Non-linear AI is a small group of engineers who are obsessed with the full stack of machine learning, from research models to the infrastructure that runs them in production. We’ve spent years building ML models, AI applications, distributed systems, and data platforms. We’re using this expertise to make AI tooling simple, fast, and approachable.

What we believe

We believe machine learning shouldn't be reserved for experts. The real power of AI unlocks when barriers drop—when more people can experiment, share, and build.

Our goal is to contribute to that future. We focus on creating practical tools and sharing our learnings openly with the community.

Arc

Arc is our attempt to make AI more accessible to people who need it. It is an AI Agent that bridges the gap between human intent and machine learning workflows, turning your questions into predictions.

It allows you to describe your prediction goals in natural language, automatically generating a declarative, reproducible workflow to proceed. Arc handles the heavy lifting—processing data, engineering features, and managing training loops—decoupling the what from the how.

Arc is open source. See how it works.

Learning

Growth is rarely a straight line—it’s non-linear, much like the models we build.

We love to learn in public since that is the best way to grow together. This space reflects our journey, where we share in-depth technical surveys, architectural insights, and discussions on new research. We share our journey openly because knowledge compounds when it is shared with a group of like-minded people.

Read our blog and don't hesitate to reach out to us if you are like-minded and enthusiastic to share and learn together.