Victor Manuel Martinez Cataldi
I am a senior applied AI engineer with over 10 years of experience building production AI systems, cloud platforms, and backend services.
About
I am a senior applied AI engineer with over 10 years of experience building production AI systems, cloud platforms, and backend services. I have hands-on experience with LLMs, tool calling, RAG, multi-step orchestration, and AWS-based infrastructure, with a strong focus on reliability, safety, observability, and evaluating AI systems in production. I’ve shipped large-scale features for real users, including agent workflows, retrieval pipelines, and monitoring systems optimized for quality, latency, and cost. I’m passionate about making AI practical, safe, and scalable in real-world environments.
- 16 years' experience
- Joined May 2026
Skills· 16
Languages
- EnglishFluent
Industry experience
- Software & Internet
- Professional Services
- Manufacturing
- Media & Entertainment
- Government
Work experience· 9 roles
Led development of AI-enabled learning platforms and AI-driven products. Architected and deployed production LLM-powered contextual tutors using RAG over private knowledge bases; engineered LL M orchestration and agent workflows supporting thousands of daily AI interactions; built FastAPI back-end services, asynchronous processing, and secure multi-tenant cloud infrastructure.
Designed and implemented AI-driven automation for accounting processes, delivering significant efficiency gains and improved reliability.
Built a real estate investment intelligence application using millions of records aggregated from multiple online property data sources. Designed data ingestion, cleaning, feature engineering pipelines; applied DNNs, SVMs, and regression models to identify high-potential opportunities.
Education
Certifications and awards
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