RESEARCH & ENGINEERING / SELECTED WORK
Built to understand.
A collection of things I've implemented, tested and learned from. Open a project for the reasoning, methods and results behind it.
Browse the overview. Read the details when something catches your interest.
Selected work
Kimi K3 from Scratch
A 295M-parameter hybrid language model rebuilt in PyTorch and pretrained on 6B tokens.
Uncensoring LLMs with Abliteration
A training-free intervention on Llama 3 8B to study how refusal behavior is represented.
Graph Neural Networks for Retrieval
Exploring entity- and path-based retrieval over knowledge graphs extracted from privacy policies.
Explainable AI for Clinical Decision Support
A diabetes-readmission research prototype combining sequence prediction, SHAP and retrieved clinical context.
Aspect-Based Sentiment Analysis with LLMs
Comparing four ways to extract aspect-specific sentiment from English and Spanish restaurant reviews.
Hackathons & awards
Different problems, short deadlines, and a team figuring out what matters most.
IpurdIAr · Soccer GPT
An award-winning football analysis agent combining tracking data, inferred events and live commentary.
Purchase Intent Prediction
A winning team challenge predicting seven-day in-app spending from advertising and behavioral features.
Medulloblastoma Continuum Modeling
A winning team exploration of continuous G3/G4 scores from gene-expression data.