Experience
Industry
[April 2025]
Cofounder and CTO @ Null Labs
leveraging computable physics to train autonomous systems.
[October 2024]
Technical Staff @ Stealth DeepMind Spinout
hire number 2 at a stealth mode deepmind spinout working on automating ai research. led infra.
ML Theory + Systems + Control Research
[March 2025]
Scalable Structured Metacognition with Test-Time RL Tree Policies
2-level grpo-embedded monte carlo tree search over decoding policies for discrete diffusion models. done as a test-time scaling axis for gemini diffusion. [paper] | [code] † *
[January 2025]
Scaling Inference for Robotics Diffusion Models
variance-aware inference scaling methods for robotics diffusion models. † *
[December 2024]
A Blueprint for Language-Native World Modeling
world modeling using natural language as an interface for structured latents. [paper] †
[October 2024]
Trajectory-Search Diffusion Inference Scaling
theoretical framework and proof-of-concept for trajectory-search inference scaling of stochastic diffusion models, expanding on deepmind's work for deterministic models. [paper] | [code] *
[January 2018]
Computer Vision for Brain Tumor Diagnosis
medical imaging ai using mri images and generative models for dataset balancing. †
Academia
[April 2024]
Research @ Brains in Silicon
neural circuits and plasticity with computational methods. wrote code converting 3d neural morphologies to computational experiments for spatiotemporal dynamics. [code]
[June 2020]
Research @ Cahay Lab
wrote custom quantum circuit simulators supporting intermediate statevector extraction. used to test quantum teleportation protocols for google willow. sponsored by google quantum ai.
† = sole contributor.
* = compute sponsored by senior DeepMind researchers (affiliations under NDA).
* = compute sponsored by senior DeepMind researchers (affiliations under NDA).