AI & ML interests

AI, Built to work, Built for the real world.

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Organization Card

SolsticeAI

Efficient intelligence. Built for the real world.

Independent organization dedicated to developing and researching efficient and accessible AI.

Driven by a singular focus on

making powerful AI compatible with real-world hardware constraints,

we produce research, tools, and models exploring the practical limits of modern machine learning.

From small language models to efficient inference runtimes to aggressive quantization techniques, our projects investigate how the capabilities of modern AI can best be leveraged within the confines of memory, throughput, and computational power.

What we do

  • Efficient models

  • Inference & optimization

  • Model compression and quantisation

  • Accessible AI

Why it matters

Small does not mean simple

We believe in the fundamental importance of light-weight systems and architectures, and their ability to drastically broaden access to modern machine learning.

Lower requirements for memory, compute, bandwidth, and power enable a wider variety of deployment options, from personal experimentation to large-scale distributed systems.

Open research

We strive to publish our work openly whenever possible.

You'll find many of our models, experiments, datasets, and research artifacts in our

Hugging Face organization,

including various works-in-progress, ideas, benchmarks, and other detritus of the development process.


SolsticeAI

Efficient intelligence. Built for the real world.