🎓 PhD

AI × Law × Cybersecurity Research

Moncif El-mouden

AI Engineer & PhD Researcher

Building agentic AI systems at the intersection of competition law and cybersecurity. PhD research on French antitrust decisions. Co-founder of an AI-powered offensive security startup. Based in Paris.

Read My BlogResearch, engineering, and AI insights
Python
LangChain
OpenAI
PyTorch
Next.js
FastAPI
import httpx
from bs4 import BeautifulSoup
from pathlib import Path
import json

BASE_URL = "https://www.autoritedelaconcurrence.fr/fr/liste-des-decisions"

async def fetch_decisions(page: int = 1) -> list[dict]:
    async with httpx.AsyncClient() as client:
        resp = await client.get(BASE_URL, params={"page": page})
        resp.raise_for_status()

    soup = BeautifulSoup(resp.text, "html.parser")
    decisions = []

    for card in soup.select(".decision-card"):
        decisions.append({
            "id": card["data-id"],
            "title": card.select_one(".title").get_text(strip=True),
            "date": card.select_one(".date").get_text(strip=True),
            "sector": card.select_one(".sector").get_text(strip=True),
            "url": card.select_one("a")["href"],
        })

    return decisions

async def scrape_all(output: Path = Path("decisions.json")):
    all_decisions = []
    for page in range(1, 50):
        batch = await fetch_decisions(page)
        if not batch:
            break
        all_decisions.extend(batch)
        print(f"Page {page}: {len(batch)} decisions scraped")

    output.write_text(json.dumps(all_decisions, ensure_ascii=False, indent=2))
    print(f"Saved {len(all_decisions)} decisions to {output}")

Research Domains

Decision Parser Agent
Antitrust Analysis Engine
Economic Stats Pipeline

Competition Law & Economics AI

Agentic analysis of French competition authority decisions — parsing, classifying, and statistically modeling antitrust outcomes.

[SCAN]

Target enumeration complete. 3 endpoints flagged.

[PROBE]

Injecting payloads into /api/search parameter...

[RESULT]

SQLi vulnerability confirmed. CVSS: 9.1

AI-Powered Security

Intelligent tools for finding and validating vulnerabilities in web applications.

IAG4UPEC — Educational AI

Developing an AI-powered educational platform at UPEC university, integrating generative AI into academic workflows.

Features

Agentic AI Systems

Designing autonomous multi-agent pipelines for domain-specific knowledge extraction and reasoning.

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Competition Law AI

Statistical analysis of French competition authority decisions using LLMs and agentic methods.

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AI-Powered Security

Building intelligent tools to detect and exploit vulnerabilities in web applications.

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LLM Engineering

RAG pipelines, fine-tuning, prompt engineering, and production LLM deployments.

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Full-Stack AI Apps

End-to-end AI applications with Next.js, FastAPI, Python, and modern cloud infrastructure.

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Educational AI (IAG4UPEC)

Building a generative AI platform for UPEC university — RAG assistants, adaptive learning, and AI-powered tutoring.

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At a Glance

Years at Amundi

AI × Competition Law

AI Domains: Law, Economics & Security

Experience & Education

Stealth Startup

Co-Founder · Oct 2025 – Present

Co-founding an AI-powered offensive security startup. We build intelligent tools that automate vulnerability discovery and exploitation — where AI sharpens offensive security, discreetly.

PhD Research

AI × Competition Law · EPISEN

PhD research at the intersection of AI, competition law, and economics. Applying agentic methods and LLMs to statistically analyze decisions of the French competition authority (Autorité de la concurrence).

Amundi

Software Engineer · Dec 2024 – Sep 2025

Built and maintained production software systems at Amundi, one of Europe's largest asset managers. Worked on internal tooling, data pipelines, and platform infrastructure.

Amundi

Software Engineer · Sep 2023 – Aug 2024

Full-time software engineering role at Amundi after completing my internship. Contributed to large-scale financial systems, cloud infrastructure, and internal developer tooling.

Amundi

Software Engineer Intern · Jun 2023 – Aug 2023

Engineering internship at Amundi. First exposure to production-grade enterprise software, cloud-scale systems, and agile workflows in a major financial institution.

EPISEN

Cloud & Security · 2022 – 2024

Graduated with a specialization in Cloud & Security from EPISEN. Master's-level curriculum combining information systems engineering, cloud architecture, and cybersecurity fundamentals.

Latest Articles

Articles coming soon

I'm working on articles covering agentic AI, competition law analysis, LLM engineering, and offensive security. Check back soon.

Curious about AI applied to law or security?

Follow my research and engineering work through the blog — covering agentic AI, LLMs, cybersecurity, and competition law analysis.