I build things across the stack — from embedded systems and IoT devices to distributed backends and ML pipelines. Currently working as SRE @ Flutter Brazil, but my background spans the full spectrum of software engineering.

I care about systems that scale, code that's easy to delete, and solving real problems with the right tool — whether that's Kubernetes, a neural network, or a microcontroller.

Former researcher at Insight Lab (UFC). Worked on Machine Learning, GANs, Edge Computing, and MLOps. Published work on ResearchGate.

• 🔄 LoopForge — Autonomous coding loops CLI. Orchestrate AI agents in iterative, PRD-driven development.
• 🏠 Homelab — Production-grade GitOps homelab with Proxmox, Talos, Kubernetes, and Terraform.

Systems & Backend   │  Go · Python · Ruby · TypeScript · C/C++
ML & Data           │  PyTorch · TensorFlow · Pandas · MLOps
IoT & Embedded      │  ESP32 · Microcontrollers · MQTT · Edge Computing
Infrastructure      │  Kubernetes · Terraform · AWS · GCP · ArgoCD
Observability       │  Prometheus · Grafana · OpenTelemetry

LLM Agents • Distributed Systems • System Architecture • AI/ML • IoT • Music Production

I write about software engineering, infrastructure, and architecture at mmonteiro.dev