Senior AI/ML Engineer: GenAI, MLOps & Production Cloud

GECO Asia Pte Ltd; Singapore; Hybrid; SGD 150,000 - 210,000; Full time

Job summary

GECO Asia Pte Ltd is seeking a Senior AI/ML Engineer to design, deploy, operate, and optimize production-grade AI/ML solutions at scale. The role focuses on LLM/Generative AI applications, MLOps, cloud platforms, and software engineering excellence.

You will collaborate with data scientists, platform engineers, and product teams to build and support RAG, agentic AI, and ML solutions across the full development lifecycle.

Qualifications

• Strong Python programming for production-grade apps.
• Solid software engineering fundamentals: testing, code reviews, version control.
• Proven experience delivering LLM/Generative AI applications in production.
• Hands-on with RAG architectures, AI agents, and fine-tuned LLMs.
• Experience Infrastructure-as-Code using Terraform or equivalent tools.
• Production cloud experience (Azure, AWS, or GCP).
• Experience with Databricks or comparable lakehouse/MLOps platforms.
• Docker and Kubernetes for AI/ML workloads.
• Experience building CI/CD pipelines for ML/AI deployments.
• Strong knowledge of LLM tracing, logging, telemetry, and observability.

Responsibilities

• Design, build, deploy, and support production AI/ML applications, including LLM-powered, RAG, and agent-based solutions.
• Develop robust evaluation, testing, observability, and monitoring frameworks for AI systems.
• Implement and maintain CI/CD pipelines for ML and GenAI workloads.
• Monitor and optimize model performance, latency, reliability, cost, and operational health.
• Build and manage AI infrastructure using Infrastructure-as-Code and cloud-native services.
• Troubleshoot production issues across models, data pipelines, retrieval systems, agents, and integrations.
• Collaborate with engineering, data science, and platform teams to deliver scalable AI solutions.
• Drive engineering best practices including code reviews, testing, version control, and documentation.
• Implement governance, guardrails, tracing, logging, and monitoring to ensure responsible AI deployment.
• Mentor junior engineers and contribute to technical leadership within the team.

Skills

Python

MLOps

Cloud platforms

CI/CD

Observability

Docker

Kubernetes

LLM/Generative AI

RAG architectures

AI telemetry

Tools

Databricks

Terraform

Git

Job description

GECO Asia Pte Ltd is seeking a Senior AI/ML Engineer to design, deploy, operate, and optimize production-grade AI/ML solutions at scale. The role focuses on LLM/Generative AI applications, MLOps, cloud platforms, and software engineering excellence.

You will collaborate with data scientists, platform engineers, and product teams to build and support RAG, agentic AI, and ML solutions across the full development lifecycle.