SINGAPORE – All students at Ngee Ann Polytechnic (NP) will learn how to use generative artificial intelligence, or Gen AI, from January, to prepare them for workplaces where the technology is increasingly part of everyday work.
Instead of being taught as a standalone subject, Gen AI will be embedded across the curriculum, with all students – regardless of their course of study – using it every year in at least one module through a structured approach.
Modelled on the PAIR framework – short for problem, AI, interaction and reflection – developed by Professor Oguz Acar, an expert in Gen AI at King’s College London, the approach will guide students through four steps: defining a problem clearly, selecting appropriate AI tools, testing them through hands-on use, and reflecting on how the technology influences their thinking and decisions.
The aim, NP said, is to ensure that AI supports human judgment, creativity and problem-solving rather than replacing them.
Students will be taught to consider the ethical use of AI, including verifying accuracy and understanding its limitations. NP hopes to develop graduates who are confident in using new technologies yet able to make independent decisions in fast-changing workplaces.
Other local polytechnics have introduced AI into their curricula.
At Republic Polytechnic, Gen AI is embedded across all diploma courses, with students introduced to AI fundamentals and critical thinking, and AI tools used in discipline-specific ways.
Singapore Polytechnic equips all students with basic AI literacy through a common core curriculum. Nanyang Polytechnic has embedded baseline Gen AI training into all diploma programmes since October 2025.
Temasek Polytechnic launched an
experimental design studio
in January 2024, giving design students a space to learn and experiment with Gen AI.
NP principal and chief executive Lim Kok Kiang said the polytechnic has been building its AI capabilities since 2022, starting with a Gen AI hub and AI-focused tracks in its information technology courses.
“AI is evolving very quickly, and our curriculum has to evolve with it,” he added.
While mastering AI tools is important, it is equally crucial for students to learn how to frame problems well, think critically and use AI responsibly, he said.
Ngee Ann Poly principal and chief executive Lim Kok Kiang said the polytechnic has been building its AI capabilities since 2022.





