1. AI Strategy & Governance
2. AI Use Case Delivery
3. Platform & Technology Leadership
4. Team Building & CoE Development
5. Stakeholder Collaboration
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Hands-on experience with Large Language Models (LLMs) such as Claude (Anthropic), GPT-4 (OpenAI), or equivalent
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Familiarity with AI application patterns: RAG (Retrieval-Augmented Generation), prompt engineering, agentic workflows, and fine-tuning
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Comfortable working with cloud environments (AWS, GCP, or Azure) and APIs
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Hands-on experience deploying ML models to production using containerisation tools (Docker, Kubernetes)
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Experience with CI/CD pipelines for ML using tools such as GitHub Actions, GitLab CI, or Jenkins
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Experience setting up model monitoring in production — covering data drift, model performance degradation, and inference latency using tools such as Arize, or Prometheus/Grafana
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Familiarity with LLM evaluation frameworks such as PromptFoo, DeepEval, or Ragas to assess output quality, relevance, and factual accuracy across generative AI pipelines
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Experience designing test cases for LLM applications that probe for hallucination, prompt regression, and unsafe outputs, with the ability to implement automated evaluation workflows in a CI/CD context
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Working knowledge of Python or equivalent for scripting and prototyping AI solutions
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Understanding of data pipelines, vector databases, and AI infrastructure
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Strong communicator — able to translate complex AI concepts into plain language for non-technical stakeholders
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Entrepreneurial and pragmatic to find ways to deliver value within constraints
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Comfortable with ambiguity and building from scratch as this is a greenfield role
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Genuine passion for using technology to improve education and community outcomes
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Working experience with Low Code development platforms, iPaaS, Atlassian products will be an added advantage
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Experience in early childhood education, social services, or regulated sectors
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Familiarity with Singapore's AI governance landscape and PDPA requirements
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Experience with Claude API (Anthropic), LangChain, LlamaIndex, or similar AI frameworks
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Knowledge of school management, CRM, HR, or finance enterprise systems
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Prior experience contributing to a Centre of Excellence or innovation function