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3-6 Years
SGD 5,000 - 6,300 per month
Early Applicant
  • Posted 30 days ago
  • Be among the first 10 applicants

Job Description

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 [Confidential Information]

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.

Key Skills

Vector search

Agentic AI frameworks

Prompt engineering

Agent memory reflection and evaluation

LightGBM

Scikit-learn

Agent orchestration

CI/CD pipelines

Retrieval-Augmented Generation (RAG)

Dify

OpenShift Container Platform (OCP)

Tool calling

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