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 industrial decisioning with human supervision, running steady in water-treatment operations.
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 perpetually licensed, self-hosted meeting platform — 25+ languages, 4-channel international payment, AI site builder, Copilot assistant, dual-QR check-in. Now in production.
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 industrial decisioning with human supervision, running steady in water-treatment operations.
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 perpetually licensed, self-hosted meeting platform — 25+ languages, 4-channel international payment, AI site builder, Copilot assistant, dual-QR check-in. Now in production.
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-4V/Gemini/Qwen-VL 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 full marketing process from content creation, ad placement to performance analysis, 200%+ ROI boost
- AI auto-generate marketing copy + posters + videos
- Multi-platform smart placement & A/B testing
- Real-time performance monitoring & strategy optimization
- Customer profiling & precision recommendations
- 50% marketing cost reduction
R&D AI Assistant
AI-assisted full software development lifecycle with code generation, review, testing, and documentation automation
- Code completion & smart generation (85% accuracy)
- Code review & security vulnerability detection
- Automated unit test generation (90%+ coverage)
- API documentation auto-generation
- 60% R&D efficiency boost
Intelligent Customer Service Agent
Multi-turn dialogue + tool calling + ticketing system integration, 85%+ resolution rate, 70% cost reduction
- 7x24 intelligent Q&A (96% accuracy)
- 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 (92% accuracy)
- 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.