服务 · 智能体 AI、生成式 AI、RAG 与 LLM 系统

智能体 AI、生成式 AI、RAG 与 LLM 系统

Production-oriented AI systems combining LLMs, retrieval, tools, memory and governed agent workflows for real business tasks.

智能体 AI、生成式 AI、RAG 与 LLM 系统 visualisation

服务概览

Modern AI systems can move beyond single-turn chat toward agents that plan, use tools, retrieve evidence, coordinate specialised steps and maintain state across multi-step work.

We design grounded retrieval and controlled action pathways using hybrid search, reranking, citations, structured outputs, tool and API integration, memory, multimodal inputs, human approval and access controls.

Architectures can support interoperable tool and context connections, specialist-agent collaboration, tracing, automated evaluation and human review before wider deployment.

可能交付成果

AI and agent architecture
Knowledge ingestion and retrieval pipeline
Agent and tool workflows
Multimodal QA or assistant interface
Evaluation and observability dashboard
Security and access-control plan

适合的合作

Enterprise knowledge and technical support
Engineering and research assistants
Workflow automation and operations
Customer and employee service
Document-heavy QA and compliance