Analog Cell Emulation

Building the World’s First Analog Cell Emulator

Our AI-powered Analog Cell Emulator, built on a Spiking Neural System, replicates the real-world complexity of human cells in an ultra-noisy (SNR<1), asynchronous, distributed-clock, non-linear environment — identifying risk early and shortening the path from candidate molecule to clinical impact.

Why analog?

Biology is not binary.

Cells operate with inherent stochasticity, and function seamlessly across multiple, decentralized timescales dictated by local memory networks — such as epigenetic states and chromatin topology.

Digital neural networks require immense energy, processing power, and forced abstraction to approximate these non-linear, continuous-time dynamics. By designing our hardware in analog, our silicon physically mirrors the state changes and local memory networks of the cell — allowing for real-time, low-energy, highly accurate simulation.

Signal / SNR<1

Inherent stochasticity

Cellular noise isn’t a flaw to filter out — it’s part of the signal. Our platform emulates biology at its native, ultra-noisy operating point.

Clock / Asynchronous

Distributed timescales

Local memory networks — epigenetic states, chromatin topology — run on decentralized clocks. Our spiking system mirrors that asynchrony directly.

Power / Silicon

Real silicon, real time

Analog hardware physically mirrors cell-state changes, delivering real-time, low-energy simulation without the abstraction overhead of digital approximation.

How it works

From candidate molecule to ranked, explainable output.

A live look at how a candidate molecule moves through the emulation platform before it ever reaches a wet lab.

Analog Cell Emulator — Live Simulation
🧪 Candidate Molecules
AI-Powered Cell Emulation Platform
Virtual Cell State Simulation
Cell Signaling Dynamics
Multi-omics Integration
Cytotoxicity Prediction
ADME & PK Prediction
Stability & Degradation
Off-target & Safety Assessment
Mechanism-of-Action Prediction
🏆 Ranked, Explainable Candidate Set
Output passed downstream
Wet Lab
In vitro testing
Animal Studies
In vivo testing
Clinical Trials
Phase I to III
Join us

Help us build the analog future of drug discovery.

We’re a small, interdisciplinary team working across analog circuit design, computational biology, and machine learning.

View open roles