Projects


Junior Ranger AI Mini Challenges

Active · Group project (team of five), challenge design, UX wireframes and front-end prototype

A mobile-friendly web app where children in Years 4 to 7 complete short outdoor challenges by taking a photo and getting simple, AI-assisted feedback.

Buzz

Complete · Group project (team of three), full stack features, design patterns, testing and requirements

A discussion forum web app with groups, admin announcements, notifications and a load balanced AWS deployment.

Clustering and Disaster Message Classification

Complete · Group project (3 people), clustering, NLP and LLM fine-tuning

Clustering bike-share data and fine-tuning BERT models to classify disaster messages, plus fine-tuning a small language model for question answering.

Coupon Acceptance Prediction

Complete · Group project (2 people), data preparation and logistic regression

Predicting whether drivers will accept in-vehicle coupon offers using decision trees, logistic regression and neural networks.

Cyber Risk Assessment & Incident Response Plan

Complete · University coursework (IFN635), risk assessment and oral defence

A cybersecurity risk assessment and incident response plan for a real organisation.

AI-Assisted Marking: Digital Business Proposal

Complete · Group project (team of three), risk management and recommendations

A group business proposal to QUT leadership on bringing in an AI-assisted marking and feedback tool for written coursework.

TCP SYN Flood Analysis and Mitigation

Complete · Group project (3 members), mitigation strategies and report editing

A group network security report that analysed a packet capture of a TCP SYN flood attack and recommended ways to defend against it.

Wizards Inc

Complete · Team project, VR interaction and spell systems

A VR office job game with a twist: you have elemental powers.

Turtle Warriors

Complete · Team project, minigame programming and mobile input

A third-person educational game about the challenges sea turtles face, told through minigames.

Necro Ascent

Complete · Team project, level design and gameplay systems

A single-player first-person dungeon crawler where weapon abilities carry you through each floor.

Etsky's Combat Addon

Complete · Solo project, design and in-game testing (AI-assisted coding)

A World of Warcraft 3.3.5a addon suite with swing, ranged, leash and resource trackers controlled from one settings menu.

WoW: Forever Addons

Shelved · Solo project, porting and API research (AI-assisted coding)

A swing timer port for WoW: Forever, shelved once the base game turned out to include the feature.

Unity RPG (working title)

Active · Solo developer

A third-person RPG in Unity with multiple races and classes, a skill tree and fluid, on-the-move combat.

Beyond All Reason 2v2 Map

Shelved · Solo map designer

A custom 14x14 Beyond All Reason map built around two contested mountain passes.

loxton.dev Portfolio & Blog

Active · Solo developer

My personal portfolio and blog, where project pages also show related updates.

E-Health IT Traineeship

Complete · IT Trainee (375 hours)

A 375-hour IT traineeship doing basic IT support in a digital health setting.