My journey started early—navigating leadership, negotiation, and project management in student politics at age 14. That early exposure taught me a fundamental lesson: impactful solutions require a tight alignment between business strategy, commercial execution, and solid technology. Today, at 25, backed by an interdisciplinary degree in Science and Economics (UNIFAL-MG), a background in International Relations, and an MBA in Leadership, Innovation & Management 4.0 (PUCRS), I work as a Technology Manager and Software/AI Engineer. I specialize in building complex, scalable, production-ready systems—spanning bare-metal infrastructure, custom LLM pipelines, and full-stack applications. Core Technical Stack & Track Record: AI Engineering & LLMs: Training and fine-tuning Transformer architecture models (from scratch, LoRA, Fine-Tuning). Creator of Tupiniquim-1 (a PT-BR model hosted on Hugging Face), managing end-to-end pipelines from web scraping and synthetic data creation to Faiss vectorization and REST/JWT local inference APIs. Full-Stack Development & Tooling: Creator of open-source frameworks and CLI tools in the Python, React, and Linux ecosystems. Notable projects include Framework (an opinionated framework addressing code invariance and security in AI-assisted development), Platform (a complete OS featuring full UI control for AI Agents, RAG, and telemetry), and Server Management (a server and container monitoring suite). Infrastructure, DevOps & Security: Hands-on experience orchestrating bare-metal clusters and home-labs (Docker Swarm, Traefik, SSH/Python automation), Linux server hardening (Ubuntu/Debian), advanced authentication/security standards (Fernet, Argon2, Cloudflare Tunnels, TOTP), and database/queue management (PostgreSQL, SQLite WAL, Redis, Faiss). Business & Go-To-Market Execution: Proven background founding an agency, building e-commerce solutions, and designing end-to-end sales pipelines (Inbound/Outbound, CRMs, MQL/SQL nurturing, Ads, Growth Hacking, and Programmatic Design). I thrive at the intersection of deep technical implementation and product strategy—building robust, end-to-end systems that drive real-world results.