Research

Papers from the studio.

Technical writing on AI architecture, multi-model orchestration, and the systems we ship on. Public, plain language, archived here.

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ISpring 2026

Knox theorem

Given a task that decomposes into independent sub-tasks, a system of small models specialized to each sub-task returns more correct answers than a single general model of equal aggregate parameter count. The theoretical foundation behind YG3 platform orchestration.

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II2026

Multiplicative Gate Adapters for Looped Transformers

Adapting looped transformer architectures with multiplicative gate adapters. Full paper archived on Zenodo.

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