2022–2026

Work

Each line is a short account. Open a project for the rest.

2026

H-cGQE: Conditional GQEQuantum
A Hamiltonian-conditioned Transformer that proposes quantum circuits for molecules, trained with quality-diversity RL for GIC 2026.
MVA Rare Disease Hackathon 2026Vision
A genome-to-genotype call for one child in SageBio’s rare-disease hackathon. The organisers’ scorer returned a full match.
CUDA Blackwell LabsSystems
Twenty-two CUDA labs on a DGX Spark, from memory probes to hand-written FP4 tensor-core instructions.
Agentic structure-from-motionSystems
Hard photograph pairs, and an agent that chooses a tool for each one. Gabriele Berton's idea, my implementation, still in progress.
Causal-JEPA reproductionVision
What has to be masked before a model can plan. An independent trace of Causal-JEPA. I did not write the paper.
GOT-JEPA surgical tool trackingVision
Keeping a surgical tool identified as the camera moves. GOT-JEPA on CholecTrack20, separate from the phase paper.
iQuHACK 2026 NVIDIA LABSQuantum
Guide for Team Cubits on NVIDIA’s LABS challenge at iQuHACK 2026.
PCOS edge agentSystems
A local-first router that decides which on-device model, memory store or cloud service answers a request, across Chrome, Android, iOS and a Pixel Watch.
QuantumForgeQuantum
A Rust statevector simulator with a Qiskit bridge, benchmarked against NumPy and Qiskit Aer from 4 to 26 qubits.

Bradford Quantum Hackathon 2025Quantum
Promoter or not, from a DNA sequence. lambeq and Quixer on GRCh38, at Bradford Quantum 2025.
YQuantum 2025 (Yale)Quantum
Quantum Rings virtual-track win at YQuantum 2025, with Alisa Petrusinskaia, on a generalised Shor implementation.
AIMS: Surgical Phase DetectionVision
Whether a model can name the phase of an endoscopic dissection. DINOv2, later an ISBI 2026 paper.
MSc Thesis: Surgical Video PredictionVision
What the next frames of a surgical clip look like. On the JIGSAWS test set, a VAE–Transformer gained 2.36 dB PSNR over the chosen baselines and ran at 22 FPS.
NQCC UK Quantum HackathonQuantum
Participant on the Rolls-Royce hydrogen-on-nickel challenge at the 2025 NQCC UK Quantum Hackathon.
City of London Quantum HackathonQuantum
A market path, and a quantum walk that has to imitate it. Finalist at the City of London hackathon.
Quantum BuddiesQuantum
A home for the hackathon work, with Sid Iliyasu and Dat Chi Le.

Dalton Mills VR ReconstructionSystems
A VR reconstruction of Dalton Mills after the 2022 fire, for the Congruence Engine, built in Unreal Engine 5 with Leeds HELIX XR.
Pothole Detection (arXiv)Vision
Co-author of a YOLOv7 + ESRGAN preprint: 94.7% precision and 82.6% recall on the PNW table.
Multiview diffusion 3DVision
A prompt that becomes something you can walk around. The Space is paused; the loop here is a clay statue.

JAX Diffusers SprintVision
A weekend sprint, and a ControlNet that had to be trained before it ended. Eighth on the 2023 JAX Diffusers leaderboard, by my own record.
AWS AI/ML ScholarSystems
PPO agents in DeepRacer, trained until they could hold a line. Top 15% of the 2022–2023 scholarship league.

Hopfield Networks & TSPVision
An early note I still like: a Hopfield network, a little annealing, and a tour that has to get shorter.

B3tt3r: 3D ReconstructionSystems
Two pictures, and a mesh that has to agree with both. Mast3r and Spann3r, wired together.
CUDA Kernel DevelopmentSystems
A practice log I keep: one CUDA kernel, one question, and the CUDA-Q exercises beside it.
Deep RL & Hugging FaceVision
Doom, a walking ant, and whether the agent has actually learned anything. Course exercises in PPO and DQN.
Gemma-Le: VLA PolicyVision
A small policy that can look, read, and move. Checkpoints from a simulated pick-and-place set are on the Hub.
LGM: 3D Model GenerationVision
One photograph, and a splat you can orbit. A Space around the existing LGM model.
Physics-Informed Neural NetworksSystems
A PDE on the GPU, with the equation sitting inside the loss. Navier–Stokes, Burgers, CUDA and PyTorch.
Qiskit on QubitQuantum
Notebooks I open when I want a circuit in front of me.
Quantum Continuous Thought MachinesQuantum
A circuit that keeps a state between steps, the way a recurrent net does.
Quantum Error CorrectionQuantum
An error the decoder never sees, only the checks it lights. Surface codes in Stim.