
Smart Feedback Loop
An AI-powered learning platform that delivers real-time, rubric-based critique to design students — closing the 72-hour gap between submission and meaningful feedback.
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Challenge
Design students often experience delays of 48–72 hours in receiving feedback, slowing their learning and iteration process.
Additionally, feedback is often unstructured and difficult to interpret, making it challenging for students to apply insights effectively.
Approach
Designed an AI-assisted platform to deliver real-time, rubric-based feedback while supporting the learning process.
Introduced structured, rubric-driven evaluation for clarity
Designed AI as a support layer to interpret and reinforce mentor feedback
Created a clear feedback visualisation to improve understanding
Enabled iterative learning through quick feedback loops
Focused on maintaining human creativity while enhancing guidance

Projects
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