Experience & evidence.
Computer Engineering at UFPel, FAPERGS research and applied AI projects. Explore the work behind the CV claims.
CV
Education
- BSc in Computer Engineering · 2024 to 2027/2 (expected)
- Universidade Federal de Pelotas (UFPel). Pelotas, RS, Brazil. Focus on quantum computing, fuzzy systems, machine learning and digital hardware.
Research experience
- Undergraduate researcher, PROBIC/FAPERGS fellow · Jan 2025 to present
- Tech&AppliedD-GM / Q-Flex subgroup, UFPel. Research since January 2025 and FAPERGS fellow since February 2026 under Prof. Dr. Renata Hax Sander Reiser. Quantum and fuzzy experiments in Python, Qiskit and PennyLane.
- Volunteer undergraduate researcher · Mar 2025 to Jan 2026
- ViTech, UFPel. Evaluated CNN depth, width and kernel size with PyTorch and TensorFlow; results published at ERAMIA-RS 2025.
Selected projects
- Order Forge ↗ PDF purchase orders to validated EDIFACT, with LLM extraction and human reconciliation.
- Poker Decision Analytics ↗ Analyzing 60,000+ poker hands to measure decision quality, variance and tail risk.
- mnist-neural-network-numpy ↗ A feedforward network with forward pass, backpropagation and gradients written out by hand in NumPy.
Publications
Technical skills
- Languages
- Python, C, Java, C++, VHDL
- Machine learning
- PyTorch, TensorFlow, scikit-learn, NumPy, Pandas
- AI engineering
- Local and API LLM integration, MCP, Agent workflows, Human review
- Harness and context engineering
- Test harnesses, Persistent context, Agent handoffs, Reproducible evaluation
- Quantum computing
- Qiskit, PennyLane, Qiskit Machine Learning
- Backend and tools
- FastAPI, SQLAlchemy, SQLite, Docker, Git
Technical Matrix & Tooling
//01
Applied AI & LLM Workflows
Document extraction, catalog reconciliation, human review and validated exports.
PythonLocal LLMsAPI ModelsMCPFastAPI
//02
Machine Learning & Vision
CNN architecture experiments, model evaluation and neural networks built from first principles.
PyTorchTensorFlowscikit-learnNumPy
//03
Research & Quantum Methods
Quantum-fuzzy inference, circuit simulation and reproducible comparisons.
QiskitPennyLaneFuzzy LogicStatistical Analysis
//04
Harness & Context Engineering
Agent handoffs, persistent context, test suites and documented limits for AI systems.
Agent WorkflowsEvaluationDockerSQLGit
Now
- Building and evaluating AI workflows that combine model output, deterministic validation and human review.
- Researching quantum-fuzzy inference and machine learning at UFPel.
- Developing Flightdeck, an in-progress desktop tool for agent workflows.