streaming-database
AI Agents Need More Than Kafka to See Your Data
Publishing events to Kafka is table stakes in 2026, but the state those events describe is still not queryable. A streaming SQL layer like RisingWave keeps materialized views continuously fresh so AI agents can read live state via SQL and MCP instead of replaying topics.