Profile
Senior penetration tester and offensive-security engineer with 4+ years across web, Active Directory, embedded / IoT and OT/ICS, wireless and AI systems. Leads assessments end-to-end, white-box to black-box, reporting directly to engineering and compliance stakeholders. Product-security specialist in regulated environments: EN 18031 (RED delegated act) and CRA readiness, ETSI EN 303 645 IoT security, IEC 62443 IACS/OT, ANSSI CSPN and FDA medical audits. Wireless testing on connected products (WiFi WPA2/WPA3-EAP, BLE, RF). OSCP and CRTP certified, author of CVE-2025-52970 PoC. Every finding demonstrated with a working proof-of-concept.
Experience
Security Expert / Penetration Tester
Mar 2025 - PresentBYCYB (ex CRYPTON.IT, filiale LNE) · cyber audit, certification & training · Paris


- Multi-domain assessments (white-box, grey-box and black-box): web and API, Active Directory, Android/iOS, IoT/OT/ICS/SCADA and medical devices; UART/I2C/JTAG/USB, firmware and update reverse engineering.
- Wireless & RF security: WiFi (WPA2/WPA3-EAP), Bluetooth Low Energy, RF spectrum analysis, packet injection and wireless protocol testing on connected products.
- Product & industrial compliance: EN 18031 (RED delegated act) and CRA readiness evaluations, ETSI EN 303 645 IoT security, IEC 62443 IACS/OT assessments, ANSSI CSPN and LNE cash-register audit.
- Offensive security research & LLM: local inference engines, model optimization, fine-tuning and evaluation; OWASP GenAI attack testing across prompt injection, guardrails, system-prompt leakage and agent/MCP workflows.
- Senior delivery: scopes and leads assessments end-to-end, from kick-off to retest, with direct reporting to engineering and compliance stakeholders; custom Python tooling and 79 findings across five 2026 engagements (14 critical).
- Knowledge transfer: internal and external training on Android malware reverse engineering, LLM/MCP pentesting, EN 18031 to CRA, and IACS/OT/SCADA security.
Security Expert / Penetration Tester
Mar 2025 - Jul 2025CRYPTON.IT - cybersecurity consulting · Paris · team rebranded to BYCYB in Aug 2025
- Cybersecurity consulting across web, Active Directory and embedded/IoT systems: white-box and grey-box testing, custom Python exploits and reporting.
- IoT and compliance foundation: EN 18031 readiness, IoT device assessment and first WiFi/BLE wireless tests on connected products.
Apprentice Penetration Tester
Sep 2021 - Jul 2024Département des Hautes-Alpes - Gap
- Web and grey-box Active Directory pentesting, custom Python/HTML/JavaScript exploits and reporting.
- 22 zero-days on internal applications; malware development (Python/C#/ASM), EPP/EDR evasion, BOF and MDE detection testing.
- Authorized red-team exercise: physical intrusion, 70+ USB devices deployed and 30% callback; Cyberwatch vulnerability management and ISO 27002 governance.
Selected findings
- Mobile secrets to Firebase, HR backend exposure and account takeover chain (critical, sanitized client finding).
- Cross-domain IDOR/BOLA at scale: user, employee and document records exposed (critical, sanitized client finding).
- Unsigned charging-station firmware, open debug access and unauthenticated privileged control commands.
- Medical workstation kiosk escape and pre-authentication token parsing weakness.
- SAML assertion replay bypassing WordPress authentication; U-Boot / HAB bypass leading to unauthenticated RCE.
- Public disclosures incl. unauthenticated WordPress REST endpoint (ElementsKit Lite) and reflected XSS chain on Dorksearch.
- 2025 assessments: unauthenticated DICOM parser DoS, AdminSDHolder persistence, stored XSS through upload validation and broken access control in enterprise workflows.
AI security, local LLM & research
Built and maintained a large local-LLM lab for model deployment, inference-engine evaluation and security research: quantization and performance optimization, fine-tuning, benchmarking, reproducible evaluation harnesses and agent/tool workflows. Studied and tested AI vulnerabilities including prompt injection, indirect injection, system-prompt leakage, guardrail bypass, unsafe tool use, data exfiltration and MCP/agent security. Developed offensive tooling and repeatable experiments for local models, applied to vulnerability research and defensive analysis. Fine-tuned Kairos, a 0.3B Apache-2.0 decision model for zero-generation decision scoring and semantic routing in cascade deployments, on Hugging Face. Public technical study: integer-overflow analysis in Apple CoreGraphics (iOS / macOS), CVE-2026-86950.
Skills
- Web & API
- Burp Suite Pro, SQLMap, ffuf, Nuclei, OWASP WSTG
- Active Directory
- BloodHound, Mimikatz, Rubeus, Impacket, PingCastle, PurpleKnight
- Embedded / IoT / OT
- UART, I2C, JTAG, RS232, binwalk, Ghidra, U-Boot, IEC 62443
- Wireless / RF
- WiFi, RF, spectrum analysis, wireless protocols, packet injection
- Red Team
- Metasploit, Havoc, BOF, SysWhispers, Hell’s Gate, EPP/EDR evasion
- AI / LLM
- Local inference engines, optimization, quantization, fine-tuning, evaluation, OWASP Top 10 GenAI, MCP, Kairos (own fine-tuned 0.3B decision model, huggingface.co/34zY/Kairos)
- Recon / threat intel
- Subfinder, httpx, Shodan, MITRE ATT&CK, CVE and zero-day research
- Compliance / standards
- EN 18031 (RED), ETSI EN 303 645, IEC 62443, ANSSI CSPN, CRA readiness, ISO 14971 / IEC 62304
- Languages
- Python, PowerShell, Bash, C, C#, JavaScript, x86-64 ASM
Certifications
OSCP ↗ · Offensive Security, 2024
CRTP ↗ · Certified Red Team Professional, 2025
Red Hat · System Administration II & III, 2022
PentesterLab · HTTP, Essential, White, Blue, Serialize, 2023
Education
- ESEE-IT - engineering school (Paris) - Engineering Manager in Cybersecurity, 2021-2024
- Lycée Philippe de Girard - BTS Digital Systems, Electronics & Communications, 2019-2021
Languages
French (native) · English (professional) · Spanish and German (basic)