About

Eliminating the Simulation Bottleneck

Quantum Bridge AI AB is a Deep Tech engineering firm dedicated to bridging high-fidelity academic physics and real-time industrial optimisation. We replace empirical trial-and-error with mathematical certainty.

The Mission

We build proprietary computational physics engines that allow companies to command their physical processes with mathematical certainty. Our Laminar SciML framework transitions R&D pipelines from slow, legacy solvers to high-speed Neural Surrogates — achieving 100x to 1000x speedups without sacrificing physical fidelity.

Technical Sovereignty

All core solver logic is verified Background IP, formally registered under KTH Innovation Legal (Ticket #KTH-INC-5175285, February 2026). Our ROF Hessian methodology was subjected to rigorous peer scrutiny during an invited technical seminar at the University of Jyväskylä.

Journey

From research to enterprise

2024

Foundation Research

JAX-NQS Variational Monte Carlo engine achieves 0.04% error on 1D TFIM. Neural Quantum States validated.

2025

Veritas-JAX Engine

KenCarp4 IMEX solver reaches 10⁻¹⁴ precision. OPC-UA Bridge + TenSEAL CKKS vault integrated. TRL 7 achieved.

2025

Laminar-GND Architecture

O(1) memory continuous Graph Neural Diffusion engine built on JAX/XLA. Benchmarked on Cora (71.3% — metastable equilibrium).

2026

Quantum Bridge AI AB

Company registered in Sweden. Corporate whitepaper published. Background IP registered via KTH Innovation Legal.

Founder

Shek Lun Leung

Shek Lun Leung

Shek Lun Leung

Computational Physicist & Sole Architect

Specialising in differentiable physics engines, Neural Quantum States, and continuous graph neural architectures. All architectural decisions, solver implementations, and neural configurations originate exclusively from the named developer.

JAX/XLAIMEX SolversPINNsVMC/NQSTenSEALOPC-UA
QAMP 2025 Mentee — IBM Qiskit Advocate Mentorship Program

Interested in collaborating?

We welcome partnerships with enterprises, research institutions, and deep-tech investors.

Get in Touch