Portfolio · MMXXVI

Computer Scientist · Engineer · Builder

EnriqueAyala.

Building intelligent systems at the intersection of agriculture, security, and machine learning. Currently CTO & co-founder at Neural Harvest, finishing CS at Tec de Monterrey.

Pursuits

  • — Distributed back-end systems
  • — Applied ML & agentic systems
  • — Cybersecurity research
  • — Mathematics for ML
Index ↓

01 / Selected Work

A small archive of things built
with care.

Hackathons, startup work, research. Each one taught me something about systems, people, or both. Click any row to read more.

  • Five Claude-powered specialist agents (Nutrition, Environment, Crisis, Planner, Vision) orchestrating crop allocation to feed four astronauts for 450 sols. Real-time digital twin, MCP-grounded reasoning, serverless on AWS.

    PythonReactFastAPIAWS BedrockClaudeDynamoDBOpenCV
  • LangGraph agent on Gemini 2.5 Flash with progressive multi-turn filtering, semantic skill matching, bidirectional culture-fit scoring, and WhatsApp-first outreach via Twilio.

    PythonNext.jsTypeScriptFlaskGeminiLangGraphSupabaseTwilio
  • A coordinated swarm of 10 specialist AI agents scanning web applications for vulnerabilities — Spider, SQLi/XSS fuzzers, Red Team agent on Playwright, and a Gemini analysis engine.

    PythonNext.jsFlaskGeminiPlaywrightSupabaseasyncio
  • Enterprise academic enrollment system with prerequisite validation, GA-driven schedule generation, multi-role auth and a coordinator dashboard. Reduced manual processing by 80%.

    Next.jsTypeScriptPostgreSQLNode.jsGenetic AlgorithmOAuth2
  • Predicts bloom timing using satellite data and ecological feature engineering — NDVI, GDD, soil moisture. GeoJSON pipelines and globe visualization.

    PythonFlaskscikit-learnGoogle Earth Enginepandas
  • Identifies seismic events from InSight Lander data through cleansing, non-seismic signal elimination, and energy optimization. 2nd place at the NASA Space Apps Challenge.

    PythonMachine LearningSignal Processing
  • Phylogenetic tree construction, statistical modeling with bootstrap validation, and evolutionary distance calculations across 10+ viral variants at >95% confidence.

    RBioconductorBiostringsggplot2
  • Object-oriented C++ password generator. Strategy + Template Method patterns, polymorphism, and memory-safe RAII throughout.

    C++OOPCryptographyRAII

02 / About

I write software the way
someone else might write a letter.

Enrique Ayala
Pl. ɪ — Enrique Ayala, 2026Querétaro · MX

Profile

I'm a Computer Science student at Tecnológico de Monterrey. Most days that means writing back-end systems, training models, and trying to keep the messy parts of the world — agriculture, security, education — a little more legible to the people who depend on them.

I co-founded Neural Harvest in early 2025. We build AI for growers. I lead the engineering — from the data pipelines under the hood to the agentic systems that turn satellite, sensor, and human input into decisions a farmer can actually use.

On the side I research applied cybersecurity and the math underneath modern ML. I hold an Academic Talent Scholarship and have completed specialized programs in both areas. I prefer rigorous code, plain prose, and ideas that survive contact with reality.

“Build small things that matter, and bigger things will follow.”

96.35/100
GPA
3+yrs
Coding
8+
Projects shipped
2nd
NASA Space Apps

03 / Practice

Where I've worked,
and the tools I reach for.

Roles

  1. May 2026 — Present

    Remote

    Jr. Software Developer (AI)  ·  Globalli

    • Building AI-powered features and integrations as part of the core engineering team
    • Currently shipping Agentic Payroll, an agent-driven layer that automates payroll review, anomaly detection, and compliance workflows
    PythonTypeScriptLangGraphLLM Agents
  2. May 2026 — Present

    Remote

    Data Scientist  ·  Satellites on Fire — Climate Tech Startup

    • Designing and building an impact-quantification pipeline per detected wildfire incident, modeling hectares saved, CO₂ emissions avoided, suppression costs prevented, and protected infrastructure and biodiversity
    • Defining the counterfactual baseline methodology (what would have occurred without early detection) by cross-referencing historical FIRMS data, final fire perimeters, and team fire-spread models
    • Integrating multi-source emissions quantification (GFED, Copernicus CAMS, per-biome emission factors) for scientifically grounded impact reporting
    • Translating impact metrics into actionable client outputs, dashboards, periodic reports, and data exports, in close collaboration with the product team
    PythonGeospatialFIRMSCopernicus CAMSGFEDpandas
  3. Feb 2025 — Present

    Querétaro, MX

    CTO & Co-founder  ·  Neural Harvest

    • Lead technical strategy and engineering for AI-powered agricultural products
    • Architect scalable ML infrastructure across data, training, and serving
    • Manage a small team of engineers and data scientists
    PythonNext.jsPostgreSQLAWSTensorFlowLangGraph
  4. Mar 2024 — May 2025

    Querétaro, MX

    Back-End Developer  ·  CEAMS — Digital Solutions

    • Built and maintained back-end infrastructure on Node.js and MySQL
    • Optimized server-side operations to reduce page load times
    • Collaborated on SEO improvements and front-end integration
    Node.jsExpressMySQLWordPress

Stack

The tools I work with most — across languages, frameworks, infrastructure, and the daily practice of shipping.

Languages
Python·TypeScript·JavaScript·C / C++·SQL·R·MATLAB·HTML/CSS
Frameworks
Next.js·React·Node.js·Express·Flask·FastAPI·TensorFlow·scikit-learn
Infra
AWS·Google Cloud·Docker·PostgreSQL·Supabase·Firebase·Prisma·GraphQL
Practice
LangGraph·Playwright·Google Earth Engine·Pandas·NumPy·Git·OAuth2·asyncio

04 / Contact

Let's build something
worth remembering.

Quietly available for collaborations, research, and serious side projects. I read every message.

Directory

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