Data Whisperer
Career Profile
Backend AI developer with 4+ years of experience transforming complex data challenges into scalable solutions. Specializing in intelligent system architecture leveraging LLMs, vector databases, and RAG implementations for business impact. Expert in process automation through n8n workflow orchestration, custom FastAPI services, and seamless CRM/ERP integrations. Experienced in deploying Model Context Protocol servers to enhance AI capabilities across workflows. Combines technical depth in backend development with AI engineering to create data-driven systems that automate content creation and optimize business processes. Proven track record of turning raw data into actionable insights and production-ready solutions that drive decision-making and operational efficiency.
Education
MSc in Apllied Data Science
IEXE University
April 2022 - September 2023
Master in Data Science / AI
DEV.F Bootcamp
April 2021 - January 2022
BA in Business Administration
Benemerita Universidad Autonoma de Puebla
2006 - 2011
Languages & Tools
English - B2
Italian - B2
Portugues - A2
Work Experience
Data Backend Developer
@ HS Factor, Mexico City, MX
July 2020 - Present
- Developed a lead generation web app using FastAPI, boosting client acquisition.
- Launched a diagnostic tool on AWS Fargate for company insights and automated reporting.
- Automated business processes with n8n, connecting APIs and configuring webhooks to optimize workflows.
- Designed and implemented RAG (Retrieval Augmented Generation) systems with vector databases for generative AI applications.
- Created APIs with FastAPI to automate video content generation (shorts) using OpenAI API.
- Integrated workflows with CRM/ERP systems to execute specific business tasks and optimize processes.
- Incorporated MCPs (Model Context Protocol servers) into workflows to leverage AI tasks and tools.
- Deployed applications on VPS using Coolify and Docker for streamlined, containerized production environments.
- Created an internal web app for client courses, integrating machine learning for insights.
- Integrated Large Language Models (LLMs) into workflows to enhance AI-based tasks and tools.
- Enhanced data collection with innovative tools and methodologies.
- Applied NLP and Clustering algorithms to solve business challenges.
Executive Assistant to the Managing Director
@ Alave, Cancún City, MX
March 2017 - November 2017
- Prepared executive documents and presentations with advanced software skills.
- Maintained office files, spreadsheets, and presentations, boosting productivity.
- Established an automated alert system for deadlines and events.
- Collaborated with auditors, providing clerical support.
- Managed spreadsheets and databases for performance tracking.
- Partnered with clients on new project development.
Logistics Manager
@ Mistica.mx, Playa del Carmen, MX
September 2013 - February 2017
- Conducted research and presented findings from diverse sources.
- Used critical thinking to break down problems, evaluate solutions and make decisions.
- Implemented operational enhancements, boosting profit margins by 30%.
- Demonstrated coordination and planning to meet schedules.
Sales Manager
@ Baaxal travel, Tuxtla Gutierrez, MX
Febrauary 2013 - August 2013
- Monitored market conditions to adjust sales strategies.
- Negotiated with contractors for favorable terms, reducing expenses.
- Fostered strategic relationships with suppliers and clients.
Operations and Logistics Assistant
@ Cancun Bay, Playa del Carmen, MX
June 2012 - January 2013
- Integrated logistic systems for improved tour bookings management.
- Processed customer orders and ensured proactive customer service.
- Coordinated with vendors for over 1000 daily tour pickups.
Data Analyst
@ INEGI, Puebla, MX
November 2005 - April 2006
- Contributed to the 2005 National Census, ensuring data integrity in databases.