Lead AI Engineer & Forward Deployed Engineer
I build LLM agents, RAG systems, and machine learning platforms for enterprise teams, with over 15 years of experience running production infrastructure on AWS, Azure, and GCP.
Guadalajara, Mexico Metropolitan Area
I am an AI Engineer and Forward Deployed Engineer with more than fifteen years of experience building production systems for Fortune 500 companies.
I design and ship tool-using LLM agents, retrieval-augmented (RAG) assistants, and multi-model AI platforms with Claude Code, MCP, LiteLLM, Amazon Bedrock, SageMaker, Vertex AI, and Azure AI Foundry. I also build the evaluation, guardrails, and monitoring that keep them reliable in production. I work directly with customers to turn their workflows into deployed AI solutions.
KKR (via Movate) · Boston, MA · 2026
Built tool-using LLM agents on Claude Code with custom MCP servers for GitHub, Terraform, AWS, and observability. The agents fix CI/CD failures, propose infrastructure changes, and write runbooks. Every change is approved by a person through a pull request.
Daimler (via Luxoft) · Germany · 2020
Led the migration of 20+ speech-recognition AI services to Azure Kubernetes Service with zero downtime, serving 2M+ vehicles in real time. Achieved 85% faster deployments, 40% lower latency, and 99.98% uptime.
EPAM Systems · Houston, TX · 2023–2025
Built an LLM workflow that summarizes alerts from Splunk and Dynatrace, finds related signals, and drafts root-cause analyses across 100+ Kubernetes clusters. Cut resolution time from 90 to 15 minutes and repeat incidents by 60%.
Global renewable energy company
Designed an AWS landing zone and migrated 15+ ETL pipelines along with the energy-forecasting and machine learning applications. Delivered 300% burst capacity, 45% lower cost, and 60% faster queries.
Movate / KKR · Boston, MA · Official title: Senior DevOps MLOps Data Platform Engineer
EPAM Systems · Houston, TX · Official title: Senior Release DevOps Engineer / SRE
Tecnologia Corp · Houston, TX
Luxoft (DXC Technology) · San Francisco, CA
Accenture · Softtek · Tata Consultancy Services · City Council IT Governance, Jalisco
| B.S. Computer Systems Engineering | Instituto Tecnológico Superior de Puerto Vallarta | 2009 |
| International Program in Cybersecurity & Big Data | Barcelona, Spain | 2019 |
| Data Science Programming & Machine Learning | Guadalajara, Mexico | 2018 |
| Splunk Certified Administrator | Splunk | |
| ITIL Foundations V3 | Certified Professional |
Guadalajara, Mexico Metropolitan Area