From concept to reality.
Engineering science meets design.
Interdisciplinary engineer combining engineering science, design thinking, and practical problem solving. Proving concepts through rapid prototyping, and engineering robust, scalable systems across AI, human-computer interaction (HCI), and physical technologies.
Vision & Language Systems
Morphology tokenization, transformer decoder architectures, and multimodal representation learning tailored for low-resource languages and low-latency inference.
Generative Media & Shaders
GPU-accelerated visual pipelines, custom GLSL vertex shaders, interactive node graphs in TouchDesigner, and live OSC telemetry routing.
Kinematics & Additive Fab
Carbon-fiber reinforced structural design, topology optimization, closed-loop actuator feedback, and custom parametric sensor enclosures.
Cinema Optics & Visual Form
Macro 1:1 optical documentation of kinetic artifacts, high-frame-rate physical capture, precision color calibration, and experimental cinematography.
Apparatus 01 · Computational Geometry & Neural Tensors
Interactive 3D ASCII torus geometry, multimodal CNN feature pyramids, and cross-attention matrices
Selected Works
Machine learning research, media installations, and physical prototypes
Affect-LLaMA: Multimodal Human Affect-State Recognition via PEFT Foundation Models↗
Master's dissertation at Institute of Science Tokyo (2026). A trimodal framework adapting LLaMA-3.1-8B via LoRA, achieving #1 Valence CCC (0.6610) and State-of-the-Art Expression F1 (0.4364) on the Aff-Wild2 ABAW Benchmark.
Parametric Enclosures & Mechanical Prototyping via 3D Printing↗
Designing functional generative mechanical brackets and sensor enclosures using computational CAD and FDM additive manufacturing.
Generative Audio-Reactive Landscapes in TouchDesigner & vvvv↗
Real-time GPU shader pipelines, OSC protocol control, and physical spatial installations.
AixCrea: Continuous Biosensing for Acute Kidney Injury↗
SensUs 2024 award-winning continuous electrochemical biosensor using Cu-MOF functionalized electrodes and microfluidics for real-time creatinine monitoring.
Visual Studies & Cinematography
Macro optics, kinetic mechanisms, and real-time audio-visual performance
Kinetic Sculpture & Actuators
High-res photographic specimen in curation
Kinetic Sculpture & Actuators
Closed-Loop Encoders · Trajectory
Resonant Signals: Live AV
High-res photographic specimen in curation
Resonant Signals: Live AV
TouchDesigner · Vector Lissajous
Additive Extrusions & Tolerancing
High-res photographic specimen in curation
Additive Extrusions & Tolerancing
0.16mm Layer · Gyroid Infill
Technical Notes & Theory
Essays on design methodologies, cybernetics, and low-resource NLP
Building Real-Time Creative Pipelines: TouchDesigner to the Web
How to bridge live creative coding environments like TouchDesigner and vvvv gamma with modern browser runtimes using WebSockets and WebGL.
Notes on Low-Resource Machine Learning and Morphological Tokenization
Insights from training sequence decoders on languages with complex agglutinative morphology.