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velrino/readme.md

Hey, I'm Denis Magalhães 👋

Founding Engineer @ Cograder

🌐 Portfolio · LinkedIn · GitHub · Medium


🚀 AdaptaMidia — AI-Powered Out-of-Home Advertising

3rd Place — ADAPTA AI Challenge Hackathon 2025

🥉 3rd Place · ADAPTA AI Challenge Hackathon
São Paulo · August 2025 · R$ 100.000 prize · Top 3 of 6,000+ startups
🌐 adaptamidia.com

AdaptaMidia is an AI-powered platform for Out-of-Home (OOH) advertising — combining Computer Vision and LLMs to turn traditional outdoor media into a measurable, data-driven channel.

What it does

  • 👁️ Real-time audience analytics — computer vision detects quantity, age range, gender and emotional response (LGPD-compliant, privacy-first)
  • 📊 Measurable ROI — campaign analytics and performance metrics instead of estimates
  • 🤖 Automatic campaign optimization — AI adjusts creative by location, time window and audience profile
  • 🗺️ Actionable insights — peak hours, attention maps, location-specific performance

Who it serves

  • 🏢 Establishments (malls, elevators, restaurants) — monetize spaces with 30–50% revenue share
  • 📣 Advertisers — data-driven campaign management with real-time optimization
  • 💼 Investors — validated tech in an R$ 8B Brazilian market

My role — built solo, end-to-end

I designed, built and shipped the entire product by myself:

  • 🎨 Frontend — React + TypeScript dashboard and display surfaces
  • ⚙️ Backend — Node.js / NestJS APIs and services
  • 🧠 AI / Computer Vision — detection, demographic inference and attention tracking
  • ☁️ Infrastructure — deployed on Google Cloud with CI/CD
  • 🗄️ DataMongoDB powering insights and dashboards

Sponsorships & Credits

  • ☁️ Google CloudUS$ 2,000 in cloud credits
  • 🍃 MongoDB for Startups — database credits & startup benefits
  • 🟢 NVIDIA Inception (for Startups) — GPU credits & partner program access

Traction

  • 🏆 Finalist at Adapta Summit 2025 — top 3 out of 6,000+ startups
  • 🤝 Strategic partnerships (BitCoffee + technology providers)
  • 📺 Running installations in premium commercial elevators
  • ⚡ Enterprise-grade infrastructure — 99.9% uptime

🎬 Videos

1. Me testing the AI — real-time detection
That's me in front of the camera: the model picks me up live, tracks attention and reads emotional response in real time.

demo.mp4

2. In-elevator deployment — counting & demographics
AdaptaMidia running inside a commercial elevator: detecting and counting people, and inferring gender and average age range per passenger group.

case_1.mp4

3. Detection model — bounding boxes in action
Example of the computer vision pipeline: the AI draws bounding boxes around each person detected by the underlying CV models.

feature_people_detected.mp4

4. Dashboard — generated insights
Insights being produced from the captured data: audience breakdowns, peak hours and attention maps feeding the analytics dashboard.

feature_insights.mp4

🧠 AI & LLM

I'm passionate about pushing the boundaries of what's possible with AI. Currently building AI-powered features at Cograder using LLMs, Fine-Tuning, and MCP (Model Context Protocol).

What I work with:
LLM · Fine-Tuning · Model Context Protocol (MCP) · OpenAI APIs (ChatGPT, DALL-E, Whisper) · Computer Vision · OCR · Leonardo AI API · Prompt Engineering

LangChain TensorFlow Jupyter


🚀 What I Do

Full-Stack Engineer with 12+ years of experience (since 2014) building scalable products from scratch. I've gone from intern to CTO, shipping products used by millions of users across banking, fintech, VPN, and edtech.

Currently: Founding Engineer at Cograder — building the product from zero with Node.js, Firebase, React & AI.

Previously:

  • CTO / Tech Lead at GoatVPN — built the entire platform and hired the engineering team
  • Tech Lead at Itaú BBA — led authentication & security squad at Latin America's largest investment bank
  • Tech Lead at GO-K Digital (Grafeno Digital) — led the Credit Emission fintech project
  • FIC Engineer at Trustly — payment gateway integrations across North America & Europe
  • Software Engineer at Itaú Unibanco — mobile banking apps for millions of users
  • Software Engineer at Accenture — enterprise solutions for Porto Seguro

🛠️ Tech Stack

Languages

TypeScript JavaScript Java Python Go PHP Dart Kotlin Swift Bash

Backend

NestJS Node.js Express Fastify Spring Boot Spring Laravel FastAPI Flask REST GraphQL SOAP gRPC WebSocket Swagger

Frontend

React Next.js Angular HTML CSS Sass Tailwind CSS Bootstrap shadcn/ui Material UI Redux React Query Vite Webpack Bun

Mobile

React Native Expo Flutter Android iOS

Databases & ORMs

PostgreSQL MongoDB MySQL MariaDB SQLite Redis ElasticSearch Firebase Supabase Prisma

Cloud & DevOps

AWS GCP Azure Digital Ocean Docker Kubernetes Terraform Jenkins CI/CD Nginx

Messaging & Integrations

RabbitMQ Kafka

Also: Stripe · Pusher · Twilio (SMS/WhatsApp) · SendGrid · Slack API · Cloudinary

Monitoring & Observability

Grafana Prometheus Loki

Also: New Relic · DataDog

Testing

Jest Cypress Playwright JUnit pytest Selenium

Tools

Git GitHub GitLab Bitbucket VS Code IntelliJ WebStorm Postman Jira SonarQube Figma


🎤 Talks

  • ChatGPT in WhatsApp — Integrating ChatGPT into WhatsApp using Facebook's official API with NestJS
    📄 View Presentation

🏆 Trophies

velrino


📊 GitHub Stats


velrino velrino velrino @velrino

🇧🇷 São Paulo, Brazil · Open to relocate 🌍

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