persistent state machine

AI2ML AI to Machine Learning

Nov 3, 2026 · Artificial Intelligence

DeepSeek Super Agent: Event-Driven Router-Worker Architecture with Persistent SQLite Memory

The article traces 10 evolutionary stages of AI agent construction from prompt workflows to first-principles-driven agents, then details DeepSeek's super agent architecture: an event-driven, dual-layer Router-Worker system with persistent SQLite state machine, engineering capabilities for concurrency, fault tolerance, and delivery reliability, and a memory design that stores facts externally via SQL substring matching rather than vector search.