- A huge thank you to our sponsors for their generous support! + 衷心感谢各位赞助商的慷慨支持！
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---
-## 🎓 Courses
+## 🎓 课程
-### AWS Strands Course for Beginners
+### 面向初学者的 AWS Strands 课程
-**Comprehensive hands-on course on building AI agents with AWS Strands SDK:**
+**全面动手课程，讲解如何使用 AWS Strands SDK 构建 AI 智能体：**
-- [**AWS Strands Course**](course/aws_strands) - Complete 8-lesson course covering agent fundamentals to production patterns
- - **Foundation**: Basic agents, session management, structured output
- - **Integration**: MCP agents, human-in-the-loop patterns
- - **Multi-Agent**: Orchestrator agents, swarm intelligence, graph workflows
- - **Production**: Observability, safety guardrails, and best practices
+- [**AWS Strands 课程**](course/aws_strands) - 完整 8 课时课程，涵盖从智能体基础到生产级模式
+ - **基础**：基础智能体、会话管理、结构化输出
+ - **集成**：MCP 智能体、人在回路（human-in-the-loop）模式
+ - **多智能体**：编排智能体、群体智能、图工作流
+ - **生产**：可观测性、安全护栏与最佳实践
-## 🚀 Featured AI Apps
+## 🚀 精选 AI 应用
-### 🧩 Starter Agents
+### 🧩 入门智能体
-**Quick-start agents for learning and extending different AI frameworks.** _20 projects_
+**用于学习并扩展不同 AI 框架的快速入门智能体。** _20 个项目_
-- [Agno HackerNews Analysis](starter_ai_agents/agno_starter) - Agno-based agent for trend analysis on HackerNews
-- [OpenAI SDK Starter](starter_ai_agents/openai_agents_sdk) - OpenAI Agents SDK with email helper & haiku writer examples
-- [LlamaIndex Task Manager](starter_ai_agents/llamaindex_starter) - LlamaIndex-powered task assistant
-- [CrewAI Research Crew](starter_ai_agents/crewai_starter) - Multi-agent research team example
-- [Letta Starter](starter_ai_agents/letta_starter) - Stateful agent with persistent long-term memory across sessions
-- [Microsoft Agent Framework Starter](starter_ai_agents/microsoft_agents_starter) - Multi-agent travel planning demos built on Microsoft Agent Framework
-- [PydanticAI Weather Bot](starter_ai_agents/pydantic_starter) - Real-time weather information agent
-- [LangChain Starter](starter_ai_agents/langchain_starter) - LangChain tool-calling agent with `create_tool_calling_agent` + `AgentExecutor`, powered by Nebius
-- [LangGraph Starter](starter_ai_agents/langgraph_starter) - LangGraph prebuilt ReAct agent (`create_react_agent`) with custom tools, powered by Nebius
-- [AWS Strands Agent Starter](starter_ai_agents/aws_strands_starter) - Weather report agent using AWS Strands SDK
-- [Mastra Starter](starter_ai_agents/mastra_starter) - TypeScript-first agent with a custom tool powered by Nebius Token Factory
-- [Camel AI Starter](starter_ai_agents/camel_ai_starter) - Performance benchmarking tool comparing various AI models
-- [DSPy Starter](starter_ai_agents/dspy_starter) - DSPy framework for building and optimizing AI systems
-- [Google ADK Starter](starter_ai_agents/google_adk_starter) - Google Agent Development Kit starter template
-- [Semantic Kernel Starter](starter_ai_agents/semantic_kernel_starter) - Microsoft Semantic Kernel `ChatCompletionAgent` with plugin-based tool calling
-- [smolagents Starter](starter_ai_agents/smolagents_starter) - Hugging Face smolagents code-first web-search agent
-- [AutoGen Starter](starter_ai_agents/autogen_starter) - Microsoft AutoGen `AssistantAgent` with a custom tool, powered by Nebius Token Factory
-- [cagent Starter](starter_ai_agents/cagent_starter) - Open-source customizable multi-agent runtime by Docker
-- [Sayna Voice Agent](starter_ai_agents/sayna_starter) - Real-time voice infrastructure with multi-provider STT/TTS (Deepgram, ElevenLabs, Azure, Google) and WebSocket streaming
-- [KAOS Starter](starter_ai_agents/kaos_starter) - Kubernetes-native multi-agent system with MCP tools and in-cluster LLM
+- [Agno HackerNews Analysis](starter_ai_agents/agno_starter) - 基于 Agno 的 HackerNews 趋势分析智能体
+- [OpenAI SDK Starter](starter_ai_agents/openai_agents_sdk) - OpenAI Agents SDK，含邮件助手与俳句写作示例
+- [LlamaIndex Task Manager](starter_ai_agents/llamaindex_starter) - 由 LlamaIndex 驱动的任务助手
+- [CrewAI Research Crew](starter_ai_agents/crewai_starter) - 多智能体研究团队示例
+- [Letta Starter](starter_ai_agents/letta_starter) - 具备跨会话持久长期记忆的有状态智能体
+- [Microsoft Agent Framework Starter](starter_ai_agents/microsoft_agents_starter) - 基于 Microsoft Agent Framework 的多智能体旅行规划演示
+- [PydanticAI Weather Bot](starter_ai_agents/pydantic_starter) - 实时天气信息智能体
+- [LangChain Starter](starter_ai_agents/langchain_starter) - LangChain 工具调用智能体，含 `create_tool_calling_agent` + `AgentExecutor`，由 Nebius 驱动
+- [LangGraph Starter](starter_ai_agents/langgraph_starter) - LangGraph 预构建 ReAct 智能体（`create_react_agent`），含自定义工具，由 Nebius 驱动
+- [AWS Strands Agent Starter](starter_ai_agents/aws_strands_starter) - 使用 AWS Strands SDK 的天气报告智能体
+- [Mastra Starter](starter_ai_agents/mastra_starter) - TypeScript 优先的智能体，含由 Nebius Token Factory 驱动的自定义工具
+- [Camel AI Starter](starter_ai_agents/camel_ai_starter) - 对比多种 AI 模型的性能基准测试工具
+- [DSPy Starter](starter_ai_agents/dspy_starter) - 用于构建与优化 AI 系统的 DSPy 框架
+- [Google ADK Starter](starter_ai_agents/google_adk_starter) - Google Agent Development Kit 入门模板
+- [Semantic Kernel Starter](starter_ai_agents/semantic_kernel_starter) - Microsoft Semantic Kernel `ChatCompletionAgent`，支持基于插件的工具调用
+- [smolagents Starter](starter_ai_agents/smolagents_starter) - Hugging Face smolagents 代码优先的网页搜索智能体
+- [AutoGen Starter](starter_ai_agents/autogen_starter) - Microsoft AutoGen `AssistantAgent`，含自定义工具，由 Nebius Token Factory 驱动
+- [cagent Starter](starter_ai_agents/cagent_starter) - Docker 开源、可定制的多智能体运行时
+- [Sayna Voice Agent](starter_ai_agents/sayna_starter) - 实时语音基础设施，支持多提供商 STT/TTS（Deepgram、ElevenLabs、Azure、Google）及 WebSocket 流式传输
+- [KAOS Starter](starter_ai_agents/kaos_starter) - 原生 Kubernetes 多智能体系统，含 MCP 工具与集群内 LLM
### 🪶 Simple Agents
-**Straightforward, practical use-cases for everyday AI applications.** _19 projects_
+**简单直接、实用的日常 AI 应用场景。** _19 个项目_
-- [Agno AI Examples](simple_ai_agents/agno_ai_examples) - Simple to multi-agent examples with web search & knowledge base
-- [Finance Agent](simple_ai_agents/finance_agent) - Real-time stock & market data tracking agent
-- [Human-in-the-Loop Agent](simple_ai_agents/human_in_the_loop_agent) - HITL actions for safe AI task execution
-- [Newsletter Generator](simple_ai_agents/newsletter_agent) - AI-powered newsletter builder with Firecrawl integration
-- [Reasoning Agent](simple_ai_agents/reasoning_agent) - Step-by-step financial reasoning demonstration
-- [Agno UI Example](simple_ai_agents/agno_ui_agent) - Interactive UI for web & finance agents
-- [Mastra Weather Bot](simple_ai_agents/mastra_ai_weather_agent) - Weather updates using Mastra AI framework
-- [Calendar Assistant](simple_ai_agents/cal_scheduling_agent) - Calendar scheduling integration with Cal.com
-- [Smart Scheduler Assistant](simple_ai_agents/email_to_calendar_scheduler) - AI-powered Gmail reader and Google Calendar manager
-- [Web Automation Agent](simple_ai_agents/browser_agent) - Browser automation agent using Nebius & browser-use
-- [Nebius Chat](simple_ai_agents/nebius_chat) - Chat interface for Nebius Token Factory
-- [RouteLLM Chat](simple_ai_agents/llm_router) - Intelligent model routing with RouteLLM (GPT-4o-mini vs Nebius Llama) for cost optimization
-- [Talk to Your DB](simple_ai_agents/talk_to_db) - Natural language database queries with GibsonAI & LangChain
-- [LangChain Simple Agents](simple_ai_agents/langchain_simple_agents) - Nebius-powered incident response, support, vendor risk, and data quality agents with typed outputs and guarded tools
-- [Agent Discovery Agent](simple_ai_agents/agent_discovery_agent) - Find and compare AI agents across NANDA, MCP, Virtuals, A2A, and ERC-8004 registries
-- [LangChain Data Agent PoC](simple_ai_agents/langchain_data_agent_poc) - Natural-language-to-SQL data agent with LangGraph, Nebius, read-only SQL safety, and Streamlit charts
-- [VoyageCompass Travel Planner](simple_ai_agents/nebius_travel_planner) - LangChain and Nebius travel planner with weather, research, currency conversion, budgets, and packing tools
+- [Agno AI Examples](simple_ai_agents/agno_ai_examples) - 从简单到多智能体的示例，含网页搜索与知识库
+- [Finance Agent](simple_ai_agents/finance_agent) - 实时股票与市场数据追踪智能体
+- [Human-in-the-Loop Agent](simple_ai_agents/human_in_the_loop_agent) - 人机协同（HITL）操作，保障 AI 任务安全执行
+- [Newsletter Generator](simple_ai_agents/newsletter_agent) - AI 驱动的简报生成器，集成 Firecrawl
+- [Reasoning Agent](simple_ai_agents/reasoning_agent) - 分步金融推理演示
+- [Agno UI Example](simple_ai_agents/agno_ui_agent) - 网页与金融智能体的交互式 UI
+- [Mastra Weather Bot](simple_ai_agents/mastra_ai_weather_agent) - 使用 Mastra AI 框架的天气更新
+- [Calendar Assistant](simple_ai_agents/cal_scheduling_agent) - 与 Cal.com 集成的日历日程安排
+- [Smart Scheduler Assistant](simple_ai_agents/email_to_calendar_scheduler) - AI 驱动的 Gmail 阅读器与 Google Calendar 管理器
+- [Web Automation Agent](simple_ai_agents/browser_agent) - 使用 Nebius 与 browser-use 的浏览器自动化智能体
+- [Nebius Chat](simple_ai_agents/nebius_chat) - Nebius Token Factory 的聊天界面
+- [RouteLLM Chat](simple_ai_agents/llm_router) - 使用 RouteLLM 的智能模型路由（GPT-4o-mini 对比 Nebius Llama），用于成本优化
+- [Talk to Your DB](simple_ai_agents/talk_to_db) - 使用 GibsonAI 与 LangChain 的自然语言数据库查询
+- [LangChain Simple Agents](simple_ai_agents/langchain_simple_agents) - 由 Nebius 驱动的事件响应、支持、供应商风险与数据质量智能体，含类型化输出与受控工具
+- [Agent Discovery Agent](simple_ai_agents/agent_discovery_agent) - 在 NANDA、MCP、Virtuals、A2A 与 ERC-8004 注册表中查找并对比 AI 智能体
+- [LangChain Data Agent PoC](simple_ai_agents/langchain_data_agent_poc) - 自然语言转 SQL 数据智能体，基于 LangGraph、Nebius，只读 SQL 安全机制，以及 Streamlit 图表
+- [VoyageCompass Travel Planner](simple_ai_agents/nebius_travel_planner) - 基于 LangChain 与 Nebius 的旅行规划器，含天气、调研、货币换算、预算与行李清单工具
### 🎙️ Voice Agents
-**Real-time voice assistants and streaming speech pipelines.** _8 projects_
+**实时语音助手与流式语音处理流水线。** _8 个项目_
-- [Gradium + Nebius Voice Coach](voice_agents/voice-agent-gradium-nebius-langchain) - Conversational pitch coach using Gradium STT/TTS, LangChain orchestration, and Nebius reasoning
-- [Healthcare Voice Contact Center](voice_agents/healthcare_contact_center) - Pipecat healthcare contact center with appointment booking, FAQ handling, and supervisor escalation
-- [LiveKit + Gemini Realtime](voice_agents/livekit_gemini_agents) - LiveKit Agents with Google Gemini Live (`gemini` multimodal realtime) for low-latency voice conversations in a LiveKit room
-- [LiveKit Voice Agent with Web Search](voice_agents/livekit_web_search_agent) - LiveKit + Gemini realtime voice agent with an Olostep-backed `web_search` tool for fresh, source-cited answers
-- [LiveKit RSVP Confirmation Agent](voice_agents/livekit_rsvp_agent) - Outbound voice agent that calls attendees, confirms RSVPs, and updates a JSON-backed event database
-- [Pipecat + Sarvam](voice_agents/pipecat_agent) - Pipecat voice pipeline with Sarvam STT/TTS and OpenAI for chat; WebRTC (browser) or Daily transport via the Pipecat runner
-- [Speed-to-Lead Voice Agent](voice_agents/speed_to_lead_agent) - LiveKit-based voice agent that calls inbound leads instantly, routes them to specialists, and logs to a mock CRM
-- [VoxCode (Cursor Code Editor)](voice_agents/Cursor_code_editor) - Local voice workspace for codebase summaries and architecture Q&A; Deepgram Voice Agent + Nebius reasoning + Cursor SDK file inspection/edits
+- [Gradium + Nebius Voice Coach](voice_agents/voice-agent-gradium-nebius-langchain) - 对话式路演教练，使用 Gradium STT/TTS、LangChain 编排与 Nebius 推理
+- [Healthcare Voice Contact Center](voice_agents/healthcare_contact_center) - Pipecat 医疗呼叫中心，支持预约、FAQ 处理与主管升级
+- [LiveKit + Gemini Realtime](voice_agents/livekit_gemini_agents) - LiveKit Agents 配合 Google Gemini Live（`gemini` 多模态实时），在 LiveKit 房间中实现低延迟语音对话
+- [LiveKit Voice Agent with Web Search](voice_agents/livekit_web_search_agent) - LiveKit + Gemini 实时语音智能体，含基于 Olostep 的 `web_search` 工具，提供新鲜、附来源的回答
+- [LiveKit RSVP Confirmation Agent](voice_agents/livekit_rsvp_agent) - 外呼语音智能体，致电参会者确认 RSVP，并更新 JSON 支持的活动数据库
+- [Pipecat + Sarvam](voice_agents/pipecat_agent) - Pipecat 语音流水线，使用 Sarvam STT/TTS 与 OpenAI 聊天；通过 Pipecat runner 支持 WebRTC（浏览器）或 Daily 传输
+- [Speed-to-Lead Voice Agent](voice_agents/speed_to_lead_agent) - 基于 LiveKit 的语音智能体，即时拨打入站线索电话、路由至专家并记录到模拟 CRM
+- [VoxCode (Cursor Code Editor)](voice_agents/Cursor_code_editor) - 本地语音工作区，用于代码库摘要与架构问答；Deepgram Voice Agent + Nebius 推理 + Cursor SDK 文件检查/编辑
### 🗂️ MCP Agents
-**Examples using Model Context Protocol for external tool integration.** _13 projects_
+**使用 Model Context Protocol（MCP）进行外部工具集成的示例。** _13 个项目_
-- [Doc-MCP](mcp_ai_agents/doc_mcp) - Semantic RAG documentation & Q&A system
-- [LangGraph MCP Agent](mcp_ai_agents/langchain_langgraph_mcp_agent) - LangChain ReAct agent with Couchbase integration
-- [GitHub MCP Agent](mcp_ai_agents/github_mcp_agent) - Repository insights and analysis via MCP
-- [MCP Starter](mcp_ai_agents/mcp_starter) - GitHub repository analyzer starter template
-- [Talk to your Docs](mcp_ai_agents/docs_qna_agent) - Documentation Q&A agent with MCP
-- [Database MCP Agent](mcp_ai_agents/database_mcp_agent) - Conversational AI agent for managing GibsonAI database projects and schemas
-- [Hotel Finder Agent](mcp_ai_agents/hotel_finder_agent) - Hotel search and booking using MCP integration
-- [Custom MCP Server](mcp_ai_agents/custom_mcp_server) - Custom MCP server implementation example
-- [Couchbase MCP Server](mcp_ai_agents/couchbase_mcp_server) - Couchbase database integration with MCP protocol
-- [ScaleKit Exa MCP Security](mcp_ai_agents/scalekit-exa-mcp-security) - Security-focused MCP integration with Exa search
-- [Docker E2B MCP Agent](mcp_ai_agents/e2b_docker_mcp_agent) - Secure AI agent for running agents in sandboxed Docker environments via MCP Gateway
-- [Taskade MCP Agent](mcp_ai_agents/taskade_mcp_agent) - AI-powered workspace agent for managing projects, tasks, and workflows via Taskade MCP
-- [Telemetry MCP Okahu](mcp_ai_agents/telemetry-mcp-okahu) - Self-healing Text-to-SQL demo using Okahu Cloud traces via hosted MCP
-- [MCP Toolbox Security Agent](mcp_ai_agents/mcp_toolbox_security_agent) - Secure ecommerce agent over PostgreSQL + MongoDB; MCP Toolbox enforces per-user data access, least-privilege roles, and authorized tools
+- [Doc-MCP](mcp_ai_agents/doc_mcp) - 语义 RAG 文档与问答系统
+- [LangGraph MCP Agent](mcp_ai_agents/langchain_langgraph_mcp_agent) - LangChain ReAct 智能体，集成 Couchbase
+- [GitHub MCP Agent](mcp_ai_agents/github_mcp_agent) - 通过 MCP 获取仓库洞察与分析
+- [MCP Starter](mcp_ai_agents/mcp_starter) - GitHub 仓库分析入门模板
+- [Talk to your Docs](mcp_ai_agents/docs_qna_agent) - 基于 MCP 的文档问答智能体
+- [Database MCP Agent](mcp_ai_agents/database_mcp_agent) - 对话式 AI 智能体，用于管理 GibsonAI 数据库项目与 schema
+- [Hotel Finder Agent](mcp_ai_agents/hotel_finder_agent) - 使用 MCP 集成的酒店搜索与预订
+- [Custom MCP Server](mcp_ai_agents/custom_mcp_server) - 自定义 MCP 服务器实现示例
+- [Couchbase MCP Server](mcp_ai_agents/couchbase_mcp_server) - Couchbase 数据库与 MCP 协议集成
+- [ScaleKit Exa MCP Security](mcp_ai_agents/scalekit-exa-mcp-security) - 面向安全的 MCP 集成，结合 Exa 搜索
+- [Docker E2B MCP Agent](mcp_ai_agents/e2b_docker_mcp_agent) - 安全 AI 智能体，通过 MCP Gateway 在沙箱 Docker 环境中运行智能体
+- [Taskade MCP Agent](mcp_ai_agents/taskade_mcp_agent) - AI 驱动的工作区智能体，通过 Taskade MCP 管理项目、任务与工作流
+- [Telemetry MCP Okahu](mcp_ai_agents/telemetry-mcp-okahu) - 自愈合 Text-to-SQL 演示，通过托管 MCP 使用 Okahu Cloud 追踪数据
+- [MCP Toolbox Security Agent](mcp_ai_agents/mcp_toolbox_security_agent) - 基于 PostgreSQL + MongoDB 的安全电商智能体；MCP Toolbox 强制执行按用户数据访问、最小权限角色与授权工具
### 🧠 Memory Agents
-**Agents with advanced memory capabilities for context retention and personalization.** _13 projects_
+**具备高级记忆能力的智能体，用于上下文保持与个性化。** _13 个项目_
-- [Agno Memory Agent](memory_agents/agno_memory_agent) - Agno-based agent with persistent memory capabilities
-- [arXiv Researcher Agent with Memori](memory_agents/arxiv_researcher_agent_with_memori) - Research assistant using OpenAI Agents and GibsonAI Memori
-- [AWS Strands Agent with Memori](memory_agents/aws_strands_agent_with_memori) - AWS Strands agent enhanced with Memori memory system
-- [Blog Writing Agent](memory_agents/blog_writing_agent) - Personalized blog writing agent with memory for style consistency
-- [Social Media Agent](memory_agents/social_media_agent) - Social media automation agent with memory for brand voice
-- [Job Search Agent](memory_agents/job_search_agent) - Job search agent with memory for preference tracking
-- [Brand Reputation Monitor](memory_agents/brand_reputation_monitor) - AI-powered brand reputation monitoring with news analysis and sentiment tracking
-- [Product Launch Agent](memory_agents/product_launch_agent) - Competitive intelligence tool for analyzing competitor product launches
-- [AI Consultant Agent](memory_agents/ai_consultant_agent/) - AI-powered consulting agent using **Memori v3** as long-term memory fabric and **ExaAI** for research
-- [Customer Support Voice Agent](memory_agents/customer_support_voice_agent) - Voice-enabled customer support assistant with Memori v3 and Firecrawl for knowledge base management
-- [YouTube Trend Agent](memory_agents/youtube_trend_agent) - YouTube channel analysis agent with Memori, Agno, and Exa for trend analysis and video ideas
-- [Study Coach Agent](memory_agents/study_coach_agent) - AI-powered study coach with Memori v3 and LangGraph for multi-step verification of understanding
-- [Engineering Content Agent](memory_agents/engineering_content_agent) - Chat-first Agno app that turns HN demand, DEV.to supply gaps, and Weaviate Engram memory into a developer trend digest plus DevRel talk/blog ideation via Nebius
+- [Agno Memory Agent](memory_agents/agno_memory_agent) - 基于 Agno 的智能体，具备持久化记忆能力
+- [arXiv Researcher Agent with Memori](memory_agents/arxiv_researcher_agent_with_memori) - 使用 OpenAI Agents 与 GibsonAI Memori 的研究助手
+- [AWS Strands Agent with Memori](memory_agents/aws_strands_agent_with_memori) - 集成 Memori 记忆系统的 AWS Strands 智能体
+- [Blog Writing Agent](memory_agents/blog_writing_agent) - 具备记忆能力的个性化博客写作智能体，保持风格一致
+- [Social Media Agent](memory_agents/social_media_agent) - 具备记忆能力的社交媒体自动化智能体，保持品牌调性
+- [Job Search Agent](memory_agents/job_search_agent) - 具备记忆能力的求职智能体，用于偏好追踪
+- [Brand Reputation Monitor](memory_agents/brand_reputation_monitor) - AI 驱动的品牌声誉监测，含新闻分析与情感追踪
+- [Product Launch Agent](memory_agents/product_launch_agent) - 竞品产品发布分析的竞争情报工具
+- [AI Consultant Agent](memory_agents/ai_consultant_agent/) - AI 驱动的咨询智能体，使用 **Memori v3** 作为长期记忆架构，并以 **ExaAI** 开展研究
+- [Customer Support Voice Agent](memory_agents/customer_support_voice_agent) - 支持语音的客户支持助手，集成 Memori v3 与 Firecrawl 用于知识库管理
+- [YouTube Trend Agent](memory_agents/youtube_trend_agent) - YouTube 频道分析智能体，结合 Memori、Agno 与 Exa 进行趋势分析与视频创意生成
+- [Study Coach Agent](memory_agents/study_coach_agent) - AI 驱动的学习教练，使用 Memori v3 与 LangGraph 进行多步理解验证
+- [Engineering Content Agent](memory_agents/engineering_content_agent) - 以聊天为先的 Agno 应用，将 HN 需求、DEV.to 供给缺口与 Weaviate Engram 记忆转化为开发者趋势摘要，并通过 Nebius 生成 DevRel 演讲/博客创意
### 📚 RAG Applications
-**Retrieve-augmented generation examples for document understanding and knowledge bases.** _12 projects_
+**检索增强生成（RAG）示例，用于文档理解与知识库构建。** _12 个项目_
-- [Agentic RAG](rag_apps/agentic_rag) - Agentic RAG implementation with Agno & GPT-5
-- [Agentic RAG with Web Search](rag_apps/agentic_rag_with_web_search) - Advanced RAG with CrewAI, Qdrant, and Exa for hybrid search capabilities
-- [Resume Optimizer](rag_apps/resume_optimizer) - AI-powered resume optimization and enhancement tool
-- [LlamaIndex RAG Starter](rag_apps/llamaIndex_starter) - LlamaIndex + Nebius RAG starter template
-- [PDF RAG Analyzer](rag_apps/pdf_rag_analyser) - Multi-PDF chat and analysis system
-- [Qwen3 RAG Chat](rag_apps/qwen3_rag) - PDF chatbot interface built with Streamlit
-- [Chat with Code](rag_apps/chat_with_code) - Conversational code explorer and documentation assistant
-- [Gemma3 OCR](rag_apps/gemma_ocr/) - OCR-based document and image processor using Gemma3 model
-- [Nvidia Nemotron OCR](rag_apps/nvidia_ocr/) - OCR-based document and image parsing using Nvidia Nemotron-Nano-V2-12b
-- [Contextual AI RAG](rag_apps/contextual_ai_rag) - Enterprise-level RAG with managed datastores and quality evaluation
-- [Advanced RAG with Reranking](rag_apps/advanced_rag_with_reranking) - Production-shaped PDF RAG with contextual retrieval, Qdrant hybrid search, reranking, streaming answers, upload ingestion, and clickable citations
-- [Simple RAG](rag_apps/simple_rag) - Basic RAG implementation with Nebius for quick starts
-- [WFGY 16 Problem Map LLM Debugger](rag_apps/wfgy_llm_debugger) - 16-mode map based debugger for LLM and RAG bugs
+- [Agentic RAG](rag_apps/agentic_rag) - 基于 Agno 与 GPT-5 的 Agentic RAG 实现
+- [Agentic RAG with Web Search](rag_apps/agentic_rag_with_web_search) - 高级 RAG，结合 CrewAI、Qdrant 与 Exa，支持混合搜索
+- [Resume Optimizer](rag_apps/resume_optimizer) - AI 驱动的简历优化与增强工具
+- [LlamaIndex RAG Starter](rag_apps/llamaIndex_starter) - LlamaIndex + Nebius RAG 入门模板
+- [PDF RAG Analyzer](rag_apps/pdf_rag_analyser) - 多 PDF 对话与分析系统
+- [Qwen3 RAG Chat](rag_apps/qwen3_rag) - 基于 Streamlit 构建的 PDF 聊天机器人界面
+- [Chat with Code](rag_apps/chat_with_code) - 对话式代码探索与文档助手
+- [Gemma3 OCR](rag_apps/gemma_ocr/) - 使用 Gemma3 模型的 OCR 文档与图像处理器
+- [Nvidia Nemotron OCR](rag_apps/nvidia_ocr/) - 使用 Nvidia Nemotron-Nano-V2-12b 的 OCR 文档与图像解析器
+- [Contextual AI RAG](rag_apps/contextual_ai_rag) - 企业级 RAG，含托管数据存储与质量评估
+- [Advanced RAG with Reranking](rag_apps/advanced_rag_with_reranking) - 面向生产的 PDF RAG：上下文检索、Qdrant 混合搜索、重排序、流式回答、上传摄取与可点击引用
+- [Simple RAG](rag_apps/simple_rag) - 基于 Nebius 的基础 RAG 实现，便于快速上手
+- [WFGY 16 Problem Map LLM Debugger](rag_apps/wfgy_llm_debugger) - 16 模式地图式 LLM 与 RAG 缺陷调试器
### 🔬 Advanced Agents
-**Complex multi-agent pipelines for production-ready end-to-end workflows.** _24 projects_
+**面向生产就绪端到端工作流的复杂多智能体流水线。** _24 个项目_
-- [Deep Research + Writing Agents Workshop](advance_ai_agents/deep_research_writing_agents_nebius_okahu) - Nebius-powered LangChain MCP workshop with Exa research, Gemini image generation, and Okahu/Monocle eval observability
-- [Nebius AutoResearch](advance_ai_agents/nebius-autoresearch-autoresearch-mar30) - NYC taxi analytics pipeline optimizer; iterative code search with Nebius Token Factory (real-time or batch inference)
-- [AgentField Financial Research Agent](advance_ai_agents/agentfield_finance_research_agent) - Financial Research Agent with AgentField
-- [Due Diligence Agent](advance_ai_agents/due_diligence_agent) - Multi-agent company due diligence pipeline with AG2 and TinyFish deep web scraping
-- [Deep Researcher](advance_ai_agents/deep_researcher_agent) - Multi-stage research agent with Agno & ScrapeGraph AI
-- [Candilyzer](advance_ai_agents/candidate_analyser) - Candidate analysis tool for GitHub/LinkedIn profiles
-- [Cosmos Arena Debate Council](advance_ai_agents/cosmos_arena_debate_council) - Multi-agent debate council built with LangGraph and the NVIDIA Cosmos reasoning model via Nebius Token Factory
-- [Job Finder](advance_ai_agents/job_finder_agent) - LinkedIn job search automation with Bright Data integration
-- [AI Trend Analyzer](advance_ai_agents/trend_analyzer_agent) - AI trend mining and analysis with Google ADK
-- [Conference Talk Generator](advance_ai_agents/conference_talk_abstract_generator) - Automated talk abstract generation with Google ADK & Couchbase
-- [Finance Service Agent](advance_ai_agents/finance_service_agent) - FastAPI server for stock data and predictions with Agno
-- [FlowSentinel Audit Trail](advance_ai_agents/flowsentinal_audittrail) - Next.js workflow command center: Nebius Nemotron reasoning, n8n orchestration, Velt immutable activity logs, optional Tailscale Funnel exposure
-- [Price Monitoring Agent](advance_ai_agents/price_monitoring_agent) - Price monitoring and alerting agent powered by CrewAI, Twilio & Nebius
-- [Pydantic Game Agent](advance_ai_agents/pydantic_game_agent) - FastAPI multi-agent studio that generates sandboxed browser games from one prompt using Pydantic AI and GLM-5.2 on Nebius
-- [Startup Idea Validator Agent](advance_ai_agents/startup_idea_validator_agent) - Agentic workflow to validate and analyze startup ideas
-- [Meeting Assistant Agent](advance_ai_agents/meeting_assistant_agent) - Automated meeting notes and task creation from conversations
-- [AI Hedgefund](advance_ai_agents/ai-hedgefund) - Agentic workflow for comprehensive financial analysis
-- [Smart GTM Agent](advance_ai_agents/smart_gtm_agent) - Go-to-market strategy and competitive analysis agent
-- [Conference Agnostic CFP Generator](advance_ai_agents/conference_agnositc_cfp_generator) - Automated conference proposal generation system
-- [Car Finder Agent](advance_ai_agents/car_finder_agent) - AI-powered used car recommendation system with CrewAI and MongoDB
-- [Content Team Agent](advance_ai_agents/content_team_agent) - SEO content optimization workflow with Agno & SerpAPI for Google AI Search ranking
-- [Customer Support Resolution Agent](advance_ai_agents/customer_support_resolution_agent) - LangChain and Nebius support agent with knowledge-base retrieval, order lookup, and human ticket escalation
-- [Web Intelligence Agent](advance_ai_agents/web_intelligence_agent) - Mastra multi-agent pipeline that turns Olostep web evidence into Nemotron-verified case studies with SQLite persistence and Velt audit trail
-- [Temporal Agents](advance_ai_agents/temporal_agents/) - Examples of Temporal based AI Agents
+- [Deep Research + Writing Agents Workshop](advance_ai_agents/deep_research_writing_agents_nebius_okahu) - 由 Nebius 驱动的 LangChain MCP 工作坊，集成 Exa 研究、Gemini 图像生成与 Okahu/Monocle 评估可观测性
+- [Nebius AutoResearch](advance_ai_agents/nebius-autoresearch-autoresearch-mar30) - NYC 出租车分析流水线优化器；结合 Nebius Token Factory 进行迭代代码搜索（实时或批量推理）
+- [AgentField Financial Research Agent](advance_ai_agents/agentfield_finance_research_agent) - 基于 AgentField 的金融研究智能体
+- [Due Diligence Agent](advance_ai_agents/due_diligence_agent) - 多智能体公司尽职调查流水线，使用 AG2 与 TinyFish 深度网页抓取
+- [Deep Researcher](advance_ai_agents/deep_researcher_agent) - 多阶段研究智能体，基于 Agno 与 ScrapeGraph AI
+- [Candilyzer](advance_ai_agents/candidate_analyser) - 面向 GitHub/LinkedIn 资料的候选人分析工具
+- [Cosmos Arena Debate Council](advance_ai_agents/cosmos_arena_debate_council) - 基于 LangGraph 构建的多智能体辩论委员会，通过 Nebius Token Factory 调用 NVIDIA Cosmos 推理模型
+- [Job Finder](advance_ai_agents/job_finder_agent) - LinkedIn 求职搜索自动化，集成 Bright Data
+- [AI Trend Analyzer](advance_ai_agents/trend_analyzer_agent) - 基于 Google ADK 的 AI 趋势挖掘与分析
+- [Conference Talk Generator](advance_ai_agents/conference_talk_abstract_generator) - 基于 Google ADK 与 Couchbase 的自动化演讲摘要生成
+- [Finance Service Agent](advance_ai_agents/finance_service_agent) - 基于 Agno 的股票数据与预测 FastAPI 服务
+- [FlowSentinel Audit Trail](advance_ai_agents/flowsentinal_audittrail) - Next.js 工作流指挥中心：Nebius Nemotron 推理、n8n 编排、Velt 不可变活动日志，可选 Tailscale Funnel 暴露
+- [Price Monitoring Agent](advance_ai_agents/price_monitoring_agent) - 基于 CrewAI、Twilio 与 Nebius 的价格监控与告警智能体
+- [Pydantic Game Agent](advance_ai_agents/pydantic_game_agent) - FastAPI 多智能体工作室，使用 Pydantic AI 与 Nebius 上的 GLM-5.2，从单条提示生成沙箱化浏览器游戏
+- [Startup Idea Validator Agent](advance_ai_agents/startup_idea_validator_agent) - 用于验证与分析创业想法的智能体工作流
+- [Meeting Assistant Agent](advance_ai_agents/meeting_assistant_agent) - 从对话自动生成会议纪要与任务
+- [AI Hedgefund](advance_ai_agents/ai-hedgefund) - 用于全面金融分析的智能体工作流
+- [Smart GTM Agent](advance_ai_agents/smart_gtm_agent) - 市场进入（GTM）策略与竞争分析智能体
+- [Conference Agnostic CFP Generator](advance_ai_agents/conference_agnositc_cfp_generator) - 自动化会议提案生成系统
+- [Car Finder Agent](advance_ai_agents/car_finder_agent) - AI 驱动的二手车推荐系统，基于 CrewAI 与 MongoDB
+- [Content Team Agent](advance_ai_agents/content_team_agent) - 基于 Agno 与 SerpAPI 的 SEO 内容优化工作流，面向 Google AI Search 排名
+- [Customer Support Resolution Agent](advance_ai_agents/customer_support_resolution_agent) - 基于 LangChain 与 Nebius 的支持智能体，含知识库检索、订单查询与人工工单升级
+- [Web Intelligence Agent](advance_ai_agents/web_intelligence_agent) - Mastra 多智能体流水线，将 Olostep 网页证据转化为经 Nemotron 验证的案例研究，含 SQLite 持久化与 Velt 审计追踪
+- [Temporal Agents](advance_ai_agents/temporal_agents/) - 基于 Temporal 的 AI 智能体示例
## 📺 Tutorials & Videos
### 🎓 Course Playlists
-- [**AWS Strands Course**](https://www.youtube.com/playlist?list=PLMZM1DAlf0Lrc43ZtUXAwYu9DhnqxzRKZ) - Complete 8-lesson course on building AI agents with AWS Strands SDK
+- [**AWS Strands Course**](https://www.youtube.com/playlist?list=PLMZM1DAlf0Lrc43ZtUXAwYu9DhnqxzRKZ) - 使用 AWS Strands SDK 构建 AI 智能体的完整 8 课时课程
### 🔧 Framework Tutorials
-- [**Build with MCP**](https://www.youtube.com/playlist?list=PLMZM1DAlf0Lolxax4L2HS54Me8gn1gkz4) - Model Context Protocol tutorials and examples
-- [**Build AI Agents**](https://www.youtube.com/playlist?list=PLMZM1DAlf0LqixhAG9BDk4O_FjqnaogK8) - General AI agent development tutorials
-- [**AI Agents, MCP and more...**](https://www.youtube.com/playlist?list=PL2ambAOfYA6-LDz0KpVKu9vJKAqhv0KKI) - Mixed tutorials and project demos
+- [**Build with MCP**](https://www.youtube.com/playlist?list=PLMZM1DAlf0Lolxax4L2HS54Me8gn1gkz4) - Model Context Protocol 教程与示例
+- [**Build AI Agents**](https://www.youtube.com/playlist?list=PLMZM1DAlf0LqixhAG9BDk4O_FjqnaogK8) - 通用 AI 智能体开发教程
+- [**AI Agents, MCP and more...**](https://www.youtube.com/playlist?list=PL2ambAOfYA6-LDz0KpVKu9vJKAqhv0KKI) - 混合教程与项目演示
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