- Singapore
工作地点
职位描述
岗位职责
Responsibilities • Build customer-facing AI applications powered by leading LLMs such as Claude, GPT, Llama, Mistral, and other foundation models
• Architect and optimize advanced RAG, Hybrid RAG, Agentic RAG, and Graph RAG solutions
• Develop and maintain scalable data pipelines supporting AI applications and knowledge systems
• Design and implement multi-agent workflows using frameworks such as LangGraph, CrewAI, AutoGen, or Semantic Kernel
• Develop and integrate Model Context Protocol (MCP) servers, tools, and enterprise connectors
• Evaluate AI model performance using observability and evaluation frameworks, improving accuracy, grounding, relevance, and response quality
• Implement prompt engineering strategies, tool calling, structured outputs, workflow orchestration, and AI memory management
• Deploy AI solutions in cloud and enterprise environments using modern DevOps and LLMOps practices
• Collaborate closely with business stakeholders, product teams, architects, and developers to deliver impactful AI-driven solutions
Skills/Requirement
Bachelor's Degree in Computer Science, Artificial Intelligence, Data Science, Information Systems, or a related field
5+ years of experience designing and implementing AI/ML solutions
Proven experience building and deploying Agentic AI and Generative AI applications
Strong programming expertise in:
• Python
• Java
• Oracle/SQL
Hands-on experience with:
• Large Language Models (LLMs)
• Generative AI
• AI Application Development
• API Integration
• Data Engineering
________________________________________
Preferred Technical Expertise
Agentic AI & LLM Ecosystem
• LangChain
• LangGraph
• CrewAI
• AutoGen
• Semantic Kernel
• MCP (Model Context Protocol)
• A2A (Agent-to-Agent Communication)
Retrieval & Knowledge Systems
• RAG / Hybrid RAG
• Graph RAG
• Knowledge Graphs
• Neo4j
• Elasticsearch
• Vector Databases (Pinecone, Weaviate, Qdrant, Milvus, ChromaDB, FAISS)
Model Engineering
• Hugging Face
• LoRA / QLoRA / PEFT
• Open-source model fine-tuning
• vLLM
• Ollama
• Model evaluation frameworks (RAGAS, DeepEval, LangSmith, TruLens, Promptfoo)
Cloud & AI Infrastructure
• Azure AI Foundry
• AWS Bedrock
• Google Vertex AI
• Docker
• Kubernetes
• CI/CD Pipelines
Responsible AI & Security
• AI Governance
• Prompt Injection Protection
• AI Safety & Guardrails
• Responsible AI Practices
• Data Privacy & Security
We regret to inform you that only shortlisted candidates will be contacted.
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