Apoha Limited

Liquid Brain® is a revolutionary platform that generates ML ready embeddings of state diagrams—time-resolved, high-dimensional state data capturing the dynamic, thermodynamic properties of complex materials.

From lipids to proteins and their mixtures, our datasets provide a unique window into material behavior, offering insights grounded in physical reality. Designed with an AI-first mindset, Liquid Brain® acts as a physical ecosystem, directly interacting with samples to produce embeddings that bridge the gap between experimental biophysics and machine learning.

For researchers in AI and material science, Liquid Brain® opens a new frontier: enabling data-driven discovery of material properties, relationships, and behaviors with unprecedented efficiency. Whether you're modeling protein interactions, studying lipid dynamics, or exploring complex mixtures, our public datasets will offer unparalleled depth and diversity.

Subscribe to stay ahead—discover new datasets, join a growing community of pioneers, and unlock the potential of state diagrams to transform how we understand and model the material world.

Useful links:

A play dataset to see what the Liquid Brain is capable of predicting for a large set of 134 antibodies https://huggingface.co./datasets/apoha/antibody_jain_vibescore/blob/main/antibody_jain_vibe_score.csv

Link to a case study demonstrating insights drawn from the dataset on 134 antibodies above https://huggingface.co./datasets/apoha/antibody_jain_vibescore/blob/main/VIBE_case_study.pdf

Link to a notebook containing the code behind the case study above https://huggingface.co./datasets/apoha/antibody_jain_vibescore/blob/main/vibe_release_notebook.ipynb