# MultiAgentSwarm v4.1.0 (ReAct Visualization Edition) **Self-Adaptive Digital Team** **A fully visible, self-evolving ReAct Digital Team** that intelligently decides *when to be fast* and *when to go deep*. --- **MultiAgentSwarm v4.1.0** 不再是简单的“多个LLM并行聊天”，而是一个**完全可视化、智能决策、自进化 ReAct 数字团队** —— 它完美还原经典 ReAct 架构，同时注入群体智能、动态规划、分层终身记忆与生产级交付能力。

MultiAgentSwarm v3.2.0 Architecture

--- ## English Version **MultiAgentSwarm v4.1.0** **A fully visible, self-evolving ReAct Digital Team** that intelligently decides *when to be fast* and *when to go deep*. ### Core Philosophy (First Principles) We rejected the “use everything on every task” anti-pattern. Instead, we built a swarm that **knows itself** — automatically choosing the right level of intelligence for each request. This is **the only swarm that**: - **Intelligently routes** every task: Simple / Medium / Balanced / Complex - **Forces visible ReAct thinking** in every single agent response - Delivers **Balanced mode** as the default sweet spot (3 agents, planning + tools, best quality/speed ratio) - Runs **Tree-of-Thoughts** with 3 concurrent exploration branches - Spawns **Dynamic Agents** on-the-fly with true parallel subtask execution (Hierarchical Supervisor) - Maintains **lifelong hierarchical memory** (PrimalMemory + Vector + Knowledge Graph) with automatic decay & distillation - Performs **all self-evolution completely in the backgr