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Aatricks/README.md

Emilio Melis

I'm a CS engineering student at Polytech Tours and an AI research intern at HEC Montréal (Summer 2026). I build systems around constrained hardware, low-level performance, and on-device ML inference.

Portfolio / LinkedIn


I write mostly in C/C++, Python, Kotlin, and Rust. Here is a list of projects I've built, grouped by what they do:

AI & Mobile Inference

  • llmedge - A Kotlin wrapper that lets you run LLMs, Stable Diffusion, Whisper, and ONNX models locally on Android. I built this because juggling native C++ runtimes and JNI lifecycles on mobile is painful. It handles engine pooling and GPU backend fallbacks (OpenCL -> Vulkan -> CPU) so the app doesn't crash on device-specific drivers.
  • LightDiffusion-Next - A fast, memory-optimized Stable Diffusion execution pipeline and GUI written from scratch using PyTorch. Built specifically to squeeze high performance and low VRAM footprint out of desktop GPUs.
  • EasyReader - A lightweight Android manga and PDF reader. It uses my llmedge library to generate offline chapter summaries and run text-to-speech, keeping all user data completely on the phone.
  • LightDiffusion - An ultra-minimal Stable Diffusion GUI and pipeline in a single Python script.
  • Newelle-Light-Diffusion - Extension to use LightDiffusion as an image-generation backend for the Newelle chat GUI.

Systems & Low-Level

  • Pilotrs - A 6DOF flight simulator and autopilot core written in Rust (no_std). Autopilot estimates state using complementary filters / MEKF and controls them via LQR/PIDs.
  • FrameLimiter - macOS frame pacer for Metal games. Hooks CAMetalLayer's nextDrawable using DYLD injection to apply backpressure, cutting down real GPU power draw and heat.
  • Atoll - A macOS system monitor menu bar app. I forked the original and added a standalone volume mixer, custom EQ, a Spotify controller, a file explorer, and custom resource graphs.
  • PoSubmarine - Control stack for an autonomous submarine prototype. Wrote the sensor fusion Kalman filters to get clean heading estimates out of noisy IMU data.
  • CChess - A lightweight chess engine written in pure C.

Android Utilities & Automation

  • Android-battery-optimizer - A script that runs customized battery saving rules on Android devices via automated ADB calls.
  • Novel-Scraper - Lightweight Android light novel reader with automated web parsers.
  • Boubou - Discord bot cycling statuses with Stable Diffusion image generation support.

Configs & Tools

  • NixOS-EasyConfig - My personal flake-based NixOS config.
  • Arch-Matebook-X-Pro - Scripts to automate setting up Arch Linux on my Matebook.
  • pixcii - CLI tool to convert images to colorized ASCII art with optional ML matting (U2Net/BiRefNet).
  • Julia_Set - Interactive Julia Set fractal renderer using a Python frontend and a Rust backend.

Pinned Loading

  1. llmedge llmedge Public

    Android native AI inference library, bringing gguf models and stable-diffusion inference on android devices, powered by llama.cpp and stable-diffusion.cpp

    Kotlin 57 6

  2. Pilotrs Pilotrs Public

    Ferrocene Rust flight autopilot, FBW FCS and 6DOF simulator

    Rust 1

  3. FrameLimiter FrameLimiter Public

    macOS native game frame limiter, permits to get a good compromise of input lag and power draw

    Objective-C 1

  4. LightDiffusion-Next LightDiffusion-Next Public

    Fastest Diffusion backend, WebUI, server. Pushing implementation and discovery of optimizations techniques 🚀

    Python 51 4

  5. Android-battery-optimizer Android-battery-optimizer Public

    Maximizing battery life and sot on non-rooted android

    Python 64 5

  6. EasyReader EasyReader Public

    Lightweight light novel, pdf, manwha, manga and epub reader with offline AI summaries.

    Kotlin 18 1