STATION 00 // INPUT_EMBEDDING_LAYER
M.Said CHEURFA

AI Engineer & Systems Architect

Builder. I use AI for impact, Data for intelligence, and Software Engineering for accessibility. Specialized in shipping production ready AI products from Multi-Agent Systems to LLM-powered assistants. I turn complex tech into elegant solutions that scale.

Bordeaux, FranceAvailable for AI Engineering
STATION 01 // MULTI_HEAD_ATTENTION_ENCODER

Attention Weights & Core Expertise

Attention(Q,K,V) = softmax(QKᵀ / √d_k)V — Continuous parameterization of AI and Systems Engineering capabilities.

HEAD_00w = 0.85

Python

HEAD_01w = 0.80

LangGraph&LangChain

HEAD_02w = 0.60

JS & TS

HEAD_03w = 0.70

FastApi

HEAD_04w = 0.35

AWS

HEAD_05w = 0.60

DSpy

HEAD_06w = 0.70

OpenAI SDK

HEAD_07w = 0.80

OpenAI, Groq, Anthropic, Gemini API's

HEAD_00w = 0.70

Pytorch

HEAD_01w = 0.70

Transformers

HEAD_02w = 0.75

Baml & Flower

HEAD_03w = 0.75

HuggingFace

HEAD_04w = 0.50

Celery

HEAD_05w = 0.80

LangSmith

HEAD_06w = 0.50

MLFlow

HEAD_07w = 0.60

Grafana&Prometheus

HEAD_00w = 0.65

Docker

HEAD_01w = 0.80

Git&GitHub

HEAD_02w = 0.85

Numpy&Pandas

HEAD_03w = 0.80

Tableau&PowerBi

HEAD_04w = 0.80

Postgres

HEAD_05w = 0.80

Supabase

HEAD_06w = 0.75

Oracle

HEAD_07w = 0.50

ReactJs

HEAD_00w = 0.85

Scikit-learn

HEAD_01w = 0.90

RAG

HEAD_02w = 0.90

MCP

HEAD_03w = 0.75

Linux

HEAD_04w = 0.80

CrewAI

STATION 03 // DECODER_GENERATIVE_PROJECTS

Production Shipped Artifacts

Real-world end-to-end artificial intelligence platforms, LLM agents, and full-stack software deployed to production.

OUTPUT_TOKEN_00p = 0.98

FlowSight

FlowSight is a local VS Code extension that provides "X-Ray vision" for your LangChain and LangGraph agents. It visualizes traces, metadata, and execution graphs in real-time, right next to your code.

TypeScriptexpressvscode
OUTPUT_TOKEN_01p = 0.98

mcp_client

A modern chat application that integrates the Model Context Protocol (MCP) to enable LLMs (Large Language Models) to use external tools in real-time.

PythonMCP sdkReactJsFastApiopenRouter
OUTPUT_TOKEN_02p = 0.98

Cursor clone

cursor clone (in progress)

ReactElectronJsPythonOpenRouter ApiFastApi
OUTPUT_TOKEN_03p = 0.98

angelAI

Chatbot that can answer questions from business angels about a company called Mistral AI.

StreamlitFlaskPythonMistral ApiLangChain
OUTPUT_TOKEN_04p = 0.98

postgres_with_bash

This project contains two separate subprojects, each using Bash scripts to interact with PostgreSQL databases. The first subproject, [students_database](./students_database), manages student and course data. The second subproject, [game_database](./game_database), manages World Cup match data.

PostgreSqlBash
OUTPUT_TOKEN_05p = 0.98

AI Diagnosis with Crew AI

This project is a medical diagnosis application using artificial intelligence (AI). The application consists of two main parts: a frontend developed in Angular and a backend developed in Python. The backend uses Crew AI for patient diagnosis via a POST API with Flask. The frontend uses this API to submit patient information.

AngularFlaskPythonCreawAI
STATION 04 // FINAL_OUTPUT_PROBABILITIES

Initialize Inference & Contact

Ready to deploy cutting-edge AI architectures, agentic systems, or scale production machine learning pipelines?

terminal@msaid-cheurfa.dev:~$ contact --send
LOCATION BASEBordeaux, France (Remote / Hybrid)