Elias Bellouti

AI / Agentic Systems Engineer

Good evening!

I build production LLM agent pipelines — from multi-agent orchestration down to STM32 firmware.

✦ Finishing my engineering degree at ESIEA (AI/Data) — open to AI engineering roles & freelance missions.

Embedded SW / R&D Apprentice

Oct 2023 – 2026
GYS — Bureau d'étude, service informatique · Laval
  • Full ownership of a microcontroller project: CAN bus optimization, custom sequential file system
  • OOP in C, board soldering, debugging
  • GitLab, project presentations

Server

Summer 2023
Buffalo Grill · Distré
  • Stock & shop management, customer service, order prep, kitchen team coordination

Projects

DocPipe

$ langgraph main.py

✓ ~€0.05 / doc · in production at GYS

DocPipe

Production LLM pipeline turning industrial PPTX/PDF/RST docs into clean, diagram-ready Markdown for GitLab.

~€0.05 / doc · in production at GYS

LangGraphOpenRouter/Gemmapython-pptxMarkerLangSmith

Hermes Agent

$ langgraph main.py

✓ Live / operational

Hermes Agent

Multi-agent homelab orchestrator I drive from Telegram — routes tasks to specialized sub-agents.

Live / operational

LangGraphGeminiTelegramMCP

GDC — Firmware Update System

$ stm32 main.py

✓ 9 min → 2 min 20 (−74 %), throughput ×5

GDC — Firmware Update System

Automated firmware-update system for a real industrial product line, over CAN bus on STM32.

9 min → 2 min 20 (−74 %), throughput ×5

STM32FatFsCAN/CAN-FDDMABootloader

Other Work

Demo

Clothify

Discord bot generating product visuals from user selections via n8n workflow + Gemini image model.

Dynamically built prompt from body type, size, angle parameters

Discord.jsn8nGeminiPython
Demo

Multimodal SNCF Routing

Shortest-path over the French rail network: NeTEx/GTFS XML → Neo4j graph, Dijkstra & A*.

Full French rail graph imported and queryable

PythonNeo4jGraph Data Sciencepandas
Demo

Collaborative Delivery Optimization

VRPSPDTW — multi-hub parcel exchange between cargo-bike couriers with time windows.

Models pickup & delivery with time windows across multiple hubs

OR-ToolsPythonHeuristicsOptimization
In Progress

n8n Voice Agent

Personal orchestration assistant: voice notes capture & classification, semantic router, proactive calendar, smart email reading.

Full automation of personal knowledge management

n8nWhisper (STT)EmbeddingsGoogle Calendar APIGmail API
Demo

High-Frequency Scraper

Async high-throughput scraping with anti-bot handling and proxy rotation.

Production-grade pipeline handling large-scale data extraction

PythonPlaywright/BotrightAsyncIORedis/MongoDBProxy rotationCelery
Demo

Multi-Agent LLM Pipeline

Multi-agent prompt/processing orchestration with user classification and structured output.

Composable agent graph with JSON-Schema validated outputs

AutoGenJSON-SchemaPython
All Projects →

Skills

AI / GenAI

LangGraphRAGMulti-agent orchestrationAutoGenPrompt engineeringMLOpsWhisper / STTEmbeddingsReinforcement Learning

ML / Data

PythonDeep LearningMachine LearningpandasNeo4j / Graph Data ScienceNoSQLTableauStatistics & ProbabilityCUDA

Backend & Web

TypeScriptReact / JSXHTML/CSSSQLAPI integrationRedis / MongoDBCelery

Embedded / Systems

CSTM32FatFsCAN / CAN-FDDMABootloaderOOP in CElectronic soldering / board-level repair

Infra / DevOps

LinuxDocker / KVMKubernetesGitLab / CINetworking

Languages

French (native)English (B2)