About Rayan
French
Native or bilingual
English
Fluent
Experience
- Laucked - Plateforme de Sécurité IAFounder & Cybersecurity PentesterPUBLIC SAFETYJanuary 2025 - Today (1 year and 5 months)Toulouse, FranceFrench cybersecurity firm based in Toulouse, specializing in supporting SMEs and mid-cap companies. Co-founded with a direct approach: each mission is carried out by the founders, without subcontracting or junior profiles.Services offered:- Expert Pentesting for Web, API, AI/LLM, SaaS, and exposed surfaces- Free surface diagnostic (72h) to identify exposed elements and prioritize risks- Guard: continuous security monitoring and surveillance between missionsMethodology: OWASP (WSTG, API Top 10, LLM Top 10), PTES, MITRE ATT&CK, and CIS Benchmarks frameworks. Manual approach focused on business logic and vulnerability chaining.Deliverables: Comprehensive report including executive summary (management), proof of concept (PoC) mapped to CWE/CVSS, prioritized remediation plan, business impact matrix (GDPR, NIS2, DORA), and re-test attestation.Areas of intervention: SME/Mid-cap Cybersecurity, E-commerce, Public Sector, HealthTech, FinTech.
- IUT 3 Paul SabatierAI EngineerMarch 2024 - December 2024 (9 months)Toulouse, FranceFull RAG pipeline with PII detection (SpaCy NER), Redis semantic cache, and conversational memory. GLPI/ITSM integration for automated IT support. Docker/Kubernetes deployment with GitHub Actions CI/CD.
- WebmaniakMachine Learning EngineerJuly 2023 - February 2024 (7 months)Toulouse, FranceYOLOv8 anomaly detection pipeline (0.94 mAP@50). Edge optimization via structured pruning and INT8/TensorRT quantization — 60% inference time reduction. MLOps with DVC, Prometheus/Grafana monitoring.
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Education
- OWASP Certified Application Security Engineer2025OWASP Certified Application Security Engineer
- Club MLOps Zoomcamp2024Club MLOps Zoomcamp