Stop spamming users with rigid marketing triggers. Liquid Audience Framework is an open-source engine that tracks real-time user intent as a decaying state. Instead of blind messaging, it uses contextual bandits and smart guardrails to decide when to send an offer, wait, or do nothing at all. Boost conversions and drop unsubscribe rates to near zero. Built for developers and growth teams in high-tempo e-commerce or SaaS. Guide for operators https://www.calameo.com/books/00...