Senior ML Engineer — Game AI & Production Pipelines

Virtuos-Games; Singapore; On-site; SGD 180,000 - 240,000; Full time

Benefits offered by this job

Relocation support

Medical healthcare

Career mobility opportunities

Learning opportunities

Job summary

Virtuos is hiring a Principal ML Engineer in Singapore to own the full lifecycle from PoCs to production deployment. You will build complex agent workflows and Gen2D/Gen3D content pipelines, integrating state-of-the-art models into tooling for artists and developers.

Expect autonomy, ownership, and collaboration with product teams. The role emphasizes production engineering, tight iterations, and pragmatic decisions on using off-the-shelf models, fine-tuning, or scripting.

Qualifications

• 7+ years building production ML/AI systems.
• Proven ability to ship code in production environments.
• Experience with generative content workflows or agent architectures.

Responsibilities

• Design and implement agent workflows and Gen2D/Gen3D pipelines.
• Develop robust production-grade ML systems and tooling for artists and developers.
• Deploy and optimize models on AWS (SageMaker/Bedrock) and MLOps practices.
• Collaborate with product and creative teams to translate constraints into roadmaps.

Skills

Python

AWS

LangChain/LangGraph

Generative Content

Agent Architectures

ComfyUI

Tools

LangChain/LangGraph

ComfyUI

Job description

Virtuos is hiring a Principal ML Engineer in Singapore to own the full lifecycle from PoCs to production deployment. You will build complex agent workflows and Gen2D/Gen3D content pipelines, integrating state-of-the-art models into tooling for artists and developers.

Expect autonomy, ownership, and collaboration with product teams. The role emphasizes production engineering, tight iterations, and pragmatic decisions on using off-the-shelf models, fine-tuning, or scripting.