Data Scientist · AI/ML Engineer · Applied Scientist
I build AI you can defend — models grounded in real data and real sources.
Final-year Computer Engineering (Ingeniero Civil Informático) student in Valparaíso, Chile, working across data science, machine learning and applied AI.
I don't just doubt a model's output — I translate that doubt into architecture. I build models (local and analytical), analyze data, and ground systems in real documentation so they don't hallucinate. I'm a full engineer, comfortable shipping software end to end, but my center of gravity is data and models.
What I do best: enter a field I don't yet know, learn it in depth, and ship a finished, deployed system that works inside it — and I know when to kill a project that no longer makes sense.
Currently: final-year capstone (AeroFit) · an independent research line in AI + quantum computing for drug discovery (literature-review stage).
Open to Data Scientist · AI/ML Engineer · Applied Scientist roles — 2026–2027, Chile or abroad.
| Project | What it does | Stack | Links |
|---|---|---|---|
| AeroFit 🔒 | Source-grounded AI that decides whether a pilot is fit to fly — a traceable, cited verdict, not a black box. 0.65 recall on the risk class. | Python · RAG · Ollama · scikit-learn | Case study · Live |
| PharmIQ 🔒 | Pharmacy platform in daily use by a pharmacist: AI shift planning, expiry-controlled inventory and a MINSAL-grounded RAG assistant that cites its sources. | Next.js · RAG · MINSAL | Case study · Live |
| SincroAI 🔒 | A no-code AI assistant that cuts SME admin work by ~40% with Gemini-orchestrated flows. | Next.js · Gemini · No-code | Case study · Live |
| B.L.A.S.T. 🔒 | A YouTube-scraping intelligence engine that mines Starter Story success cases against LATAM pain points to surface validated business ideas. | Python · FastAPI · yt-dlp · Gemini | Case study · Live |
| Medical-Aeronautic RAG Engine | The open dual-engine core (air-gapped RAG + ML) behind AeroFit — recall-tuned over public regulation. | Python · RAG · Ollama · scikit-learn | Repo |
| VR Chemistry Lab (3DLAB) | Immersive Unity 6 / Meta Quest training lab so first-year students practice safely before the real lab. Delivered; ~15 users. | Unity · C# · Meta Quest | Repo |
| GreatSpades | Python pipeline that recolors 8192² voxel-soldier textures while preserving fabric detail — tooling for a voxel game in development. | Python · NumPy · Pillow | Repo |
🔒 = product source is private; shown as a public case study, available on request. More public code — InsightBoard, Command Center, Smart Document Classifier, Food-Health CNN, BMTSP — lives in my pinned repos and starred lists.
Data & ML
AI & LLMs
Backend & Web
Infra & Data
3D & Hardware
Every repository is tagged on four axes, so you can tell at a glance what it is:
| Axis | Topics |
|---|---|
| Category | ai-ml · data-science · research · web-app · tooling · xr-hardware |
| Domain | healthcare · aviation · pharmacy · education · optimization · iot · gamedev |
| Stack | python · rag · llm · fastapi · nextjs · tensorflow · unity · esp32 … |
| Status | status-flagship · status-active · status-complete · status-archived |
Browse by topic, or check my starred lists, where the same projects are grouped into AI & ML, Data & Analytics, Research, Web & Tools and XR & Hardware.
Valparaíso, Chile · Open to work 2026–2027