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.
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
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.
Learn more >Competition Law AI
Statistical analysis of French competition authority decisions using LLMs and agentic methods.
Learn more >AI-Powered Security
Building intelligent tools to detect and exploit vulnerabilities in web applications.
Learn more >LLM Engineering
RAG pipelines, fine-tuning, prompt engineering, and production LLM deployments.
Learn more >Full-Stack AI Apps
End-to-end AI applications with Next.js, FastAPI, Python, and modern cloud infrastructure.
Learn more >Educational AI (IAG4UPEC)
Building a generative AI platform for UPEC university — RAG assistants, adaptive learning, and AI-powered tutoring.
Learn more >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
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I'm working on articles covering agentic AI, competition law analysis, LLM engineering, and offensive security. Check back soon.
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