01
Multi-Agent Workflow Orchestration
Multi-Agent Orchestration & Workflow Automation
Decomposing complex enterprise workflows into specialized collaborative agents with automated intent routing, tool calling, reflection, and cross-system execution.
Automated Workflow Scheduling
Multi-Role Collaborative Decisions
Tool Invocation & API Calling
Human-in-the-Loop Safeguards
02
Enterprise RAG & Knowledge Base
Enterprise RAG & Knowledge Engineering
Building high-performance hybrid vector retrieval across complex enterprise unstructured documents (PDFs, spreadsheets, technical manuals, CAD files) to eliminate hallucinations.
Multimodal Document Parsing
Dense + Sparse Hybrid Reranking
Precise Source Grounding
Role-Based ACL Security
03
Private LLM Deployment & Fine-Tuning
Private Model Deployment & Fine-Tuning
On-premise deployment of leading open-source LLMs (DeepSeek-V3/R1, Qwen2.5, Llama3) on private GPU clusters, instruction fine-tuning, and inference quantization.
DeepSeek / Open LLM Private Setup
Domain LoRA & SFT
vLLM / TensorRT Acceleration
Heterogeneous Compute Support
04
System Integration & Turnkey Delivery
System Integration & Turnkey Engineering
Seamlessly connecting AI agents with ERP, CRM, MES, OA, and messaging tools (DingTalk, WeCom, Slack), providing production-ready web UI and operational monitoring.
Web / IM Multi-Channel Client
ERP / CRM / Database Connectors
Bad-Case Feedback Loop
7x24h Continuous MLOps