Streaming Databases and LLMs = Proactive AI Agents That React in Real Time (risingwave.com)

The core idea: an LLM subscribes to event-driven triggers defined in Streaming SQL (e.g., stock price surges, security alerts, IoT signals). When a trigger fires, the database pushes relevant context to the LLM, enabling instant decision-making without constant polling.