Work

Selected work

Everything here is public on GitHub. Ontora, my capstone at Sorsix, comes first. Coursework, forks and tutorial follow-alongs are left out.

Ontora's dashboard: records received, awaiting review and approved, accuracy against hidden ground truth per confidence band, and what the mapping memory has learned.

Sorsix capstone · clinical data2026

Ontora

FHIR-native terminology mapping for laboratory data. The same fasting-glucose test is GLUC at one lab and L-002 at another; Ontora maps local codes to LOINC, checks every candidate against a real FHIR terminology server, and publishes a confidence score measured against hidden ground truth.

96.5%top-1 precision in the HIGH band
17.6%calibration error, published
250tests in three languages
KotlinSpring Boot 4Angular 22 Python · FastAPIKafkaHAPI FHIRPostgreSQL
Read the write-up Code on GitHub
RecipeKG's knowledge-graph view: recipes, ingredients, nutrients and categories linked as a graph.

Full-stack · AI agents2026

RecipeKG Nutrition Planner

A nutrition planner that reasons over a recipe knowledge graph instead of a free-form prompt. A medical agent turns allergies, diseases and goals into hard constraints, a food-scientist agent pulls safe candidates from the GraphDB graph, and a planner balances the macros. Every plan is shown next to a plain Gemini call, and the user votes on which is better.

Java 21Spring Boot 4GraphDB Google GenAIPostgreSQLReact

Research code2026

Bitcoin Multi-Agent Intelligence

The implementation behind my ICT Innovations paper: four agents in a LangGraph state graph, with mock fallbacks so the whole pipeline runs without live API keys.

PythonLangGraph PyTorchFinBERTLightGBM
The paper

RAG · full-stack2026

AI Document Analyzer

Upload a document, then question it. Files are chunked and embedded into Postgres vector storage; a question retrieves only the relevant chunks, and each user’s files stay isolated from everyone else’s.

Next.jsRAGExpress SupabasepgvectorGemini

ML infrastructure2026

Federated Learning Platform

Training one shared model across clients that never hand over their raw data. A FastAPI control plane runs the PyTorch rounds and a React dashboard charts them. The deployment path goes past Docker Compose to Kubernetes manifests and a CI pipeline.

FastAPIPyTorchMongoDB ReactKubernetesGitHub Actions

Computer vision · web2025

Waste Management App

Photograph waste, have it classified, and pin the report to a map, so collection can be dispatched against evidence. Image classification fills in the waste type and an estimated amount automatically.

Next.js 14TypeScriptDrizzle ORM PostgreSQLWeb3Auth

Health · mobile2026

MyWell

A wellbeing app for 11-to-15-year-olds, designed around the school stress, social anxiety and digital overload that HBSC survey data documents for that age group. Daily check-ins, screen-free challenges, and a peer space that is moderated by design.

React NativeSupabase PostgreSQLOpenAI