Model Railroading

Ever since childhood, I have been captivated by the intricate mechanics of railway systems—how locomotives move, how tracks interconnect, and how automated signals ensure safe operations. My curiosity about how real-world rail networks function led me to embark on a hands-on project: building a fully functional N-scale model railway layout from scratch.

This project was more than just assembling tracks and miniature structures—it was an engineering challenge that blended mechanical precision with creative design. My 2x4 ft layout featured:

Realistic track crossovers, turnouts, and switching systems, replicating real-life train movements.

Hand-crafted tunnels, bridges, and landscape details to bring depth and authenticity to the layout.

Automated signaling and lighting control systems, simulating real-world railway operations.

Building this layout allowed me to apply principles of mechanical engineering, automation, and structural modeling in a real-world context. Unlike CGI, where everything exists in a digital environment, model railroading required physical problem-solving, from ensuring smooth track alignment to programming automation for lights and crossings.

This passion for railways has given me a deeper appreciation for engineering efficiency and infrastructure planning, concepts that also play a role in how I approach CGI scene composition and automation.

Digital Electronics and Computational Design

The inner workings of computers have always fascinated me—not just from a software perspective but at the hardware level, where fundamental logic dictates everything. My curiosity led me to study digital electronics, circuit design, and hardware logic, exploring how computing systems process information at their core.

One of my most ambitious projects was building an 8-bit programmable computer from scratch, following Albert Paul Malvino’s Digital Computer Electronics and Ben Eater’s modular computing principles. This project involved:

Designing logic circuits using 7400-series ICs, building NAND gates, multiplexers, and ALU components.

Constructing bus architectures, memory registers, and clock-timed instruction sequences.

Creating a real-time visual debugging system using LED indicators and a 7-segment display to show step-by-step instruction execution.

These experiments deepened my understanding of binary processing, computational efficiency, and hardware-level optimization, knowledge that now influences my approach to AI-driven automation and CGI workflow enhancements.

3D Printing and DIY Fabrication

Taking creativity beyond the screen, I ventured into 3D printing and custom fabrication, driven by the idea of bringing digital designs into the physical world. I built my own custom 3D printer using a Prusa-style open-source design, handling every step of the process, from laser-cutting the frame to assembling and calibrating the components.

This experience gave me hands-on knowledge of:

Mechanical and electronic integration, including motor control, extruder precision, and print-bed alignment.

Material properties and print optimization, ensuring high-detail outputs with minimal errors.

Custom modifications for AI-driven optimization, incorporating predictive algorithms to adjust print parameters dynamically.

The ability to convert digital models into tangible objects has opened new doors for me, allowing me to experiment with functional prototyping, rapid product design, and automated fabrication techniques.

The Intersection of Art and Technology

At the core of all my interests lies a deep curiosity for understanding systems, optimizing processes, and solving complex problems. Whether it’s developing generative AI for CGI, engineering digital circuits, or building intricate railway models, I thrive on bridging the gap between creativity and technology.

For me, every project—whether in AI, automation, or engineering—is an opportunity to learn, innovate, and challenge conventional thinking. My goal is to merge technical precision with artistic expression, unlocking new possibilities in digital content creation, procedural automation, and AI-driven design solutions.

As technology evolves, I remain committed to exploring new frontiers, experimenting with emerging tools, and continuously refining my approach to creative problem-solving. The journey is never-ending, and I look forward to pushing the boundaries of what’s possible in digital art, engineering, and beyond.