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Salary
$47k – $59k per year (gross)
Location
In office (Singapore)
Seniority
Middle · 3+ years exp
Employment
Full-Time

First seen by Alion on Oct 12, 2026.

Overview
Company
Impact
Profile match
Percept Solutions uses Agile methods to accelerate application development and provides DevOps, integration and software engineering services. It hires DevOps engineers, Java full stack leads, network engineers and test development engineers, mainly in Singapore. The company is headquartered in Singapore.

We are seeking an AI/ML Engineer to design, develop, and deliver AI-powered enterprise solutions. The role covers Agentic AI platforms, Retrieval-Augmented Generation (RAG), recommendation engines, predictive analytics, workflow automation, and enterprise knowledge management. The successful candidate will combine software engineering, machine learning, and Generative AI expertise to build reliable, production-ready services integrated with enterprise systems.

Key Responsibilities:

Generative AI & Agent Development:

  • Develop AI agents using modern Agentic AI frameworks and Dify.
  • Build and optimise RAG solutions, including document ingestion, retrieval, vector search, and response generation.
  • Design agent orchestration and tool-calling workflows to support enterprise use cases.
  • Implement prompt engineering, agent memory, reflection, and evaluation capabilities.
  • Develop AI-powered workflow automation and enterprise knowledge management solutions.

Machine Learning & Predictive Analytics:

  • Develop machine learning models for recommendation systems, classification, ranking, and predictive analytics.
  • Prepare and analyse data, engineer features, and evaluate model performance.
  • Train and optimise models using Scikit-learn, XGBoost or LightGBM, and TensorFlow or PyTorch.

Engineering, Integration & Deployment:

  • Build production-ready AI services and REST APIs using Python.
  • Integrate AI solutions with enterprise data sources, repositories, and applications.
  • Containerise and deploy solutions using Docker, Kubernetes, and OpenShift Container Platform (OCP).
  • Implement and maintain CI/CD pipelines and manage source code using Git.

Monitoring & Evaluation:

  • Implement monitoring, observability, and model evaluation frameworks.
  • Assess retrieval quality, response accuracy, model performance, and service reliability.
  • Troubleshoot issues and improve solution performance, scalability, and maintainability.
  • Maintain technical documentation covering architecture, integrations, deployment, and operations.

Mandatory Requirements:

Programming & Integration:

  • Hands-on proficiency in Python and SQL.
  • Experience developing and integrating REST APIs.

Machine Learning:

  • Practical experience with Scikit-learn.
  • Experience with XGBoost or LightGBM.
  • Experience with TensorFlow or PyTorch.
  • Ability to develop and evaluate models for recommendation, classification, ranking, or predictive analytics.

Generative AI:

  • Hands-on experience building RAG solutions and implementing vector search.
  • Experience developing LLM applications.
  • Practical experience using Dify.
  • Experience developing agents using Agentic AI frameworks.
  • Understanding of agent orchestration, tool calling, prompt engineering, memory, reflection, and evaluation.

Cloud & DevOps:

  • Hands-on experience with OpenShift Container Platform (OCP), Docker, and Kubernetes.
  • Experience implementing or maintaining CI/CD pipelines.
  • Proficiency in Git and collaborative development workflows.

To apply,simply click the "Apply" button or send your updated profile to [email protected] 

EA Licence No.:18S9405 / EA Reg. No.:R1330864

Percept Solutions is expanding and actively seeking talented individuals. We encourage applicants to follow Percept Solutions on LinkedIn at https://www.linkedin.com/company/percept-solutions/to stay informed about new opportunities and events.

Skills

Machine Learning, Retrieval-Augmented Generation (RAG), LightGBM, Workflow Automation, Analytical Capability, AI Agents, scikit-learn, Develop Recommendations, Classification, PyTorch, Workflow Orchestration, Generative AI, Rest Apis, SQL Development, Programming, Ranking

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