About

Hi, I'm Marcio! I'm a Brazilian Software and Machine Learning Engineer currently conducting full-time explorations on agentic AI and self-learning orchestration through Aya Tecnologia.

Before that, I was a Senior Software Engineer at ReclameAQUI handling 21M monthly active users, where I also work as a ML Engineer and built an audit system with 92% accuracy.

I’m usually tinkering with projects across AI, game development, and technical education. I previously made it to the Y Combinator finals with Wanna Migrate — living in Chile for two months and scaling the platform to 15k users—and created Maranhão Encantado, a game recognized by Embratur’s Brasil tá pra Game. I also love teaching computer science fundamentals, having mentored over 40 engineers in data structures and algorithms for Big Tech interviews.

Growing up in Maranhão, I was always driven by a deeply curious mind. During my Computer Science degree at UFMA, I earned an ITU IPTV honorable mention for ChessNCL and broke a longstanding university "voodoo" by leading the first team from UFMA to reach the ACM ICPC national finals twice.

I don't view life as a 9-to-5. Outside of engineering, you’ll usually find me surfing, hanging out with friends, traveling to disconnect, or immersing myself in everything samba—most recently learning to play the pandeiro and dance Samba de Gafieira. I'm deeply passionate about philosophy, reading, and life reflection, always seeking new knowledge to feed the flame of my curiosity.

Languages

  • Python
  • Java
  • SQL
  • JavaScript
  • C#

Machine Learning

  • PyTorch
  • Scikit-learn
  • Pandas
  • NumPy
  • matplotlib
  • seaborn

Infrastructure & Frameworks

  • Google Cloud
  • Kubernetes
  • Spring Boot
  • FastAPI
  • Next.js
  • Git
  • Unity3d

Architecture

  • Distributed Systems
  • Microservices
  • ACM ICPC National Finalist Association for Computing Machinery International Collegiate Programming Contest 2010, 2011
  • Embratur (Brazilian Tourist Board) Award "Maranhão Encantado", recognized for promoting Brazilian culture 2024
  • ITU IPTV Application Challenge ChessNCL, Honorable Mention 2011
  • B.Sc. Computer Science Federal University of Maranhão 2012

A few things I care about — tap any to read the note.

  • Startups

    I can't resist the beginning of things — I spin up prototypes out of pure curiosity, mostly to validate an idea I'm turning over in my head. My drive is full of them: games like Dragon Scape, Quadra Monsters and Old West Tactics, web experiments like Wanna Migrate and GymGuardian, AI tools like BillBot and Undocking. I build them to prove the thinking works; what they usually lack isn't the code, it's a commercial reason to keep going.

  • Software Engineering

    It still amazes me that I get to pay the bills building things that only ever existed in my head. Chasing how a system scales for millions pulls me all the way down to first principles — what a bit is, how it lives in memory, how a CPU chews through it, how it crosses the network to reach someone. That whole stack, trade-offs and all, is a craft I never get tired of.

  • AI

    I fell for AI in a university classroom: a friend and I built a tiny fighting game — he did the graphics, I wrote the Q-learning — and ran it live in front of the class. Watching the agent teach itself that a low punch was the winning move for our setup was pure magic. I’ve been hooked on machines that learn on their own — and on optimizing things — ever since, now full-time through Aya.

  • Self-Learning

    My “to-learn” list is endless and only ever grows, and the way I actually learn is by building. I keep circling back to the classics and the great minds who came before — Stoic philosophy, Charlie Munger’s mental models — as a compass for thinking clearly and living an ethical, virtuous life in a world full of noise.

  • Self-Reflection & Philosophy

    Stepping back is the only way I know to get better at the things that matter most, like relationships. I practice it concretely — therapy, journaling, meditation, long honest conversations — and I think it should be a public priority: it almost feels wrong that someone can go through a whole life without ever seeing a psychotherapist.

  • Physics

    I'm an enthusiast with no formal training, pulled along by a genuine need to understand how the world actually works — what's out there in the universe, and the older question underneath it: what existence even is, and why we're here at all. Relativity, cosmology, quantum foundations, the whole timeline of breakthroughs — I follow it for the wonder, not the credentials.

  • Healthspan

    I want to grow old with vitality, and I care just as much about quality of life right now. In practice that’s a clean, light, gluten-free diet built around longevity — I haven’t eaten red meat, chicken or pork in over eight years — plus staying in motion, mostly by surfing.

  • Being in the water

    The ocean is my church: everyone quietly facing the same direction, and on a flat day, sitting in a silence that feels like meditation. Maybe it’s in my blood — “sea” is mar in Portuguese, and I carry it in my name: Márcio starts with mar. I’ll be forever chasing that Endless Summer lifestyle, cold early mornings and all.

  • Music

    There’s samba at the heart of it — the pandeiro, the roda, and lately dancing Samba de Gafieira. I’ve always played a bit of everything, and honestly the music never really stops around me.

  • Art

    I have a bit of a da Vinci obsession: I believe every excellent piece of work lives at the intersection of art and science. I’m moved by beauty wherever it shows up — a painting, a game, a live spectacle — especially the sensibility an artist leaves in the details, the part that isn’t said out loud but still touches you. That, to me, is the whole reason it’s called art.

Interested in working together or just want to say hello? I'd love to hear from you.