AI Engineer - Agentic AI Platform
CÔNG TY CỔ PHẦN UDATA
Mô tả công việc
Build and maintain LangGraph agents (ReAct pattern) that orchestrate multi-step reasoning across ERP, WMS, and accounting data. Develop MCP connectors (FastMCP 2.x) to integrate external business APIs — NetSuite SuiteQL, Base.vn, MS365, Google Workspace. Design agent skills (prompt engineering + output schemas) for inventory analysis, cash flow forecasting, dead stock detection, and supplier signal extraction. Build document ingestion pipelines: PDF, Word, Excel → structured data — layout parsing, table extraction, OCR for scanned documents. Build RAG pipelines to let agents retrieve from internal docs (SOPs, product catalog, historical alerts) to explain decisions and suggest next steps. Work with the LLM gateway (LiteLLM) to manage model routing, cost guardrails, and observability (Langfuse tracing). Build async Python services (FastAPI) and wire agent-to-agent communication via Redis Streams. Write unit tests for engine logic and integration tests with real Postgres + Redis (testcontainers).
Yêu cầu công việc
1–3 years Python experience, comfortable with async (async/await, httpx, FastAPI). Hands-on with LangGraph or LangChain agents — tool calling, state machines, multi-step reasoning. Understands LLM patterns: prompt engineering, tool use, structured output (Pydantic), context window management. Familiar with RAG: embeddings, vector search (pgvector / Qdrant), chunking strategies, retrieval quality evaluation. Experience with document processing: PDF/Word/Excel parsing, OCR (PaddleOCR / Surya), layout analysis (Docling, PyMuPDF), table extraction. Can read and integrate REST APIs with auth (OAuth1/2, API keys). Writes production-ready code: type hints, tests, clear error handling. Nice to have Experience with FastMCP / MCP protocol. Familiarity with Redis Streams or other event buses. Exposure to multi-agent orchestration (supervisor pattern, A2A communication). Agent evaluation: LLM-as-judge, tool call precision, trajectory eval. Tool design patterns: idempotency, retry strategies, error recovery. Domain knowledge in ERP, inventory, or cash flow management.
Quyền lợi
Compensation: Based on competence + Holiday/Tet bonuses linked to business performance Work alongside a team of experienced engineers and gain hands-on experience with real-world AIoT projects Full social, health, and unemployment insurance coverage in accordance with current regulations Clear career advancement path based on competence and performance Dynamic, proactive, and creative tech startup environment Opportunities to participate in industry events, seminars, training sessions, and team-building activities