01Neural architectures
Deep Learning & Neural Systems
Original research into neural architectures and custom deep-learning methods for complex, high-dimensional problems.
Independent research & development
Solve the unsolved.Building the intelligence.
Turning the impossible into the inevitable.
Our work transforms advanced computation into systems that perform under real constraints.
Who we are
An R&D company where researchers work together to solve the unsolved.
Viscous Intelligence Labs is an independent R&D company formed by researchers to address application-specific challenges where conventional methods are no longer enough.
Our roots span classical computation, deep learning, physics-informed neural networks, hybrid physics-data methods, predictive modelling, robust machine learning, and knowledge extraction.
Our specialities
Research built around the problem.
From mathematical foundations to custom learning systems, we select and invent methods around the reality of each problem.
02Simulation + uncertainty
Predictive & Mathematical Modelling
Mathematically grounded models and simulation systems that quantify uncertainty, test scenarios, and support reliable decisions.
03Robust learning systems
Advanced Machine Learning Systems
Specialized learning systems designed for difficult data environments, with robustness, interpretability, and real-world performance in view.
04Knowledge extraction
Natural Language & Knowledge Systems
NLP and knowledge-extraction systems that turn technical and scientific information into structured intelligence for research and automation.
How we work
We invent at the edge of computation and physics.Then force the invention to work in the real world.
Our process combines mathematical rigour with industrial reality: observe the system, encode what is known, learn what is not, and validate for use.
- 01
Observe
Start with experimental data and the conditions that produced it.
- 02
Constrain
Encode governing equations, multi-physics behaviour, and known limits.
- 03
Learn
Train hybrid models that join physical consistency with adaptive intelligence.
- 04
Deploy
Turn validated methods into practical systems that operate under real constraints.
Our principles
We do not optimize the known. We attack the unsolved.
These principles are operating code, not slogans. They govern how we choose problems, build models and equations, and turn them into systems.
- 01Defect detection
- 02Process control
- 03Material design
- 04Technology commercialization
Careers at Viscous
Work on problems with no adequate solution.
We do not hire for comfort. We look for raw thinking, technical depth, and the discipline to turn serious ideas into deployable systems.
Apply to the companyStart a conversation
Bring us the problem that will not yield.
General inquiriescontact@viscousintelligencelabs.com
New York50 West 34th Street, New York, NY 10001, USA