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Peak productivity hours. Let's talk.
Building tools that optimize decisions.
Full-Stack Developer • Machine Learner • Houston, TX
What I Do
Options, not decisions.
Optimization Algorithms
Linear programming and constraint solving to find mathematically optimal solutions to real problems.
Machine Learner
From tree models to fine tuning LLMs. Understanding why models work is my thing, not just that they work.
Full Stack Dev
Next.js, FastAPI, PostgreSQL. Learning to build complete systems from database to deployment.
Data Pipelines
Web scraping, API integration, real-time data processing. Getting the data that matters.
LIVE STATS
Always building.
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WPM
MonkeyType 60s
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Day Streak
GitHub
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Contributions
This Year
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Accuracy
Best Test
♪ spotify: offline
THE PROGRESSION
Each project builds on the last.
NEXT
Personal AI System
Orchestrating multiple models for personal workflows
FLAGSHIP PROJECT
Cuenta. Grocery Intelligence.
Optimizes grocery shopping for protein efficiency within budget constraints.
LP
Linear Programming
PuLP optimization engine
100+
Products Tracked
Real Houston store data
99%
Budget Efficiency
Optimal utilization
80+
Houston Stores
Kroger, HEB, Target, Aldi
* * * * * * * *
CUENTA
GROCERY INTELLIGENCE
THE DATA IS YOURS
the decision should be too
THE JOURNEY
From Research to Reality.
It started with a research paper. It transitioned into a passion. After years of studying different paths, 2025 showed me no matter how much I try, the only person who's in control of my fate is myself. Now all that's left to do is create.
FullCircle was the testing ground. A Spotify recommendation engine. Originally I considered RandomForest, but XGBoost did a couple things better— the heavy lifting. The model worked. More importantly, I understood why.
SSMLA is the next logical step. Not just using libraries, but hands-on learning. Phi-3 first, lighter and forgiving with a large support system. A developmental "shot in the dark", and at the moment still in the building phase.
The endgame? My own multi-agent system (MAS). SSMLA is the stepping stone, just as every other project has been to date.
[1]
Tree Models
[2]
XGBoost
[3]
Single Model
[4]
Multi Agent
FOR MY PEOPLE
Skills mean nothing without impact.
Building for my communities at UH. Real users, real problems, real accountability.
HISPANIC BUSINESS STUDENT ASSOCIATION
ALPFA Points->
Gamified member engagement system with racing-themed familia competition. Because tracking points in a spreadsheet wasn't cutting it.
"La familia siempre gana"
IEEE @ UNIVERSITY OF HOUSTON
Inventory System
ML-powered tracking system for 500+ electronic components. Predicting hardware needs before they become shortages.
Extending SSMLA's prediction capabilities to real inventory data
Both projects will serve 1000+ students at University of Houston
LET'S TALK
Ready to connect?
Available for technical discussions, project walkthroughs, or just to chat.
Available this month
* live from MonkeyType