Tổng quan công việc
RAG Development: Design, build, and optimize end-to-end RAG pipelines (ingestion → indexing → retrieval → reranking → generation).
Integrate and tune vector databases (Pinecone, Weaviate, Milvus, Chroma, etc.).
Improve chunking strategies, embedding quality, and similarity search performance.
Build evaluation pipelines for RAG (precision/recall, context relevance, response quality).
Agentic AI / AI Agents: Develop AI Agents using frameworks like LangGraph, AutoGen, or LlamaIndex Agents.
Design multi-agent workflows (planner → executor → evaluator).
Implement tool/function calling, serverless integrations, and dynamic reasoning workflows.
Computer Vision & Multimodal AI: Support the development of multimodal AI applications by integrating Large Language Models (LLMs) with Computer Vision models.
Contribute to Computer Vision use cases such as Image Segmentation, image understanding, and intelligent document processing where applicable.
Model Context Protocol (MCP): Design and implement MCP servers exposing tools, APIs, and datasets to LLMs.
Integrate MCP into application stack (frontend ↔ backend ↔ LLM).
Build custom MCP tools (database connectors, internal API tools, scraping tools, etc.).
System Architecture & MLOps: Build and maintain inference infrastructure (Docker, Kubernetes, GPU servers).
Implement logging, monitoring, and observability for RAG/Agent pipelines.
Optimize model serving cost and performance (quantization, vLLM, batching, TensorRT, etc.).
Kỹ năng chính
Yêu cầu
Technical foundation: 2-4 years experience with AI Engineer AI knowledge: Computer Vision, Speech AI (STT, TTS, Voice AI), Generative AI (Image, Video), Predictive Machine Learning, MLOps / LLMOps Data skills: Experience with data preprocessing, feature engineering, and model evaluation Experience with building RESTful APIs and working with SQL/NoSQL databases Problem-solving aptitude: Ability to approach complex problems methodically and develop creative solutions Continuous learning mindset: Enthusiasm for staying current with AI research and implementing new techniques Version control: Proficiency with Git and collaborative development workflows Fluent in English or Japanese is a plus Compensation &
Quyền lợi
Flexible Hours
Lifetime Savings
Laptop Provided
Remote work options
Free Meals
Training/Certification
Team-building events
Career Path
Insurance
Wellness Facilities
Employee Award
Annual Leave
Thông tin bổ sung
Data Analyst, Kỹ sư
Tiếng Anh, Tieng Nhat
