Work
Things I've built, broken, and shipped.
Flagship
AI Data Science Platform →
2024 — 2025Solo-built platform with 8+ AI agents that coordinate across the full data science pipeline. Humans in the loop at every decision point. Live with data scientists at Bosch and Fetch.ai.
AI for Fetal Heart Ultrasound ↗
Oct 2025 — Jun 2026MEng thesis. MobileUNet for real-time fetal heart segmentation, AutoFHR for heart rate estimation, L-FUSION for probe navigation. Targeting portable devices for low-resource settings.
Pintos OS & WACC Compiler →
2023 — 2024Operating system and compiler, both from scratch. Best in cohort of 230 at Imperial. 95% mark.
Emotional Text-to-Speech →
Winter 2024/25Fine-tuned open-source TTS to express emotion. Compiled an emotional audio dataset with 2,000+ HuggingFace downloads.
GPT from Scratch
Summer 2024Transformer language model built from scratch, following Karpathy's NanoGPT. Multi-head self-attention, BPE tokenizer, training and inference.
MEGA: Multilingual LLM Evaluation ↗
Autumn 2024Research paper evaluating LLMs across 70+ languages. Identified data contamination issues in benchmarks and evaluated compression parity as a fairer metric.
Notable
FetchFund ↗
Spring 2025Automated crypto trading engine on Fetch.ai's uAgents framework. Multi-agent system for market analysis, signal generation, and trade execution.
Statistical Arbitrage Framework
Fall 2024Pairs trading system. Cointegration, Kalman filters, mean-reversion signals.
Optiver Trading Academy
Sep — Nov 2023Options market-making algorithm. 3rd out of 100, awarded by the head of Optiver's London office.
Morgan Stanley Arbitrage Challenge
Winter 20251st place across manual trading and quantitative reasoning rounds.
NLP — Top Submission at Imperial
Winter 2026Top submission in Imperial's NLP coursework. AI platform + human beat all students; platform alone didn't beat careful manual work.
CUDA Kernel Optimization
Autumn 20255th fastest CUDA kernel in the cohort at Imperial.
Wintermute Crypto CTF ↗
2026Self-taught Zero Knowledge Proofs and elliptic curve cryptography to compete and win.
Other
Captained Imperial College London cricket team in BUCS.
Head of Data. Hosted Hugging Face CEO Thomas Wolf and Peter Steinberger. Now run by juniors.
Department of Computing Society at Imperial. Organised IC Hack, the UK's largest student-run hackathon.