All projects
AI products, EdTech ventures, HCI research, and everything in between.

AIProductFull-Stack
Aligned
A lightweight project hub for MBA student teams. AI-powered syllabus analysis extracts every deadline and deliverable from a PDF in under 10 seconds, synced to a shared timeline.

AI/MLEdTechProduct Management
ClearContent AI
AI-powered learning tool that adapts complex classroom content into personalized modules for English Language Learners (ELLs) in K-12, addressing the Content-Language Gap.

Product StrategyHuman-Centered DesignPrototyping
Peerspective
A peer-powered platform that bridges the gap between self-perception and external reputation, combining timed skill reflection with peer micro-endorsements to generate data-backed professional profiles.

Tangible HCIEmbedded SystemsAffective Computing
Reflection Pool
A multisensory installation at MIT Media Lab that modernizes the ancient act of tossing coins into water: users "program" physical coins with spoken narratives, triggering coordinated light, sound, and water vibration responses.

Prompt EngineeringLearning ScienceK-12
Durable Skills (Imagine Learning)
Engineering a Custom GPT using Evidence-Centered Design (ECD) for Imagine Learning during a 4-day HGSE practicum. The project translates abstract communication competencies into precise, classroom-ready instructional tasks for Grades 9–12.

ResearchLLMsCognitive Science
Scaling Social Reasoning in LLMs
Honours thesis at the University of Sydney evaluating GPT-3.5-turbo and o3-mini via the OpenAI API across 1,800 programmatically generated Theory of Mind scenarios. Compared Chain-of-Thought vs. Program-of-Thought prompting strategies, finding PoT achieved 82.7% zero-shot accuracy on higher-order belief tasks.

Instructional DesignCognitive ScienceHigher Education
AI Literacy for Higher Education Faculty
A research-based 4-workshop series for university faculty on AI-resilient assessment redesign. Moves beyond surveillance-based detection toward intentional pedagogical transformation, grounded in Conceptual Change Theory, Social Constructivism, and Metacognitive Scaffolding.

Agentic AILangChainPython
Agentic Design Patterns
A series of AI applications inspired by the Agentic Design Patterns book, exploring multi-agent architectures applied to education, including a LangChain-powered science diagnostic tool for teachers.

AIMulti-AgentAgentic Systems
CrossroadsAI
An AI-powered decision council that dynamically assembles a personalized panel of expert agents (career advisors, immigration experts, financial analysts, psychologists) to help navigate major life choices through structured multi-perspective analysis.

Coursework Projects (Psychology)
Twelve written assignments from four years of psychology at the University of Sydney, spanning cognitive, social, clinical, and health subfields. Includes experimental lab reports, quantitative methods assignments, clinical case analyses, and evidence-based essays.

PythonFlaskComputer Vision
Traffic Scene Understanding Portal
A research web portal combining knowledge graphs, panoptic segmentation (UPSNet), and scene graph visualisation to help traffic analysts and autonomous vehicle researchers explore entity relationships in traffic scenes.

AndroidJavaAI
SmartNote
An AI-powered Android study companion that transforms how students capture, understand, and revise — combining speech-to-text, OCR, AI-generated questions, translation, and intelligent summaries in one app.

Computer ScienceHCIPython
Coursework Projects (Technical)
Selected academic projects from software development and HCI coursework at the University of Sydney.