DATA ENGINEER · AI DEVELOPER · SYSTEM ARCHITECT
The Multipotential Engine
I am a solution-oriented developer focused on building systems powered by data, solid architecture, and artificial intelligence. My professional approach combines analysis, design, and technical capability to develop products from start to finish. Beyond working with data and models, I also design and build the necessary infrastructure for solutions to work: from full-stack development to deployment on cloud platforms and self-hosted servers. I'm interested in creating scalable, reliable systems that are prepared to grow.
I seek to position myself as a well-rounded professional capable of taking an idea, turning it into a functional system, and bringing it all the way to production.
I operate at the border between code and conversation: I translate technical complexity for non-technical teams and treat documentation as part of the architecture — because a system no one else can understand is a system that's already obsolete.
Operating System
A look at how I process the world.
MULTIDIMENSIONAL THINKING
My mind doesn't operate in a straight line. I think in layers, parallel scenarios, and connections that emerge between distinct domains.
ANTIFRAGILE ARCHITECTURE
I learn from error and chaos. Every failure is an update that makes me more adaptable and solid.
HOLISTIC HIGH PERFORMANCE
Body and mind are a single system. I optimize my energy and habits to enhance clarity, focus, and creativity.
Professional Trajectory
// HUMAN_CAPITAL_V2
Somos Empleables
AI & Full-Stack Engineer — Technical Architect
Built and operate se-programa, a SaaS employability platform in production (Next.js 15 + Prisma + PostgreSQL + Auth.js v5) processing real payments via certified Webpay Plus, on a unified stack for the low-ticket course and the high-ticket coaching hub. Stood up the full infrastructure on a Hetzner ARM64 VPS (Docker Compose, Nginx, multi-domain Certbot SSL) hosting the platform, n8n, internal dashboard, and public site. Implemented an interview transcription pipeline with Whisper API + n8n for automated coaching-session feedback, with bidirectional Postgres ↔ Notion sync. Operate the job-scraping pipeline with Apify + n8n (40+ nodes, 500+ offers/day from LinkedIn) feeding a semantic matching engine on Qdrant with embeddings.
BizBat
Data Science Intern
Normalized and unified user and event data in BigQuery, implementing automated pipelines for continuous data injection and dashboard updates. KPI Monitoring & Reporting: Led reporting using GA4 and developed interactive dashboards in Looker Studio, defining and reporting key KPIs for strategic decision-making. Collaborated on GCP infrastructure optimization and data preparation for subsequent Machine Learning model training.
Startup Incubator - Novolabs
AI Architecture and Automation
AI Architecture and Automation: Designed a complex AI architecture utilizing APIs (Whisper) for transcription, processing output with an LLM for reading comprehension scoring and feedback. Automated the data flow, including gamified data updates, using an n8n container for user analysis and reading enhancement. Business Validation: Led the business model validation phase, defining market strategies and analyzing potential user research to guide product development.
Deployed Projects
[SECTOR_A] CORE SYSTEMS
Alta Complejidad - Requiere Documentación
Performance OS — Personal Performance Platform
Multi-source platform integrating biometrics (WHOOP), activity (Strava), habits (Notion), screen time and finance into a unified base with 370+ days of history. Exposed as an MCP server with 8 tools, consumed by AI agents across the Principia ecosystem.
Personal Cloud Core
Absolute digital sovereignty. A self-hosted ecosystem that blocks network-level trackers and serves my applications.
The Headhunter — Semantic Job Matching
Enterprise-grade ETL pipeline orchestrating scraping, cleaning, and classification of 500+ daily LinkedIn offers (40+ n8n nodes), feeding a semantic matching engine on Qdrant with embeddings — recommends roles by meaning similarity, not keywords.
[SECTOR_B] CLIENT INTERFACES
Freelance & Comercial
Tusados Shop
Urban barber shop with immersive catalog system and appointment management.
Klub
Digital nightlife ecosystem: High-impact landing page + QR ticket purchasing.
Clinical Space
Clinical services platform focused on trust and medical information clarity.
SE Programa — SaaS de empleabilidad
Somos Empleables' SaaS platform. Two products in one system: a self-serve low-ticket course and a high-ticket VIP coaching hub with 1:1 sessions, professional profile and application tracking — unified in Next.js 15 + Prisma with real payments via certified Webpay Plus.
HALL OF FAME
RECOGNITIONS Probability, Chess & Code
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October 2024CENEVAL Informatics Award
Awarded for achieving the best Egel exam score in Informatics at a national level.
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December 2019Speed Reading Certification
Certified completion of "Learning Skills" program: Speed Reading, Memory Development and Learning Techniques.
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2018-2019Statistics Academic Excellence
National 1st place in Probability and Statistics at Interpolytechnic Academic Meeting.
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2017-2018Calculus Academic Competition
7th place nationwide in Interpolytechnic Academic Meeting for Differential Calculus.
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December 2018Academic Excellence Award
First place in "A la Cachi Cachi Porra" national academic competition among IPN foreign units.
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September 2017Pierre Fermat Mathematics Contest
Finalist in XXII National Mathematics Competition representing UPIIH-IPN at high school level.
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March 2017Mexican Mathematics Olympiad - 1st Place
Awarded 1st place in High School category at the 2017 Mexican Mathematics Olympiad, State Stage in Hidalgo.
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Available 2016ONMAPS National Olympiad
Participation in the National Olympiad for Primary and Secondary Students.
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April 2015National Chess Championship
Participated in LXI Mexican National and International Chess Open Championship, representing Hidalgo. 23º
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January 2012National Chess Champion U12
1st place in U12 category at National Chess Olympiad Qualifiers, Hidalgo State.