muus research

Independent AI research · UK

Model architecturesfor Apple silicon.

Research shaped by the machine it runs on.

Explore the research
Open weights. Local inference.muus.cc
01 /

Research

The architecture begins
with the hardware.

We research model architectures for Apple silicon: open weights, local inference, and execution on physical hardware.

Our benchmark method is batch size one, with stated conditions and reproducible code. The aim is to understand how a model runs on the machine in front of us.

Open weightsBatch size onePhysical silicon
02

muus-conform-1.5B

A ~1.5B model trained from scratch for exact structured output without constrained decoding. Standard architecture; not silicon-specialized.

Phase 0 testbed · 1.5B
In R&D