graph TB subgraph "Agent 运行时" PI[Pi Agent Runner
核心推理引擎] subgraph "模型集成" MC[Model Catalog
模型目录] AP[Auth Profiles
凭证管理] FB[Fallback Chains
模型降级链] TH[Thinking Mode
思考/推理模式] end subgraph "工具系统" TC[Tool Catalog] T1[web_search 网络搜索] T2[browser_tool 浏览器] T3[system.run 终端执行] T4[system.spawn_acp 子Agent] T5[channel actions 通道操作] end subgraph "技能系统" SL[Skill Loader
jiti 动态导入] SF[skill.json 元数据] SH[skill.ts 运行时处理器] end subgraph "子 Agent" SR[Subagent Registry] SP[Spawn ACP
隔离会话派生] end end PI --> MC --> AP --> FB PI --> TC --> T1 & T2 & T3 & T4 & T5 PI --> SL --> SF & SH PI --> SR --> SP MC --> TH subgraph "LLM 提供商" L1[Anthropic Claude] L2[OpenAI GPT] L3[Google Gemini] L4[Qwen 通义千问] L5[Ollama 本地] L6[Groq / Grok / Azure / Minimax / 火山引擎] end FB --> L1 & L2 & L3 & L4 & L5 & L6