ShippingAIproducts end-to-end.
Machine Learning & AI Engineer based in Córdoba, Argentina. I design, train and deploy production-grade ML systems and full-stack AI products — from data pipelines to LLM-driven applications.
Engineering measurable AI outcomes.
I'm Dylan, a self-taught ML & AI Engineer with 4+ years building production software across SaaS, FoodTech, IoT and CRM automation.
Today I focus on end-to-end AI delivery: data preprocessing, model training, LLM orchestration with Claude / Ollama, and shipping the whole stack with Next.js + Supabase + FastAPI.
Co-founder of Alimó (Climathon 2024 winner) and active ML practitioner — most recent work: a credit-default classification pipeline (AUC > 0.7) and a local-first macOS voice assistant powered by Whisper + Claude.
Projects
Recent projects across ML, local-first AI, IoT and applied LLM systems.
Home Credit Default Risk
Binary classification ML pipeline · AUC > 0.70
End-to-end ML pipeline for credit-default prediction: EDA, feature engineering with OrdinalEncoder + OneHotEncoder, median imputation, MinMax scaling, model selection across LogisticRegression, RandomForest and RandomizedSearchCV-tuned ensembles.
Elena Voice Assistant
Local-first AI voice app for macOS
Native macOS voice assistant (Elena.app, /Applications) combining faster-whisper STT, edge-tts neural TTS and Claude as the reasoning engine — fully hands-free with hotkey + wake word. Cyberpunk pywebview GUI with animated emotional states.
3DBox
Local AI agent for parametric 3D design & printing
Tauri 2 desktop app where a local LLM agent (Ollama + Qwen2.5-Coder 7B Q4) edits build123d Python code (not mesh) to generate, slice and 3D-print products end-to-end. R3F viewport, CodeMirror Python editor, OrcaSlicer CLI and Moonraker for direct printer control.
Leaf — Smart Planters
IoT smart planters with AI plant-diagnosis app
IoT smart-planter brand combining 3D-printed hardware (ESP32-C3 + soil/water/pump sensors) with a React Native app and an AI plant-diagnosis engine (computer vision + LLM reasoning). Drove product strategy: tiered pricing, break-even modeling, 6-phase roadmap toward an October-2026 public drop.
Preselector AI
AI applicant-screening MVP
v1 of an AI-driven applicant-preselection MVP for the i-Teams Córdoba program (Global Shapers), using FastAPI + Next.js to triage candidates against custom criteria. Led the strategic decision to rebuild as v2 with a reusable profile model.
Experience
From frontend studios to leading product engineering and ML deliveries.
Software Engineer & ML Developer @ Scalo
Feb 2026 — PresentContract · Multi-client
Digital agency delivering vertical SaaS and CRM automation for SMBs in healthcare, real estate and odontology.
- Designed a Python pipeline scraping a 5,000-row weekly dental-treatment report and syncing it into GoHighLevel — synced 158 contacts with 0 errors on first run.
- Built Tenacy (multi-tenant real-estate SaaS) with Supabase Auth, RLS-secured CRUD over 12 entities and 40+ React Query hooks.
- Led WhatsApp Business integration for OdontologIA (dental SaaS, ~75% MVP) using Meta Cloud API + Drizzle ORM + webhooks.
- Operated a 27-week × 250-leads outreach campaign for OSDE health-insurance recovery with idempotent Python scripts.
StackPythonPlaywrightNext.js 16React 19TypeScriptSupabaseDrizzle ORMPostgreSQLGoHighLevelCo-Founder & CTO @ Alimó
Jun 2024 — PresentClimathon 2024 winner
Web marketplace reducing food waste in foodservice — connects restaurants and bakeries with conscious users seeking surpluses.
- Led product development from zero, defining the technical roadmap for a B2B/B2C marketplace.
- Owned DevOps on Vercel + Hostinger VPS, performance optimization and Git/GitFlow strategy.
- Coordinated commercial proposals and partnerships with charitable foundations.
StackNext.jsReact NativeExpoSupabaseStrapi CMSMongoDB AtlasVercelCo-Founder & Full-Stack Developer @ Devink
Aug 2023 — May 2024Software agency
Custom development agency co-founded with fellow developers — mobile and web platforms for SMB clients across multiple verticals.
- Co-led the agency end-to-end: client relationships and full-cycle development.
- Delivered custom React Native and Next.js apps with architecture, deployment and post-launch support.
- Defined the technical proposal, scoping and pricing process used across engagements.
StackReactNext.jsReact NativeNode.jsPostgreSQLFirebaseTypeScriptFull-Stack Developer @ Hashi
Dec 2021 — May 2024EdTech for fintechs
Educational platform for fintechs, building digital learning tools for the financial industry.
- Built end-to-end solutions with Next.js, Strapi CMS, Supabase, MongoDB Atlas and React Native + Expo.
- Mentored team members through daily code reviews — raised code quality and onboarding velocity.
- Translated fintech-domain requirements into technical specs and shippable features.
StackNext.jsReact NativeExpoStrapi CMSSupabaseMongoDB AtlasFrontend Developer @ Nezzed
Dec 2021 — Feb 2022FoodTech studio
Software studio where I contributed to FodApp — a gastronomic product for online food orders.
- Integrated new tools and refactored legacy code to unblock new features.
- Implemented new functionalities for FodApp working closely with product.
StackReactJavaScriptTypeScriptTailwind CSS
Tech I work with
Categorized by where they shine. I pick boring tech where it's right and modern where it pays off.
- Python
- scikit-learn
- Pandas
- NumPy
- Whisper
- Edge-TTS
- Ollama
- Claude API
- OpenAI API
- Computer Vision
- Next.js (App Router)
- React 19
- TypeScript
- Tailwind CSS
- shadcn/ui
- Framer Motion
- React Query
- Zod
- React Native
- Expo
- EAS
- App Store / Play Store
- PostgreSQL
- Supabase
- MongoDB
- Drizzle ORM
- FastAPI
- Strapi CMS
- Firebase
- Docker
- Vercel
- Hostinger VPS
- GitHub Actions
- Git
- GitFlow
- Playwright
- Tauri 2
- build123d
- Three.js
- React Three Fiber
- ESP32-C3
Achievements
Climathon 2024 — Winner
Sustainable Food category, with the Alimó project reducing food waste in foodservice.
Business Pre-Incubation Program
Municipality of Córdoba — marketing, sales and management for entrepreneurship.
Blog
Notes on ML systems, local-first AI and the craft of shipping software.
Let's build something useful.
Open to ML / AI Engineer roles and selected freelance work. Reach out — I respond fast.