Xavier Jara

Hey, I’m Xavier Jara

18, near Paris. I build software, train models and solder things. Graduated in 2026, now on a gap year working full-time on my own research and projects.

Research

Teaching a FLUX.2 VAE to see transparency

Image generators output opaque pictures because their VAE only has three colour channels. I widened the FLUX.2 Klein VAE to RGBA, fine-tuned it with a triple-background loss, then trained foreground-extraction LoRAs on top.

2,305
new params of 84M
0.0204
alpha RMSE
58k
training steps

Awards & school

Mistral AI Hackathon ↗

Top 6 finalist, Paris

NSI Olympiad ↗

Top 2, Versailles region

Bac, mention Très Bien · Sainte-Marie, Antony

Maths 19/20Physics 18/20Grand oral 20/20SAT 1510

Work

VibeAR ↗

App · Mixed reality

Your terminal, your editor and your coding agents as windows floating in the room around you, in a mixed-reality headset. Talk to the agents instead of typing, and lay out your whole workspace in 3D.

GUI-gen ↗

ML · Diffusion

A multi-layered AI diffusion generator for game GUIs: describe a HUD or menu and get engine-ready transparent layers, a background plus one cutout per element.

Diffusion LoRA work ↗

ML · Hugging Face

LoRAs on Qwen Image 2.1 that cut an element out of an image as a transparent PNG, soft edges included, in 4 to 6 steps. Built to pair with my RGBA FLUX.2 VAE.

Blob Canvas ↗

App · Design tool

A Figma-like UI design tool that runs inside a game engine editor, built with designer Zack. 400 pre-orders and sign-ups before launch; the announcement video hit 55k views on X.

Other famous dev tools

Developer tools · 30k+ downloads

Scratchify Blox 3 (visual scripting, acquired), GUI Editor+ (the UI editor the engine should have shipped) and Blob Lite, the paid predecessor of Canvas, with several hundred copies sold.

EMR tablet & electronics In progress

Hardware · PCB

Building a pen-tablet receiver from scratch: coil, driver and signal decoding to read the stylus. Alongside it I design circuits and PCBs, and build ESP32 connected devices, a few of which still run at home.

Study app

App · Go, Flutter

Scan a notebook page or Wacom note and get a lesson, quiz or mind map via LLM-backed vector search. Shelved when NotebookLM came out, but I used it all through Terminale.

Homemade algorithms & AI

ML · Algorithms

Qwen VL fine-tunes for bounding-box grounding, invoice PDF to table with vision models, a Connect Four net, and neural-net car steering with my own pathfinding.

Where it started

Since 2020

A macOS menu-bar app for school grades, Flappy Bird on Apple Watch, a CO₂ calculator in Swift at 14, and real-time soft-body car physics that found an audience on YouTube.

Interests

AI

I read papers and teach myself the field by building and training things.

UI/UX

I read about it, follow what's new, and design my own interfaces.

Space

I keep up with space news: launches, missions and what's coming next.

Languages

Salut

Native

Let's build something.

Internships, research collaborations, or just an interesting problem.