Takafumi Horiuchi | Industrial Design x AI
After studying computer science, I completed the Design & Engineering program at Politecnico di Milano in 2021. I then worked as a management strategy consultant, supporting business transformation and new project launches at private companies, running committees for government agencies, and applying basic neuroscience research to business.
In my research and independent projects, I focus on human cognition and physical interaction, designing and prototyping to connect technology with people’s experience. This portfolio site presents that process and the work it produced (as of October 2026).
Recent self-initiated work
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Personalizing interfaces through constraint-driven design (August 2026)
I explored how to generate interfaces tailored to cognitive, sensory, and physical characteristics within the limits of scientific evidence and design constraints. I used a car-navigation proof of concept to generate interfaces and check them against the requirements, exploring the approach’s potential and limitations. Usability and safety have not been evaluated with users.
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Generating a one-of-a-kind Pokémon (July 2026)
A research prototype that generates a new Pokémon species from the player’s words during play, then lets them encounter and catch it. I designed the constraints the AI must respect throughout that experience.
Earlier academic work
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Master’s thesis on human–robot interaction design (July 2021)
I proposed and implemented a collision-prevention mechanism that uses the operator’s field of view estimated from head orientation to help determine where a robot may move, without requiring objects to be registered in advance. I confirmed the intended behavior in five demonstration trials.
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A VR system for children to prototype interactive objects (February 2021)
A VR prototyping environment in which children can assemble and run the smart objects they imagine in the SNaP board game. They define each object’s conditions and behavior using three cards: environment, input, and output.
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Motion analysis of a piano action (January 2020)
This project reconstructed a piano action in 3D from a cross-sectional drawing and used theoretical calculations and SolidWorks analysis to examine how input at the key translates into hammer velocity and the string’s reaction force.
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Three design studio projects (2019–2020)
Three group product-design projects completed over three semesters at Politecnico di Milano: a coffee machine for shared spaces, a powered air-purifying respirator (PAPR) for welders, and a contactless blood-donation screening device.
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Bachelor’s thesis on constraint programming (June 2019)
I developed a method that identifies conditions that can no longer become true during a simulation and removes them from the search. It reduced execution time by roughly half in the evaluation model without changing the simulation result.