AI & ML Engineer: RAG, Agents & Enterprise Systems

PERCEPT SOLUTIONS PTE. LTD.; Singapore; On-site; SGD 90,000 - 150,000; Full time

Job summary

PERCEPT SOLUTIONS PTE. LTD. is seeking an AI/ML Engineer to design, develop, and deliver AI-powered enterprise solutions, including Agentic AI platforms, RAG, and knowledge management.

You will build production-ready services, integrate with enterprise data sources, containerise with Docker/Kubernetes/OpenShift, and implement CI/CD. Strong Python/SQL, ML frameworks, and prompt engineering are required.

Qualifications

• Hands-on proficiency in Python and SQL.
• Experience developing and integrating REST APIs.
• Practical experience with ML libraries and tools (Scikit-learn, XGBoost/LightGBM, TensorFlow or PyTorch).
• Experience building RAG solutions, vector search, and LLM applications.

Responsibilities

• Design AI agents and RAG solutions for enterprise use cases.
• Integrate AI services with enterprise data sources and applications.
• Containerise and deploy solutions using Docker, Kubernetes, and OpenShift (OCP).
• Develop production-ready REST APIs in Python and maintain CI/CD pipelines.
• Evaluate model performance and ensure reliability with monitoring.

Skills

Python

SQL

REST APIs

Scikit-learn

XGBoost/LightGBM

TensorFlow

PyTorch

Agentic AI

Prompt engineering

Memory & reasoning

Vector search

Dify

LLM apps

Tools

Docker

Kubernetes

OpenShift (OCP)

Git

CI/CD pipelines

Job description

PERCEPT SOLUTIONS PTE. LTD. is seeking an AI/ML Engineer to design, develop, and deliver AI-powered enterprise solutions, including Agentic AI platforms, RAG, and knowledge management.

You will build production-ready services, integrate with enterprise data sources, containerise with Docker/Kubernetes/OpenShift, and implement CI/CD. Strong Python/SQL, ML frameworks, and prompt engineering are required.