Architect

Oct 12, 2026 · Artificial Intelligence

DeepSeek Bot: Turning Multi-Agent Demos into Runnable Systems via Runtime Design

This article analyzes DeepSeek Bot's source code to show how multi-agent systems transition from demos to runnable systems by binding agents to persistent sessions, implementing temporal message routing, separating context into three lifecycle layers, and enforcing runtime constraints on permissions, secrets, and state management.