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lluciiiia/README.md

Hi, I'm Lucia (Seokyung) K. πŸ‘‹

Software Engineer Β· Full-stack & AI Builder Β· Product-minded Problem Solver

LinkedIn Email GitHub

About Me

I'm a software engineer who enjoys turning ambitious ideas into useful, well-engineered products.

My experience spans full-stack development, backend systems, applied AI, machine learning, product design, game AI, and embedded software. My recent work focuses on deep learning, intelligent agents, social and network analytics, and AI-powered automation.

Featured Projects

Year Project Contribution Technologies
2024 LyfDesk Built an AI-powered omnichannel platform for hospitality reception teams during HackGlobal 2024. It centralizes enquiries from email, phone, Instagram, and Telegram while supporting multilingual AI responses and QR-based check-in. Next.js, TypeScript, OpenAI, Twilio, Google Cloud, AWS
2024 SparkMind Led full-stack and prompt engineering for an AI learning hub that generates study materials, improves notes, supports AI discussions, and integrates learning tasks with Google services. Next.js, React, TypeScript, Supabase, AI
2024 Medea Led development of an AI-assisted media-production workspace, including an operational generator for production plans, schedules, resources, and timelines. Next.js, TypeScript, Tailwind CSS, Supabase, Gemini
2024 EcoMove πŸ† Backend and machine-learning engineer for the Grand Winner and Social Responsibility first-prize project at AngelHack HCMC 2024. Built the model, algorithm, and backend system within 24 hours. Python, MongoDB, Next.js, AWS, Google Cloud
2024 SkyNext Product designer and software engineer for an interactive solar-system orrery combining astronomy with storytelling inspired by The Little Prince. C#, Interactive Design
2024 Genie Contributed to an AI-powered test-generation platform, focusing on backend development and prompt engineering. Next.js, TypeScript, Supabase, Docker, AI
2024 NCT Hub Helped lead the vision and engineering quality of the Neo Culture Tech ecosystem, including code review and technical feedback for tools serving the RMIT student community. Next.js, TypeScript, Supabase, Docker
2023 DayDay Created a mobile diary application with search, calendar navigation, word clouds, sentiment analysis, location visualization, and emotion trends. Ionic React, TypeScript, Node.js, MySQL, Google Cloud

Academic Projects

Year Project Course or Context Highlights
2026 Finite-State Machine Game AI πŸ† COSC2527/COSC3144 β€” Games and Artificial Intelligence Techniques, Individual Assignment Built a Unity game-AI system in C# with finite-state machines for fly and snake agents. Selected as an example of excellence and presented to industry partners and junior students.
2026 Pathfinding, Behaviour Trees and Connect Four AI COSC2527/COSC3144 β€” Games and Artificial Intelligence Techniques, Group Assignment Implemented A* path smoothing for frog movement, decision-tree target selection, and a modular behaviour-tree framework. Built Connect Four MCTS using UCB1 and enhanced it with time budgeting, heuristic rollouts, persistent-tree reuse, and an opening book.
2026 Procedural Dungeon and Unity ML-Agents COSC2527/COSC3144 β€” Games and Artificial Intelligence Techniques, Group Assignment Helped build a procedurally generated dungeon game. Implemented player controls, combat, health restoration, ML training infrastructure, a shared observation interface, and trained navigation, hazard-healing, and key-to-door behaviours using Unity ML-Agents.
2026 Deep-Learning Gesture Classifier COSC2779 β€” Deep Learning, Individual Assignment Developed a hand-gesture classification pipeline comparing ResNet, MobileNet, frame-fusion, and delta-fusion approaches. Used signer-held-out validation, robustness testing, calibration analysis, and latency profiling. The selected robust ResNet achieved 0.806 held-out macro F1.
2026 Social Media and Network Analytics A2 COSC3047 β€” Social Media and Network Analytics Created a reproducible Bluesky analytics pipeline covering data collection, preprocessing, interaction-network analysis, sentiment analysis, and topic modelling.
2026 Samsung Galaxy S26 Ultra Sentiment and Topic Analysis COSC3047 β€” Social Media and Network Analytics Built an end-to-end YouTube-comment analysis workflow covering data collection, text cleaning, sentiment and topic analysis, daily trends, customer pain points, and spike-event interpretation.
2026 Software Testing Assignment 2 Software Testing Coursework Coursework project currently in development, focused on software verification, testing practices, and quality assurance.
2025 Software Engineering Milestone COSC2101/COSC2732 β€” Software Engineering: Process & Tools Developed a full-stack milestone with a React and TypeScript frontend, Java Spring Boot backend, JPA, and relational database support.
2025 House Price Prediction Kaggle Competition Performed exploratory data analysis and model development, achieving a result in the top 2.86% of the competition.
2024 Hotel Booking Prediction Machine Learning Practice Prepared hotel-booking data, performed exploratory analysis, developed predictive models, and generated predictions using Python and Jupyter.
2024 BuZzNet COSC2769 β€” Full Stack Development, Group Assignment Built a social platform featuring authentication, friendships, groups, posts, comments, reactions, notifications, administrative controls, and offline behaviour.
2024 Diabetes Prediction COSC2753 β€” Machine Learning, Individual Assignment Completed exploratory analysis, preprocessing, feature selection, model comparison, F1-score evaluation, and diabetes-status prediction.
2024 Furniture Detection and Classification COSC2753 β€” Machine Learning, Group Assignment Developed a computer-vision workflow for recognizing and classifying furniture using Python.
2024 KimOS: Bare-Metal Operating System EEET2490 β€” Embedded Systems, Individual Assignment Built a Raspberry Pi bare-metal OS with a command interface, autocomplete, history navigation, UART configuration, text styling, and board-information commands.
2024 Alien Shooting Game for Bare-Metal OS πŸ† EEET2490 β€” Embedded Systems, Group Assignment Developed an embedded game selected as an example of excellence and presented to industry partners and junior students.
2024 Embedded Systems and UART Drivers EEET2490 β€” Embedded Systems, Individual Assignment Implemented bit manipulation, build systems, Makefiles, and UART0/UART1 configuration in C.
2024 Insurance Claims Management System v2 COSC2440 β€” Further Programming, Group Assignment Extended an insurance-management application using Java, Maven, JavaFX, JUnit, JDBC, and PostgreSQL.
2024 Insurance Claims Management System v1 COSC2440 β€” Further Programming, Individual Assignment Created a Java system for adding, editing, deleting, retrieving, and reporting insurance claims and customer data.
2024 Delivery Application COSC2440 β€” Further Programming, Individual Lab Test Designed and implemented a Java delivery application under a time-constrained assessment.
2023 Xiang Qi Object-Oriented Programming, Group Project Served as the main developer for a Java and JavaFX Chinese-chess game featuring two-player gameplay, valid-move guidance, turn enforcement, timers, scoring, and winner detection.
2023 Motorbike Rental Application EEET2482 β€” Software Engineering Design, Group Assignment Developed a C++ rental system covering accounts, motorbikes, borrowing requests, time slots, ratings, and persistent file storage.
2023 Web Layout Challenges Web Development Practice Completed introductory HTML and CSS interface challenges.

Technology Stack

Technology stack

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  1. DayDay DayDay Public

    TypeScript

  2. zenbright/bright-frontend zenbright/bright-frontend Public

    TypeScript 5

  3. RmitNeoculturetechclub/Xiang-Qi RmitNeoculturetechclub/Xiang-Qi Public

    Java