For Researchers

Built for Researchers

Open-source tools and academic programs designed to accelerate your computational biology research. All built on JAX/Flax NNX, freely available under the MIT license.

Explore on GitHub Request Academic Access

Open-Source Tools

Seven libraries covering generative modeling, data pipelines, scientific ML, benchmarking, and differentiable bioinformatics.

Artifex

Modular generative modeling library with VAE, GAN, Diffusion, Flow, and more.

avitai/artifex

Datarax

Data pipeline framework with JIT-compiled pipelines and DAG execution for JAX.

avitai/datarax

Opifex

Scientific ML platform with neural operators, PINNs, and uncertainty quantification.

avitai/opifex

Calibrax

Benchmarking framework with profiling, statistical analysis, and regression detection.

avitai/calibrax

DiffBio

End-to-end differentiable bioinformatics with 35+ operators and gradient-based optimization.

avitai/DiffBio

Playground

Core platform infrastructure for training, deploying, and serving foundation models.

avitai/playground

Avitai Knowledge

Multi-modal knowledge extraction from scientific literature and biological databases.

avitai/avitai-knowledge

Getting Started

Go from installation to running experiments in minutes.

Install from PyPI

All tools are published on PyPI. Install any library with a single pip command. Each tool works standalone or integrates with the full ecosystem.

Terminal

pip install artifex datarax opifex

Follow Tutorials

Each library comes with documentation and tutorials on ReadTheDocs. Start with quickstart guides and build up to advanced workflows.

Terminal

# Visit docs: artifex.readthedocs.io

Join the Community

Ask questions on GitHub Discussions, report issues, contribute code, or share your research results with the community.

Terminal

# github.com/avitai

Academic Program

Academic Licensing & Collaboration

We are committed to supporting academic research. Our academic program provides qualified institutions with access to our full platform, including foundation models, at no cost or reduced pricing.

Free or discounted platform access for qualifying research labs
Collaboration opportunities on joint research projects
Compute credits for running large-scale experiments
Priority support and dedicated onboarding
Early access to new models and features

Request Academic Access

What You Get

Foundation Model Access

Research, Dynamics, Central Dogma, and Perturbation models for your experiments.

Compute Credits

GPU credits for training and running inference on our cloud infrastructure.

Technical Support

Direct line to our engineering team for integration help and troubleshooting.

Co-Publication Opportunities

Collaborate with our research team and co-author papers using our models.

Community

Join a growing community of computational biologists and ML researchers building the future of synthetic biology.

GitHub Discussions

Ask questions and share ideas

Our primary community hub. Ask questions about the tools, share your research results, request features, or discuss computational biology workflows.

Contributing Guide

Help build the tools you use

Contribute code, documentation, tutorials, or bug reports. Every contribution helps the community and accelerates biological research.

Request Academic Access

Tell us about your research and we will set you up with platform access, compute credits, and dedicated support.