Software Engineer @ Gauss Control · Complex Systems PhD Student @ Universidad Adolfo Ibáñez 🇨🇱
Data Scientist & Research Engineer working on complex systems, reinforcement learning, and multi-agent systems (swarms) — and the architectural path toward AGI. I build AI for the mining industry, and in research I engineer large-scale knowledge & signed graphs from unstructured data.
- Chilean Political Signed Networks (2014–2026) — 480k articles → 442k actors → 2.5M signed edges. NER→ER→RE pipeline, validated with community detection & 92% structural balance. → 🤗 datasets
- text2graph-evolve — evolutionary optimization of LLM extractors for text-to-signed-graph (precision-first).
PhD, Complex Systems Engineering @ UAI · Research Assistant @ Instituto Milenio Fundamentos de los Datos (graph engineering, knowledge graphs, multimodal AI) · TA in Machine Learning, Network Science & Econometrics.
