Paris, France · CET

Mehdi Mechkak.
Applied AI Engineer.

Specializing in RAG, AI automation & data systems.

I build AI systems that show their work. Every answer is grounded in retrievable evidence or the case is escalated — no black boxes, no hallucinated numbers, just accountable AI teams can trust and defend.
CHAPTER · 02 // SELECTED WORK (PINNED HORIZONTAL SCROLL)

Production Case Studies

CHAPTER · 03 // LAB & EXPERIMENTS

Experiments & Tooling

Python · 2025
FastAPIpgvectorBM25

RAG Retrieval Benchmark & Hybrid Search Engine

BM25pgvector

Hybrid RAG search evaluating pgvector cosine similarity vs BM25 lexical matching to prevent weak vector ranking on domain knowledge bases.

2 retrieval methods, 1 ranked hybrid score

Inspect Repo
Python / pytest · 2026
Cloudflare Workerspytestn8n

n8n & Cloudflare Webhook Regression Test Harness

Two-layer automated regression harness asserting sub-2-second response latency, cuisine-matching follow-ups, and schema integrity.

< 2s asserted latency, every deploy

Inspect Repo
TypeScript · 2025
Next.js 14Prisma 7PostgreSQL

Prisma 7 PostgreSQL Approval State Machine

PENDINGAPPROVEDRUNNING

Server-side execution state machine validating human-in-the-loop workflow executions with atomic 409 conflict handling.

PENDING → APPROVED → RUNNING

Inspect Repo

CHAPTER · 04 // ENGINEERING BACKGROUND

Before the AI systems, there was the physical infrastructure.

01OIL & GAS FIELD ENGINEERING

Power Systems, High-Voltage & SCADA Instrumentation

SONATRACH · Equinor · ENI · CEPSA — Algeria · 2023 – 2025

Two engineering internships across joint-venture Oil & Gas sites, working on the electrical backbone of live energy infrastructure.

  • Analyzed Gas Turbine Generators (GTG) and their electrical subsystems
  • Inspected 10kV motor high-voltage protection systems, ran Megger relay testing
  • Supervised DCS and PLC logic across heavy energy infrastructure
  • Maintained UPS units, transformers, and rotating machinery on critical circuits
02PHARMACEUTICAL FACILITIES ENGINEERING

Process Supervision & Facilities Quality Control

Al-Hikmah Pharmaceuticals — Algeria · 2023

Automation and quality-control engineering inside a regulated pharmaceutical production environment.

  • Managed air treatment systems (CTA, chillers, dehumidifiers) to pharmacopeia spec
  • Supervised purified-water stations — reverse osmosis & EDI — via HMI/PLC interfaces
  • Maintained automated production lines (blistering, counting) under strict SOPs
  • Ran physicochemical quality checks (pH, conductivity) against pharmacopeia standards
03ACADEMIC FOUNDATION

MSc Electrical Engineering & Green Hydrogen

ENP Algiers · University of Rostock · 2021 – 2026

Five-year engineering degree plus a specialized green-energy certification — the control-theory foundation everything after it builds on.

  • High-voltage protection schemes, signal processing, automated control theory
  • Simulated hydrogen fuel-cell dynamics in MATLAB/Simulink (static & dynamic behavior, Bode analysis)
  • Studied matrix converters and thermal sensors for offshore wind-to-hydrogen systems
  • Wind Energy & Green Hydrogen certification — University of Rostock (Prof. Uwe Ritschel)
CHAPTER · 05 // ABOUT & RESUME

AI Engineering Philosophy

Mehdi Mechkak

Applied AI Engineer
Paris, France · CET

I specialize in architecting evidence-first artificial intelligence systems. My work focuses on bounded retrieval-augmented generation (RAG), deterministic data engineering, and human-in-the-loop workflow guardrails.

I build AI systems that show their work. Every answer is grounded in retrievable evidence or the case is escalated — no black boxes, no hallucinated numbers, just accountable AI teams can trust and defend.

Curriculum Vitae

Download the official PDF resume highlighting production AI systems, RAG architecture, vector search, and cloud infrastructure experience.

Production AI Systems & RAG Architecture
FastAPI, Airflow, PostgreSQL, pgvector
AWS ECS, Terraform, Docker Infrastructure
CHAPTER · 04 // SAY HI 👋

Initiate Contact

Let's discuss an AI architecture or engineering role.

I am based in Paris, France and open for high-impact Applied AI roles, technical advisory, and system architecture contracts.

flowarchitect.agency@gmail.com