01/WORK
Work
Projects ordered by signal, not chronology. Each entry states the problem, the technical approach, and the outcome where one is documented.
6 projects
Quant
Sep 2026 – Present
C++ Limit Order Book with Latency Instrumentation
A matching engine that treats latency as a measured quantity rather than an assumption.
- C++17
- CMake
- Market Microstructure
- Latency Analysis
Research
Jan 2026 – Mar 2026
Empirical Study of RoA Penalty Functions in NeuralLyapunov.jl
A controlled study of how region-of-attraction penalties shape stability certificates learned by physics-informed networks.
- Julia
- NeuralLyapunov.jl
- NeuralPDE.jl
- Lux.jl
- ModelingToolkit.jl
ML
Aug 2025 – Dec 2025
Federated Whisper Aggregation Pipeline
Fine-tuning a production speech model across decentralised datasets without moving any data.
- Python
- Flower
- PyTorch
- HuggingFace
- Whisper
ML
Apr 2025 – Jun 2025
MoE Compression of LLM Weights
Post-training compression of Mixture-of-Experts checkpoints, benchmarked for semantic drift rather than size alone.
- PyTorch
- Quantization
- SVD
- Model Compression
Quant
Nov 2024 – Jan 2025
Portfolio Optimization Engine
A multi-asset risk and simulation engine built to production shape, not notebook shape.
- Python
- NumPy
- Monte Carlo
- pytest
- Tkinter
Systems
Jun 2026 – Jul 2026
Infrastructure Automation with Ansible
Turning a manually provisioned high-availability stack into repeatable infrastructure as code.
- Ansible
- Python
- Infrastructure as Code
- High Availability