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sv-LayZ/README.md

Mattis Regnaut

Full-Stack Developer Β· AI/LLM Engineer Β· Security Researcher


About

Developer with a focus on LLM infrastructure, model deployment, and web development.
Interested in the intersection of open-source AI tooling, backend systems, and application security.


Skills

AI & LLM

  • Model inference & serving β€” vLLM, LM Studio, Ollama
  • Quantization β€” GPTQ, AWQ, FP8 dynamic (see HuggingFace β†—)
  • LLM APIs β€” OpenAI, Anthropic Claude, Mistral
  • Prompt engineering, RAG pipelines

Infrastructure & DevOps

  • AWS EC2 β€” deployment & inference of large models
  • Docker β€” containerization of ML workloads
  • Linux server administration

Web Development

  • Backend β€” Laravel, Node.js
  • Frontend β€” Next.js, Vue.js, SvelteKit
  • Systems β€” Rust (Axum)

Open Source Contributions

prism-php/prism β€” Unified LLM interface for Laravel (2.3k ⭐)

PR Type Description
#748 Feature Added keep_alive option for Ollama provider
#687 Bug fix Fixed response parsing when output contains ```json blocks
#403 Feature Added multimodal support to PrismServer API endpoints

Security Research

CVE-2024-47186 β€” XSS in Filament (Laravel full-stack framework)
Unvalidated color values passed to ColorColumn / ColorEntry components allowed XSS injection via Laravel's @style Blade directive. Affected versions v3.0.0–v3.2.114. Patched in v3.2.115 following responsible disclosure. CVSS 3.1: 6.1 (Medium)


Published Models

Model Task Downloads
Voxtral-Small-24B-2507-FP8-dynamic Automatic Speech Recognition (24B) 26

Contact

HuggingFace Β· GitHub Β· Linkedin

Pinned Loading

  1. Rust_Axum-SvelteKit Rust_Axum-SvelteKit Public

    a boilerplate to serve a dynamically rendered (no SSR) web application built with SvelteKit using Rust with axum

    Svelte 4

  2. Deezify-CLI Deezify-CLI Public

    TypeScript 3

  3. prism-php/prism prism-php/prism Public

    A unified interface for working with LLMs in Laravel

    PHP 2.3k 270