Professional Experience
Experienced in LLM, NLP, AI, Machine Learning, and Privacy-Preserving technologies, from research to production systems.

Research Engineer
Hornetsecurity • Hem, France
Aug 2022 - Present
Hornetsecurity is a leading global provider of cloud security, compliance, backup, and security awareness, protecting over 6 billion mailboxes worldwide.
- Leading AI research initiatives for email security platform protecting 6B+ mailboxes globally
- Developed and deployed LLM-based detection (>95% acc rate) for Business Email Compromise (BEC) attacks
- Implemented fine-tuned language models for sophisticated threat detection (spam, phishing, impersonation)
- Pioneered integration of Vision LLMs (Pixtral) for webpage scam detection, reducing false positives by 40%
- Architected scalable ML pipeline processing billions of daily emails while maintaining GDPR compliance
- Designed agent-based architecture for autonomous threat investigation and response
- Mentored and established best practices for LLM deployment, monitoring in production

Vice Chair, Artificial Intelligence Committee
M3AAWG • Global
Aug 2024 - Present
The Messaging, Malware and Mobile Anti-Abuse Working Group (M3AAWG) is where the industry comes together to work against botnets, malware, spam, viruses, DoS attacks and other online exploitation.
- Working with international group of 50+ orgs in developing AI/ML standards for cyber abuse prevention
- Established framework for responsible LLM deployment in email security, adopted by major industry players
- Coordinating cross-industry initiatives for secure and privacy-preserving AI in cybersecurity
- Authored technical guidelines for large language model deployment in anti-abuse system
- Provided talks and tutorial sessions regarding LLM and its safe uses

Senior AI Engineer
Contract.Fit • Brussels, Belgium
May 2021 - Jul 2022
Contract.Fit specializes in AI-powered document processing and information extraction solutions for enterprises.
- Led development of transformer-based NLP systems for information extraction across 140+ document types
- Developed computer vision solutions for detecting embedded objects in documents
- Architected end-to-end ML pipeline processing 100K+ daily documents with 98% accuracy with automation
- Served as Lead Developer and Tech Analyst for 4 major clients, bridging technical solutions with business requirements
- Collaborated with sales/delivery teams to ensure smooth project deployment

Research and Development Engineer
Team Magnet, INRIA • Lille, France
Sep 2019 - Feb 2021
Magnet is a research team at INRIA Lille Nord Europe focusing on machine learning methods for mining information networks.
- Developed collaborative computation platform for privacy-preserving statistical analysis using U-statistics
- Implemented decentralized learning framework with differential privacy, reducing privacy budget by 45%
- Created domain-specific language for privacy policy specification in collaboration with PhD researchers
- Optimized homomorphic encryption for low-resource devices, reducing computation overhead by 60%

Research Assistant
MLT Lab, DFKI • Germany
Oct 2016 - Dec 2018
The German Research Center for Artificial Intelligence (DFKI) is a leading research institution in innovative software technologies.
- Development of MaryTTS, improving voice quality by 40% through advanced neural synthesis techniques
- Selected in Blizzard Challenge 2018 and participated in Blizzard 2017 for speech synthesis
- Developed multi-speaker, multilingual speech synthesis system using deep learning for master thesis
- Innovated hybrid approach for grapheme-to-phoneme conversion, achieving state-of-the-art accuracy in 5 languages
- Created automated testing framework reducing development cycle time by 50%

Software Engineer
Tata Consultancy Services • India
Jul 2012 - Sep 2015
Tata Consultancy Services is a global leader in IT services and consulting.
- Developed and maintained enterprise applications for clients including Johnson & Johnson and ALCOA
- Specialized in full-stack development using Java, C++, and Python technologies
- Collaborated in cross-functional teams to deliver high-quality software solutions
- Implemented automated testing frameworks improving code coverage by 40%