{"id":662,"date":"2025-07-10T16:07:08","date_gmt":"2025-07-10T16:07:08","guid":{"rendered":"https:\/\/promptacademy.com.my\/?page_id=662"},"modified":"2025-07-10T16:07:09","modified_gmt":"2025-07-10T16:07:09","slug":"ai-aware-in-ces527-a-blended-learning-innovation","status":"publish","type":"page","link":"https:\/\/promptacademy.com.my\/?page_id=662","title":{"rendered":"AI-Aware in CES527: A Blended Learning Innovation"},"content":{"rendered":"\n<p><strong>CES527: Indeterminate Structures<\/strong> is not just about calculating forces \u2014 it\u2019s about understanding the thinking behind structural behaviour. In the age of AI, this course was redesigned to include <strong>AI-aware assessment<\/strong> that promotes structural reasoning, reflection, and ethical engagement with generative tools like ChatGPT.<\/p>\n\n\n\n<p>This innovation integrates <strong>advanced prompting techniques<\/strong> such as Prompt Chaining, Role Prompting, Purpose Prompting, and Chain of Thought (CoT) into a blended learning structure. Students don&#8217;t just receive answers \u2014 they interact with AI critically, evaluate its flaws, and reflect deeply on concepts like equilibrium, moment distribution, and bending moment diagrams.<\/p>\n\n\n\n<p>Implemented over three semesters, this initiative shows how AI can be leveraged not for shortcuts, but for <em>shaping engineers who think<\/em>. The result: a richer, more responsible learning experience \u2014 where assessment becomes part of the teaching process.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">What Makes This Innovation Unique?<\/h2>\n\n\n\n<p><strong>Blending Minds, Not Just Modes.<\/strong> This approach goes beyond blended delivery \u2014 it blends cognitive processes. Students are guided through structured tasks to interact meaningfully with AI, critique outputs, and build their own conceptual understanding. The core techniques include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prompt Chaining<\/strong> \u2013 guiding students to revise and improve prompts iteratively<\/li>\n\n\n\n<li><strong>Role Prompting<\/strong> \u2013 placing AI in roles such as \u201csenior engineer\u201d or \u201cpeer reviewer\u201d<\/li>\n\n\n\n<li><strong>Purpose Prompting<\/strong> \u2013 aligning AI output with specific engineering goals<\/li>\n\n\n\n<li><strong>Chain of Thought (CoT)<\/strong> \u2013 encouraging students to trace logical reasoning steps<\/li>\n<\/ul>\n\n\n\n<p>This structured prompting encourages ethical use of AI and builds metacognitive awareness \u2014 essential for future-ready engineers.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Weekly Learning Flow (Blended Format)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Week<\/th><th>AI-Aware Activity<\/th><th>Mode<\/th><th>CLO<\/th><\/tr><\/thead><tbody><tr><td>Week 3<\/td><td>Use prompt chaining with ChatGPT to evaluate structural logic<\/td><td>Online<\/td><td>CLO2<\/td><\/tr><tr><td>Week 4<\/td><td>Submit Google Form reflection on AI misconceptions<\/td><td>Online<\/td><td>CLO2<\/td><\/tr><tr><td>Week 5<\/td><td>In-class discussion on moment distribution + student presentations<\/td><td>Face-to-face<\/td><td>CLO2<\/td><\/tr><tr><td>Week 6<\/td><td>Final reflective write-up using AI-aware rubric<\/td><td>Online<\/td><td>CLO4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Student Experience &amp; Reflections<\/h2>\n\n\n\n<p>Student feedback shows strong engagement and transformation:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cI now understand <em>why<\/em> the bending moment diagram behaves that way.\u201d<\/li>\n\n\n\n<li>\u201cThe AI was wrong at first \u2014 but I realised it helped me spot my own mistake.\u201d<\/li>\n\n\n\n<li>\u201cThis is the first time I reflected on how I solved a problem, not just what the answer was.\u201d<\/li>\n<\/ul>\n\n\n\n<p><strong>Tools used:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Google Form (guided weekly reflections)<\/li>\n\n\n\n<li>Padlet (public student feedback and discussion)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Learning Impact Across 3 Cohorts<\/h2>\n\n\n\n<p>The initiative was implemented in:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Semester 20242<\/li>\n\n\n\n<li>Semester 20244<\/li>\n\n\n\n<li>Semester 20252<\/li>\n<\/ul>\n\n\n\n<p>Across all three groups, students showed:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Improved structural reasoning<\/li>\n\n\n\n<li>Higher metacognitive awareness<\/li>\n\n\n\n<li>Greater understanding of AI limitations<\/li>\n\n\n\n<li>Increased ethical sensitivity in using AI tools<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Supporting Materials<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#\" target=\"_blank\" rel=\"noreferrer noopener\">Download the AI-Aware Assessment Rubric (PDF)<\/a><\/li>\n\n\n\n<li><a href=\"#\" target=\"_blank\" rel=\"noreferrer noopener\">View Student Reflections (Padlet)<\/a><\/li>\n\n\n\n<li><a href=\"#\" target=\"_blank\" rel=\"noreferrer noopener\">Open eBook: Evidence for AKRI 2025 Submission<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Note<\/h2>\n\n\n\n<p>This page is part of the official documentation for the <strong>AKRI 2025<\/strong> submission under the category <em>Blended Immersive Learning<\/em>. All materials and reflections were developed and implemented by <strong>Ts. Dr. Suhailah Mohamed Noor<\/strong> at Universiti Teknologi MARA, Cawangan Pulau Pinang.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>CES527: Indeterminate Structures is not just about calculating forces \u2014 it\u2019s about understanding the thinking behind structural behaviour. In the 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