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zedarvates/README.md

Sylvain Galliez, local-first AI, autonomous pipelines, and real-time engines

Hi, I'm Sylvain Galliez

Systems architect building local-first AI, autonomous pipelines, and creative real-time engines.

GitHub ORCID YouTube Location Open to collaboration

I am a self-taught systems architect with a background in industrial sciences and a creative practice spanning 3D, game engines, and generative media. I design systems where AI agents, local inference, and real-time tools work together as coherent, reproducible pipelines.

I care about software that remains understandable, runs close to the user, and turns ambitious research ideas into practical tools.

What I build

  • Agent systems — orchestration, memory, skill graphs, evaluation, and multi-model workflows.
  • Local-first AI — offline inference, voice interfaces, GPU and edge runtimes, and privacy-conscious automation.
  • Creative engines — generative storytelling, procedural 3D, VR rendering, spatial media, and artist-facing tools.
  • Systems software — Rust and Python backends, performance engineering, robotics experiments, and secure device communication.

Selected projects

Current work — each project publishes the evidence behind its claims and states what it does not do yet

Project Focus Main stack
Parcimonia Adaptive compute router: for each fragment of work it picks the least expensive mechanism that still clears the required confidence, evidence and safety constraints. Shadow mode by default. Python
Frugal Skills Catalogue of deterministic, local-first agent skills that spend zero cloud tokens, with the routing benchmarks published in the repository. Python
Bellium AI Laboratory for micro-NN, k-NN and hybrid specialist models that abstain rather than improvise outside their contract. Python
ShardJEPA publications Versioned preprints, technical reports and reproducibility evidence for the ShardJEPA research line. Python

Creative engines and systems

Project Focus Main stack
StoryCore Engine Local-first pipeline that turns structured storyboards into coherent images, video, dialogue, and spatial audio. TypeScript
Botte Secrète Token-efficiency toolkit combining code audits, local-model routing, skill filtering, and automated engineering workflows. Python
FoveaCore Experimental VR renderer combining low-poly structure, Gaussian Splatting, and procedural or neural styling. GDScript
RealGibberLink Directional communication experiments using ultrasonic and optical handshakes for robotics. Rust
AIMesher (private repository) AI-first real-time generative 3D editor built around Three.js and a modular patch architecture. JavaScript
Hermes Rust Backend (private repository) High-performance inference and API backend using ONNX Runtime, Candle, Hailo-8, and multi-GPU execution. Rust

How these fit together

Layer Project Job
Decision Frugal Skills Handles what needs no model at all
Models Bellium AI Supplies the specialist local models
Research ShardJEPA publications Supplies the predictive modules and their evidence
Routing Parcimonia Picks the cheapest mechanism that clears the required confidence
Creative StoryCore Engine Applies the whole stack to storyboards, images, video and audio

Explore all public repositories →

Core toolbox

  • Languages: Python, Rust, TypeScript, JavaScript, GDScript
  • AI and inference: PyTorch, ONNX Runtime, Candle, CUDA, Whisper, local LLMs
  • Creative and real-time: Godot, Unity, Three.js, Blender, ComfyUI
  • Systems and delivery: Docker, REST APIs, GitHub Actions, MCP

Work with me

I am open to freelance work, consulting, open-source collaboration, and technical conversations around:

  • autonomous agents and local AI systems;
  • creative automation and generative media pipelines;
  • game, 3D, and VR prototypes;
  • Rust backends and performance-focused tooling.

You can follow my work on GitHub, watch project demonstrations on YouTube, or view my ORCID record.

Pinned Loading

  1. StoryCore-Engine StoryCore-Engine Public template

    A local‑first AI pipeline that generates coherent images, videos, stories, dialogues, and spatial audio from an augmented storyboard. It structures prompts, ensures narrative continuity, automates …

    TypeScript 13 2

  2. GemReward-Service GemReward-Service Public

    Proof-of-Contribution Chain: traceable contributions in a Web3-adjacent ecosystem (without classic blockchain complexity) earn voting power on roadmap priorities. Closed Gem Economy: gems act as cu…

    Python 2

  3. RealGibberLink-secure-directional-comm RealGibberLink-secure-directional-comm Public template

    ultrasonic + QR handshake · No RF · MIT - No data leak - non-RF- for drones & robots- secure-communication post-quantum ultrasonic qr-code laser-communication air-gapped autonomous-systems

    Rust 2

  4. CUDAgraveyard CUDAgraveyard Public

    Autonomous AI that automatically discovers faster and more energy-efficient CUDA kernels than human engineers ⚰️ – the graveyard of cuBLAS, FlashAttention and every hand-tuned kernel.

    Python 1

  5. shardjepa-publications shardjepa-publications Public

    Versioned ShardJEPA repository preprints, technical reports, datasets, and reproducibility evidence

    Python 1