Experience

Proof of✦Work✦

A look at the skills I've built and the technical tools I rely on to break down hard problems.

soft

skills

♔

Strategic Logic

When something breaks I don't stop at the symptom — I keep pulling the thread until I find where it actually went wrong. CTFs taught me that the hard way.

♛

Leadership

Somebody has to make the call when a CTF final is falling apart with twenty minutes on the clock. I've gotten comfortable being that person.

☍

Collaboration

I've learned to trust teammates who are better than me at the things I'm not, and to speak up the second I notice something they've missed.

✦

Translation

I can explain a vulnerability to a security engineer and to my mom, and neither conversation loses the point.

∞

Resilience

New tool, new stack, deadline in six hours — I've stopped being precious about doing it "my way" and just learn the thing.

👁

Observation

The bug that matters is usually the one nobody flagged. I've gotten weirdly good at noticing what's just slightly off.

hard

skills

⚔

Penetration Testing

Kali Linux · Privilege Escalation · Burp Suite · Metasploit · Bash · SQLmap

✵

Analysis

Nmap Recon · OSI model · TCP/IP protocols

⚒

Development

Python · C · SQL · HTML · CSS · Javascript

✎

Languages

Spanish (Native) · English (TOEFL IBT: 92 pts) · Swedish (A1)

Turn the Pages to Read the Path

Timeline

✦

The Engineer's
Ledger

Vol. I — Est. 2022

✦
Chapter One2022
✦

What I Learned

That 'this is boring' doesn't mean skip it — the theory I side-eyed freshman year is the stuff I now reach for the most.

Started College

Entered the Faculty of Engineering. The moment curiosity turned into formal discipline. Started building the foundation of logic, algorithms, and structural thinking.

1
✦

iterated, not finished

Chapter Two2024
✦

What I Learned

That security is a mindset before it's a toolset. I learned to ask 'how would I break this' before 'does this work.'

Joined Puma Hat Cybersecurity Team

Selected for the cybersecurity student group of the Faculty of Engineering. Shifted focus from passive learning to active offense. First exposure to real-world CTF dynamics and collaborative hacking.

2
✦

iterated, not finished

Chapter Three2024
✦

What I Learned

That this industry runs on who you actually talk to, not just what you can do. Showing up mattered more than I expected.

Networking events w/ Puma Hat

Attended various cybersecurity networking events and CTFs in Mexico City and Guadalajara. Connected with industry leaders and expanded my understanding of the Mexican cybersecurity landscape.

3
✦

iterated, not finished

Chapter Four2025
✦

What I Learned

That a real client's infrastructure is nothing like a CTF box — you move carefully, document everything, and explain risk in plain language, not just 'critical/high/medium.'

Pentesting internship

Executed my first professional Pentesting Service, validating vulnerabilities for the Sports Study Center at UNAM as part of an agreement with Puma Hat.

4
✦

iterated, not finished

Chapter Five2025
✦

What I Learned

That placing well is about triaging fast, not knowing everything. Half the battle is knowing when to abandon your first idea.

HackMex CTF

Competed and classified in the CTF HackMex finale, landing a 7th place (R00tk1t) nationally.

5
✦

iterated, not finished

Chapter SixJanuary 2026
✦

What I Learned

That being the least experienced person in an unfamiliar system forces better questions than being the most comfortable one.

Student Mobility Program

Accepted into the Pisa university for a winter semester abroad as a part of the student mobility program at my college.

6
✦

iterated, not finished

Chapter SevenJanuary 2026
✦

What I Learned

That a good idea dies fast if you can't explain it in two minutes to someone who isn't technical.

Road to START Mexico City

Top 3 finalist in the START Hackathon Mexico City. We built a platform that automates the scientific Climate Action Roadmap, helping mexican small and medium business.

7
✦

iterated, not finished

Chapter EightJanuary - May 2026
✦

What I Learned

That automating a manual audit process is mostly understanding why humans did it that way first — the scripting part is the easy 20%.

Internal Audit & Information Security Intern - BMV Group

Gained hands-on experience in internal audits and information security practices at the Mexican Stocks Group where I developed various scripts for automating security tasks.

8
✦

iterated, not finished

Chapter NineJune - August 2026
✦

What I Learned

That shipping something people at a real company depend on every day hits different than shipping a personal project.

Software Development Intern - S&P

Worked on various software development projects, focusing on adding features in existing internal tools and creating full report pipelines for business intelligence.

9
✦

iterated, not finished

Chapter Ten

to be written

✎
10
✦

iterated, not finished

Page 1 of 10

Development & Research

Personal Projects

Software Development

Emissia

Start Mexico City Hackathon

Intelligent Roadmap Platform that automates the scientific Climate Action Roadmap, helping Mexican small and medium businesses identify specific changes to turn compliance into profitability.

Visit Website
Software Development

Machine Learning model for fraud detection

Artificial Intelligence

Cleaned and transformed raw financial transaction data, handling missing values and outliers. Conducted EDA to identify trends in fraudulent behavior.

View Repository
Software Development

Masked Language Model for Plank Exercise Correction

Software Design

Developed a Masked Language Model (MLM) in Python to guide users in performing plank exercises correctly, utilizing camera-based detection.

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Hackathon

Savvy

NEXTWAVE Hackathon 2026 — Yuno × Nauta

Built with a team of four. Savvy watches live payment traffic, tells a genuine conversion drop apart from normal noise, and instead of just firing an alert, gathers the evidence and recommends what to investigate first — then reports it to a dashboard and Slack.

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Data Structures

Mexico City Transit Graph

Personal Project

Modeled almost the entire public transportation system of Mexico City — metro, metrobús, and more — as a graph, so a route between any two stations can actually be computed instead of guessed from memory.

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Computer Architecture

Z80 Simulator

Structure & Computer Programming Coursework

Built with two classmates for our computer architecture class — steps through Z80 assembly instruction by instruction and shows what's actually happening in memory and registers as it runs.

View Repository
Artificial Intelligence

AI Battleship

Artificial Intelligence Coursework

Battleship with a graphical interface, built with a classmate for our AI course — you can play against an AI, or set two differently-trained models against each other and pull statistics on which strategy actually wins more.

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Artificial Intelligence

Rubik's Cube Solver

Artificial Intelligence Coursework

Third lab for our AI course — search algorithms applied to solving a scrambled Rubik's cube. Group project, splitting the state representation and the search logic between the three of us.

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