Loop Quantum AI Labs
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Loop Frontier Simulator · Quantum-Native AI

Biology runs on probability, not binary.

We are building the Loop Frontier Simulator: a quantum-native AI built to simulate life from first principles.

Join the Team → Are you a research lab? →
Our Mission

To simulate life from first principles.

Our Vision

A world where aging is reversible, and disease is no longer destiny.

The Problem

The hardest problem
in human history.

Your DNA is damaged tens of thousands of times a day, across ~37 trillion cells. Aging accelerates when repair can no longer keep up with damage.

Classical compute cannot scale to this complexity at the resolution and timescales biology demands. We are building the one that can: a quantum-native architecture that extends first-principles modeling to the scale of living systems.

The Distinction

Three approaches. One native architecture.

Approach
What quantum does
Training data
Classical AI
Nothing. Learns patterns on classical hardware.
Massive
Quantum-Inspired AI
Imitated in software. Still runs on classical hardware.
Massive
Quantum-Accelerated AI
Speeds up parts of an otherwise classical model.
Large
Quantum-Native AILoop Frontier Simulator
Is the computation. Quantum states, orchestrated by classical control.
Reduced

Only the native architecture treats biology as what it is: probabilistic, multi-state, and irreducible to binary. That architecture is the Loop Frontier Simulator. Its goal: to accelerate biology research.

What You Get on Day One

Real hardware. Not cloud credits.

If you join Loop Quantum AI Labs, you do not queue for time on someone else's machine, and you are not confined to what a public API exposes. You work on quantum and HPC infrastructure we own and operate, with stack-level access to the hardware that public quantum clouds keep behind a fixed interface.

Open Disciplines

Come build the impossible.

The Loop Frontier Simulator is interdisciplinary by construction. We are recruiting exceptional talents across the full stack, from the physics of qubits to the biology of a cell.

PILLAR 01

Quantum Science & Engineering

  • Quantum information theory and quantum foundations
  • Quantum optimal control and pulse engineering
  • Quantum error correction and mitigation
  • Adiabatic, annealing, and gate-based algorithms
  • Hamiltonian simulation and ground-state methods
  • Open quantum systems and decoherence physics
PILLAR 02

AI, ML & Quantum Machine Learning

  • Probabilistic and physics-informed modeling
  • Quantum machine learning and hybrid algorithms
  • Agentic systems for autonomous calibration and control
  • Generative models for scientific discovery
  • Reinforcement learning for experimental design
  • Research software engineering at scale
PILLAR 03

Computational & Systems Biology

  • Biology of aging and cellular senescence
  • Gene-regulatory networks and multi-omics integration
  • Single-cell and spatial transcriptomics
  • Computational drug discovery and molecular simulation
  • Biophysics, biochemistry, and structural biology
  • Quantum biology and biomolecular dynamics
PILLAR 04

HPC, Infrastructure & Hardware

  • GPU and accelerated computing at hyperscale
  • Low-latency QPU to GPU interconnect engineering
  • Cryogenic engineering and quantum hardware operations
  • Control electronics and FPGA / RF systems
  • Distributed systems, MLOps, and research data platforms
  • Facilities, power, and lab infrastructure engineering
Don't see your exact field? Statistical physics, complexity science, non-linear dynamics, theoretical neuroscience, mathematics, electrical engineering, materials chemistry. First-principles thinkers from any domain that touches probabilistic, high-dimensional systems are welcome.

Tenured researcher, PhD candidate, or self-taught prodigy. Global and remote. Visiting researcher and internship programs available.

If you think in first principles, you belong here.

Watch
September 2018
We were talking quantum before it was the race.
The Mission
What we are building, and why.

This is your call.

Two years ago this did not exist. Two years from now the position will be taken.

Join the Team → Are you a research lab? →

Simulate life. End aging. Cure disease.