AI Agents
are no longer a demo — they're production capacity
ReAct + tool calling + multi-agent orchestration + private deployment. The three projects below run in real production — not slideware. They are agents YGG built, shipped, and continues to iterate on.
Five specialized agents cut cross-database natural-language queries from 2–3 days to 10 seconds.
View caseA self-hostable AI family tutor that teaches 7 school subjects in a child’s own language.
View caseAgent-driven dosing decisions for water treatment, with human supervision — out-of-range actions require human confirmation.
View caseOne cup of coffee, eight AI agents — ordering, supply chain, and operations all orchestrated by an Agent core.
View caseTurn "requirements + process notes + I/O table" into Siemens SCL code automatically — a 10× lever for electrical engineers.
View caseA ¥19,800 perpetually licensed, self-hosted meeting platform — 8 modules, any BCP 47 language, 4-channel international payment, AI site builder + Copilot, dual-QR check-in. v0.6.0 in production.
View caseOne desktop where 20+ CLI agents actually collaborate — assign work solo, form a team, or command them from your phone while work keeps moving 24/7.
View caseEvery model call, clear and in control — nine upstream provider types behind a single sk- key, with quota, logs and billing you own.
View casePolicy Q&A, health records, family-doctor sign-up and check-up booking, all inside the county hospital WeChat account — nothing for residents to install.
View caseTurn a physician’s expertise and clinical experience into a digital asset they own 100%, with an AI Digital Doctor handling health consultation and medical education 24/7.
View caseSpeak a paragraph and AI turns it into a three-level task board — clients see live progress from a link, no account needed.
View caseAgentless infrastructure management for servers and network devices, with a built-in AI copilot
View caseFill the WeChat IP allowlist once: requests relay through a fixed egress IP, so moving servers or data centres never sends you back to the console.
View caseReal-world agents · in production
Not pitching demos — these agents are actually running
The three projects below are agents YGG itself built, shipped, and continues to operate. Click into a case for the full breakdown; some have a live demo URL.
Five specialized agents cut cross-database natural-language queries from 2–3 days to 10 seconds.
A self-hostable AI family tutor that teaches 7 school subjects in a child’s own language.
Agent-driven dosing decisions for water treatment, with human supervision — out-of-range actions require human confirmation.
One cup of coffee, eight AI agents — ordering, supply chain, and operations all orchestrated by an Agent core.
Turn "requirements + process notes + I/O table" into Siemens SCL code automatically — a 10× lever for electrical engineers.
A ¥19,800 perpetually licensed, self-hosted meeting platform — 8 modules, any BCP 47 language, 4-channel international payment, AI site builder + Copilot, dual-QR check-in. v0.6.0 in production.
One desktop where 20+ CLI agents actually collaborate — assign work solo, form a team, or command them from your phone while work keeps moving 24/7.
Every model call, clear and in control — nine upstream provider types behind a single sk- key, with quota, logs and billing you own.
Policy Q&A, health records, family-doctor sign-up and check-up booking, all inside the county hospital WeChat account — nothing for residents to install.
Turn a physician’s expertise and clinical experience into a digital asset they own 100%, with an AI Digital Doctor handling health consultation and medical education 24/7.
Speak a paragraph and AI turns it into a three-level task board — clients see live progress from a link, no account needed.
Agentless infrastructure management for servers and network devices, with a built-in AI copilot
Fill the WeChat IP allowlist once: requests relay through a fixed egress IP, so moving servers or data centres never sends you back to the console.
Core Technical Capabilities
AI Agent
Based on ReAct/ReWOO frameworks, support tool calling, autonomous planning, memory management for complex multi-step tasks
Multimodal Understanding & Generation
Support text/image/voice/video multimodal I/O with GPT-5/Gemini 3.x/Qwen vision models integration
Visual Workflow Orchestration
Low-code drag-and-drop workflow design with conditional branching, loops, parallel execution, LangChain/LlamaIndex integration
Enterprise System Integration
Seamless integration with ERP/CRM/OA/Databases, RPA automation execution, API/Webhook triggers
Enterprise Application Scenarios
Intelligent Marketing AI Agent
Automate the full marketing process from content creation and ad placement to performance analysis, with every asset and placement traceable
- AI auto-generate marketing copy + posters + videos
- Multi-platform smart placement & A/B testing
- Real-time performance monitoring & strategy optimization
- Customer profiling & precision recommendations
- Auto-rewrite one asset per platform, cutting duplicated production
R&D AI Assistant
AI-assisted full software development lifecycle with code generation, review, testing, and documentation automation
- Code completion & smart generation (repository-context aware)
- Code review & security vulnerability detection
- Automated unit test generation (per function signature & branch path)
- API documentation auto-generation
- Review comments & generation logs wired into CI, traceable to each commit
Intelligent Customer Service Agent
Multi-turn dialogue + tool calling + ticketing system integration; complex issues escalate to a human agent with the full context attached
- 7x24 intelligent Q&A (answers traceable to the tool-call chain)
- Auto query orders/logistics/inventory
- Smart ticket creation & assignment
- Sentiment analysis & VIP customer identification
- Real-time translation for 50+ languages
AI Data Analyst
Natural language database queries, auto-generate analysis reports, support business decisions
- Natural language to SQL (Text2SQL)
- Automated data cleaning & ETL
- Smart chart generation & data visualization
- Anomaly detection & alerts (configurable thresholds and YoY/MoM rules)
- Business insight report auto-generation
Implementation & Deployment Process
Scenario Research & Requirements Analysis
Deep dive into business processes, pain points, automation needs, evaluate AI Agent feasibility & ROI
Agent Architecture Design
Design agent capabilities (toolset), workflows, decision logic, select appropriate LLMs and frameworks
Development & Integration Testing
Develop AI Agents, integrate enterprise systems (API/RPA), unit testing & end-to-end testing
Go-live & Continuous Optimization
Gradual rollout, monitoring & alerting, user feedback collection, model iteration, capability expansion
Weekly · always fresh
Agent Weekly: catch up once a week
YGG curates the week's most worthwhile AI Agent papers, products, and engineering write-ups so you don't have to scrape ArXiv / HN daily.
Build your own AI Agent
Start with a scenario chat, then a POC. Most requirements get to a demoable agent prototype within two weeks.
FAQ
AI Agent 平台常见问题
Agent 平台和聊天机器人有什么区别？
Agent 能主动调用工具、读写外部系统、跨多步推理；聊天机器人只做问答。YGG Agent 平台支持 10+ Agent 协同、可视化工作流编排、Function Calling / Tool Use / Memory 三大核心机制。
支持哪些集成渠道？
RPA、REST / gRPC API、钉钉、企业微信、Slack、Lark、Telegram 等 13+ 消息渠道。企业内部 IT 系统通过标准 API 或数据库连接器接入。
Agent 平台如何保证决策可控？
每次工具调用、记忆写入、决策分支均有审计 trace；关键阈值外的决策强制人工确认；敏感操作可配置二次审批流；所有操作留痕合规。