi-Agent

AI agent examples spanning email lifecycle triggers, fraud detection, and customer support: what teams have deployed at scale, what broke, and which patterns survived contact with real systems.