The vision at Avoriana Labs is ubiquitous useful machine intelligence in every computer on the planet, uplifting everyone.

State of the art model architecture

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We’ve come a long way since GPT-3 introduced LLMs to the world. The core of Avoriana Labs is a principled system for building out recursively self-improving LLMs with the latest model architecture innovations, for maximum bang-per-parameter.

Small to medium parameter count

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Frontier models need expensive, exotic server hardware to run. More modestly sized models — 5 to 500bn parameters — are runnable on ordinary computers today, and we believe will lag the largest frontier models in usefulness by no more than six months.

Intelligence density

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Success at Avoriana Labs is defined by increasing the intelligence delivered in an equal-compute-minute. We build our models to deliver outcomes without leaning on excessive time and compute in thinking loops.