Production AI Engineer for Regulated Finance & Data

HYDRAX PTE. LTD.; Singapore; On-site; SGD 80,000 - 120,000; Full time

Job summary

Hydra X is hiring an AI Engineer to build and operate AI systems used across compliance, client onboarding and operations. This hands-on role focuses on designing, deploying and evaluating production AI systems inside a regulated financial institution.

You will work on production-grade AI pipelines, retrieval-augmented generation, and multi-agent orchestration with governance and audit controls.

Qualifications

• Bachelor's degree or 3+ years in AI engineering or AI research.
• Experience deploying AI systems to production, not just prototypes.
• Proficiency in Python and cloud deployment.

Responsibilities

• Build, deploy and optimise AI/ML systems in production for scale, latency and cost.
• Create data pipelines for large-scale extraction and loading of unstructured documents into retrieval workflows.
• Implement retrieval-augmented generation with document curation and citation controls.
• Design multi-agent orchestration and human-in-the-loop routing for regulated tasks.
• Run experiments, build evaluation frameworks, and test failure modes for AI systems.
• Diagnose defects in deployed systems and work with infra on deployment tools.
• Collaborate with compliance, product and engineering to move prototypes into production.

Skills

Python

Production AI systems

Cloud deployment

CI/CD

Regulatory knowledge

Education

Bachelor's degree in CS/IT/Science (Computing)

Tools

LangGraph

CrewAI

Vector databases

Model APIs

Job description

Hydra X is hiring an AI Engineer to build and operate AI systems used across compliance, client onboarding and operations. This hands-on role focuses on designing, deploying and evaluating production AI systems inside a regulated financial institution.

You will work on production-grade AI pipelines, retrieval-augmented generation, and multi-agent orchestration with governance and audit controls.