AI Engine
Enterprise-grade AI engine based on a four-layer architecture model,
providing full-stack capabilities from underlying algorithms to business scenarios
Underlying Algorithm Engine
Unified LLM access, RAG knowledge engine, model fine-tuning and distillation
Unified LLM Access
Adapt to 15+ mainstream LLM vendors, provide standardized API interfaces, support intelligent routing and load balancing
- Routing latency < 5ms
- Overall availability > 99.9%
- First token latency < 800ms
RAG Knowledge Engine
Adopts "Dual-Tower + Interactive" three-stage architecture, achieving 90% retrieval accuracy and 5% hallucination rate
- Vector search contributes 60%
- Keyword search contributes 25%
- Graph search contributes 15%
Model Fine-tuning & Distillation
Three-stage fine-tuning strategy, supporting LoRA/QLoRA efficient fine-tuning, knowledge distillation reduces cost by 100x
- QLoRA fine-tuning only needs 4.5GB
- Cost reduced by 100x
- Scenario-specific model customization
Microservices Architecture
Service governance, distributed transactions, observability, container orchestration
Service Discovery
Nacos unified solution, registration TPS > 100K, push latency < 100ms
Distributed Transactions
Multi-mode support: Seata AT (eventual consistency), TCC (strong consistency), Saga (long-running transactions)
Traffic Governance
Sentinel comprehensive protection, QPS throttling, circuit breaker, system protection
8 Scenario Microservices Matrix
Multi-Agent Collaboration
Planner, executor, reviewer, and learner agents working together
Planner Agent
Planner
- Task decomposition
- Strategy formulation
- Resource coordination
Executor Agent
Executor
Reviewer Agent
Reviewer
- Quality check
- Compliance review
- Risk assessment
Pipeline Mode
Sequential Pipeline, process tasks in order
Negotiation Mode
Negotiation, voting arbitration for decisions
Competition Mode
Competition, parallel selection of optimal solutions
Human-AI Collaboration
Confidence threshold < 0.7 triggers manual review
RPA Automation
Mobile automation, social media integration, deep enterprise application integration
Mobile Automation
AI mobile operations, automatic login, asset selection, copy editing, hashtag tagging, scheduled publishing - full workflow automation
- Full coverage of TikTok, Instagram, YouTube, Twitter, LinkedIn
- AI-assisted copy generation, smart hashtag recommendations
- Automated DM replies, multi-turn conversation management
Enterprise App Integration
Deep API integration with WeChat Work, DingTalk, Lark, etc., achieving business process automation
- Automated message replies and forwarding
- Approval workflow automation
- Data sync and report generation
Exception Handling & Manual Review
Technical Exception
- Element not found
- Network timeout
- App crash
Business Exception
- Operation rejected
- Unexpected state
- Insufficient permissions
Security Exception
- CAPTCHA challenge
- Session expired
- Risk control blocked
Platform Limit
- Rate limiting
- Feature changes
- API deprecation