Freelancer profile translated to English.

Description

Do you have manual processes that consume time, data that is not being leveraged, or infrastructure you're unsure about its security? I solve it.

I design and implement data pipelines, AI automation systems, and secure deployment architectures. I work with Python, Docker, GitHub Actions, Terraform, LangChain, and n8n to deliver solutions ranging from data ingestion to production deployment with built-in security from the start.

What sets me apart is judgment before code. Before writing a line, I research which tool best solves the problem and why. My projects include a hybrid fraud detection system that protected over 12,000 customers from unjustified blocks, an AML/CFT pipeline for financial transaction monitoring, and an on-premise AI agent for the healthcare sector that operates without relying on any cloud service.

I manage process automation projects, API integrations, secure CI/CD pipelines, anomaly detection, and AI systems applied to real business problems.

If you need something to work better, faster, and more securely, let's talk.

Industry field of expertise

Languages

Spanish
Native or bilingual
English
Conversational

Workplace preferences

Remote only

Primarily works remotely

freelance
ML Engineer and Automation — Independent Projects
January 2026 - Today (7 months)
Ciudad de México, Mexico
Development of fraud detection systems with neuro-symbolic architecture (LightGBM + Isolation Forest), AML/CFT pipeline for financial transaction monitoring, and an on-premise AI agent for the healthcare sector with FastAPI and LangChain. Implementation of secure CI/CD pipelines with GitHub Actions, Docker, and Terraform.
Terraform Langchain CI/CD Pipelines Data Science Applied Artificial Intelligence
Creative Service
IT Infrastructure and Automation Specialist
TELECOMMUNICATIONS
June 2009 - Today (17 years and 2 months)
Ciudad de México, Mexico
• Diagnosis and resolution of complex technical incidents in Windows, Linux, and macOS environments for 17 years with a resolution rate exceeding 90% on first contact.
• Analysis of server error logs to identify recurring failure patterns, reducing diagnostic times by 30% over more than 10,000 incidents.
• Implementation of security solutions: hardening, antivirus, firewalls, and access control based on the principle of least privilege on over 500 devices.
• System administration via terminal (PowerShell, Bash) and progressive incorporation of AI to automate diagnostic and technical support workflows.
AI Automation Hardening Incident Response Cybersecurity Business Analysis