Depixelation software (link)
Software development project to create tools for image depixelation. See example image with inferred text.
Tools & Software
Machine vision, image tooling, automation pipelines, and practical software built to do real work fast.
Computer-vision Gwent AI
Reads game state using machine vision in order to train models and play the games more successfully than human players.
Graph solver
A Java-powered graph problem solver, that creates animated visualizations.
SD QR codes
Stable diffusion workflow designed to make QR codes more friendly.
Telegram raffle bot (link)
Developed a Telegram bot for running raffles with one-time entry codes.
YouTube watchtime analytics software (link)
A Python toolkit for parsing and visualizing your YouTube watch history.
Spritesheet interpolation tools
Custom tools for frame interpolation inside spritesheets, used in modding workflows where manual animation cleanup would be too slow.
3D Modeling & Animation
Commercial renders, product visuals, and practice scenes built to sharpen animation, lighting, and rendering quality.
3D commercials
Client-facing Blender work for advertisements and visual presentations.
Advertisement for Eesti Pank
Created for the launch of a new collectible coin.
Practice projects
Experimental Blender scenes and personal exercises.
Web Development
Private platforms, multiplayer browser projects, cloud-backed utilities, client fixes, and full-stack web systems.
Private music streaming service
Developed a music streaming platform for private use due to Spotify and Youtube being less practical.
Uno online (link)
Browser multiplayer Uno built with Razor Pages and C#, plus a command line client for the same ecosystem.
Online communication apps
Real-time Firebase and JavaScript chat application.
GPS app
Tracks and uploads movement data that can later be used to map trails, routes, and walking paths.
Minor web development projects
Included noCaptcha integration, SQL injection fixes for BlueCat, design corrections for Ultrahelikeskus, and low-budget holiday email builds for international companies.
C# webapp for warehouse stock management
Inventory software developed with both React and Vue front-ends, depending on deployment context.
Online store solution
Python backend deployed inside Docker containers to satisfy client hosting and environment constraints.
PHP & JS webserver interface / hacktool
Allows CRUD operations, file uploads/downloads, can be used to run terminal commands on the server itself.
Video content streaming front-end
Built and monetized a front-end for streaming video content at scale, serving millions of videos through third-party API endpoints.
Game Development
Engine experiments, hobby game builds, remakes, and technical art work for game-adjacent environments.
DarkOrbit Unity
Cloud-synced project with selective realtime multiplayer elements, built more as an engineering exercise than a production MMO stack.
Various game projects
Unity and Unreal hobby builds, sometimes involving recreating public games in different engines for performance or graphical reasons.
Source engine modeling
Modeling and level work for Source engine games using Hammer and Hammer++.
Modding
Game mods, automation pipelines, localization, and community contributions that shipped into active ecosystems.
Automatic Estonian voiceover generator for TF2
Scrapes wiki and parses english voicelines, translates text into target language using Google API, uses Edge Text-to-Speech API to generate new voicelines. Sound files are then modified with FFMPEG. Output can be dropped into game files to use new voicelines as a mod.
Tens of game mods
Built numerous mods and assets for games including Factorio, Baldur's Gate 3, and The Sims 4. Published Factorio mods.
Open-source contributions
Bugfixes for the modding community, worked on officially shipped Factorio translations, contributing 180 000 characters.
Miscellaneous
Work that does not really fit above.
Malware
Created Windows malware, keyloggers, ransomware for educational use on own hardware. Embedded in existing installers or as a separate executable with only a few lines of code, which downloads and extracts actual payload from remote servers.
Audentes online courses
Developed online courses for Audentes.