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.