Work

I build and deliver enterprise Agent systems across four connected areas: SDK and Runtime foundations, multi-Agent planning, configurable applications, and production engineering.

Enterprise Agent SDK and Runtime

I designed and developed an enterprise Agent SDK and Runtime from 0 to 1.

Agent SDKAgent RuntimeTool / MCP / SkillLangGraph

I unified model calls, Agent Runtime, Tool/MCP/Skill, RAG, Memory, tracing, and service APIs around one SDK. I also built the CLI, standard service templates, and Langflow integration packages, with support for synchronous and asynchronous calls, ReAct execution, LangGraph multi-node orchestration, and structured event flows.

Multi-Agent Planning and Orchestration

I built a multi-Agent planning and orchestration control plane for complex goal-oriented tasks.

Multi-AgentPlanningOrchestrationState Machine

I designed the control plane from 0 to 1 around graph orchestration, versioned plans, state machines, and event-driven execution. It coordinates semantic, scenario, and resource centers with Agent, human, MCP, and Skill resources, and supports plan confirmation, modification, execution, pause, recovery, completion, and cancellation.

Configurable Template Agents

I developed configurable template agents for enterprise employee services and general customer support.

RAGMemoryToolsMCP / Skill

I integrated knowledge bases, session-file RAG, short- and long-term memory, local tools, MCP, and Skill into reusable agent templates. I designed a ReAct execution engine and unified tool protocol, including BM25 Chinese retrieval, lightweight LLM routing, fallback, circuit breaking, clarification, and human handoff.

Agent Production Engineering

I standardized production engineering for Agent systems through evaluation, observability, build pipelines, and delivery.

EvaluationObservabilityBuild PipelineLinux x86 / ARM

I established unified logging, Langfuse and LLM-as-a-Judge evaluation, internal artifacts, and offline build flows for Agent delivery. I also supported source protection, Linux x86/ARM multi-architecture delivery, Dify maintenance, and Langflow integration for enterprise projects.