- Built an automated risk evaluation platform for credit underwriting, moving teams from ~4 hours of manual analysis per case to fully agentic analysis plus a ~3 minute manual verification step
- Designed a multi-agent risk monitoring system that continuously evaluates portfolio exposure, flags anomalies early, and automates follow-up actions to reduce default and churn risk through faster intervention
- Implemented an end-to-end contract automation system that generates documents faster and automatically verifies key values and constraints before submission
CV
This page includes my experience timeline. Download the PDF version.
- Feb 2025 - PresentINFINITSenior AI Engineer
- Jan 2019 - Sep 2024Aiva TechnologiesSenior Machine Learning Engineer
- Progressed from intern to technical team lead in 3 years, supporting growth to $1M ARR and helping with technical due diligence during fundraising
- Architected a high-performance ML pipeline for 1M+ monthly compositions with 99.9% reliability and 10x faster-than-real-time generation
- Scaled the AI music platform to 50,000+ MAU, helping drive the transition from traditional ML systems to transformer and agentic architectures
- Jun 2018 - Sep 2018Fraunhofer IAISResearch Intern
- Built speech segmentation tooling that reduced manual annotation effort for large datasets
- Collaborated with researchers to implement and evaluate audio processing methods for speech corpora
- Developed Python utilities for feature extraction and signal analysis
- Presented results and implementation details to research and engineering stakeholders
- Jun 2017 - Sep 2017Telecom ParisTechResearch Intern
- Contributed to a probabilistic speech enhancement model published at ICASSP 2018
- Implemented signal processing algorithms for noise reduction in challenging audio recordings
- Ran experiments to evaluate model behavior across multiple datasets and recording conditions
- Worked with the research team on parameter tuning and practical evaluation
- Contributed code and documentation to reusable audio processing tooling