AI Engineer

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AI Infrastructure

Agentic Frameworks

Tech Stack

About the Role

Design and build sophisticated AI agents capable of independent operation, complex decision-making, and self-correction. The role involves building real-world AI and machine learning solutions across ASEAN.

We're not hiring someone to run models. We're hiring someone who builds systems that think.

Responsibilities:

  1. Agentic AI Systems Development
  2. Design and build autonomous AI agents with sophisticated decision-making capabilities.
  3. Implement orchestration workflows using LangChain, LangGraph, and Microsoft Bot Framework.
  4. Create Retrieval-Augmented Generation (RAG) systems to minimize hallucinations.
  5. Develop Memory, Reasoning, and Planning (MRP) features and Agent-to-Agent (A2A) communication protocols.
  6. Work with LLM serving solutions like Ollama and vLLM.
  7. Build with strong fundamentals in agentic AI — you understand how to design agents that are reliable, observable, and able to recover from failure.
  8. Deployment & Operations
  9. Deploy AI systems across AWS, Azure, or GCP with focus on high availability, security, and scalability.
  10. Containerize applications using Docker and manage Kubernetes orchestrations.
  11. Build CI/CD pipelines with Argo Workflows and Argo CD.
  12. Create well-documented APIs for client integration.
  13. Model Training & Optimization
  14. Train and fine-tune custom models using TensorFlow and PyTorch.
  15. Conduct structured experiments including hyperparameter tuning.
  16. Work with diverse data types: text, image, time-series, and graph data.

Required Qualifications:

  • Shipped AI systems to production users (not prototypes)
  • Strong agentic AI design fundamentals
  • Hands-on cloud platform experience (AWS, Azure, or GCP)
  • Python engineering skills with Git proficiency
  • Docker and Kubernetes deployment experience
  • Communication skills for both technical and non-technical audiences

Preferred Qualifications:

  • 3-7 years AI/ML engineering experience
  • LangChain, LangGraph, Ollama, vLLM implementation
  • RAG system optimization background
  • MRP concepts and A2A protocol design knowledge
  • MLOps tooling expertise (Argo Workflows, Argo CD)
  • TensorFlow/PyTorch proficiency
  • Knowledge graphs or semantic web exposure

Key Tech Stack:

  • AI/LLM Frameworks: LangChain, LangGraph, Microsoft Bot Framework, Ollama, vLLM
  • Cloud Platforms: AWS, Azure, GCP
  • Containerization & Orchestration: Docker, Kubernetes
  • CI/CD Tools: Argo Workflows, Argo CD
  • ML Frameworks: TensorFlow, PyTorch

Benefits / Culture:

  • Full certification sponsorship
  • Structured learning paths and mentorship
  • End-to-end problem ownership
  • Work on high-impact public sector and enterprise initiatives
  • Engineering-first culture with world-class practitioners
  • Regional scope across ASEAN and Asia Pacific

Location: Singapore (onsite).

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