Data Science student at PUCRS and researcher at MALTA Lab, Porto Alegre. I work on LLM evaluation and continual learning.
The Role of Contextual Grounding in Geoscience Benchmarks, BRACIS 2026
Self-conditioned prompting on GeoBench: queries get a structured reasoning layer (domain, geological process, difficulty) before the model answers. Evaluated on 4 open-source LLMs. Joint work with Petrobras and UNISINOS.
Paper · Code
Who moved continual learning to LLMs? (2026)
Reproducible bibliometric study on OpenAlex: US industry seeded continual learning for LLMs, China scaled it.
Report · Code · DOI
Neuron-level plasticity for continual learning (ongoing)
Per-neuron functional importance decides which units stay plastic between tasks, plus activation-level competition.
Code
| Project | What it is |
|---|---|
| Pokevault | Pokémon TCG collection tracker that runs in the browser: live prices, 30-day trends, multi-currency totals. Live demo |
| Lightsail-Petrobras | Geoscience agent API that answers questions about sedimentary basins with cited data from a structured GeoDB, built to plug into VR systems or run standalone. MALTA-GEO (PUCRS / Petrobras / UNISINOS). |
Portuguese (native), English (C2), Finnish (B2)