REAL SCIENCE

onQUANTUM
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DeepRealm Labs

Instruments for the next century of science.

Nature is quantum. The tools to study it should be too.

We build open quantum laboratories for the scientists who actually need the answers - chemists, materials researchers, drug designers. Real quantum hardware. Real results. No quantum programming required.

Live at kanad.xyz

kanad

A quantum laboratory in your browser.

Build molecules. Run real quantum solvers on IBM, IonQ, BlueQubit, or your own machine. Get answers in spectroscopy, thermochemistry, drug-likeness, and more - without writing a single quantum circuit.

Schrödinger Lab
Build molecules. Run real VQE on quantum hardware. Read out spectra, energies, drug-likeness.
Prigogine Lab
Molecular dynamics, reactions, photodynamics - driven by quantum forces.
Workshop Studio
Write your own solvers. Sandbox, benchmark, publish to the community library.
Try it nowSee what it does
Research

Quantum Environment Is All You Need

RL agents that learn chemistry from real quantum eigensolver computations - not force fields, not lookup tables, but the Schrödinger equation itself.

Research Paper

Quantum Environment Is All You Need

Gymnasium environments backed by real VQE computations. Energy-gradient rewards produce genuine learning - 71% to 94% near-equilibrium rate, 5.4x error reduction. Built on Kanad governance-driven framework (49x faster), with 93% cache hit rate. 4,096 VQE-backed timesteps in under 10 minutes on a laptop.

Coming Soon

RL Adaptor for Quantum Training

The adaptor for training RL models on quantum ground truth will be launched very soon. Four Gymnasium-compatible environments - DissociationEnv, GeometryOptEnv, MoleculeBuilderEnv, ReactionExplorerEnv - where agents learn equilibrium distances, PES shapes, bonding patterns, and energy barriers from real quantum mechanics.

Standard Gymnasium APIReal VQE Rewards93% Cache Hit RateWorks on Laptop

Team

Mukul Kumar

Mukul Kumar

Founder & CEO

Vivek Pal

Vivek Pal

Co-founder & CTO