Self-evolving ReAct Multi-Agent Swarm | Balanced模式省60-80% token | 全程思考可见 + 后台自我进化 | 支持Ollama/DeepSeek本地部署 | 🇨🇳 中文版

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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。

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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