LangChain

Most marketing automation still runs on brittle if-then rules: if a user opens an email, send a follow-up. AI agents for digital marketing, however, break that pattern by observing signals, reasoning about intent, and choosing the next action themselves no rule tree required. According to Lilian Weng’s widely cited formulation, an agent is best understood…