One engine. Any model. Zero Python.

One engine. NPU, GPU, or CPU. 100% HuggingFace architecture coverage. No Python, no runtime, no config. JARVIS — a fully local voice assistant — ships with it, out of the box.

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engine online 1bp / gguf / onnx

# build from source: no installer yet
$ git clone https://github.com/1bit-MONSTER/1bit-MONSTER
$ cd 1bit-MONSTER && cmake -B build && cmake --build build
$ ./build/1bit zaya -m model.1bp -p "Hello world"
$

engine census 317,310 checkpoints · 552 tokens

Every checkpoint maps. Nothing is dropped.

317,310 arch-bearing checkpoints resolve to 552 tokens, 32 families, 12 backends. Measured, not projected.

100% coverage / 6 hardware targets probed / 0 Python

coverage map bar width on a log scale

checkpoints317,310

architecture strings1,774

architecture tokens552

manifest families32

backend implementations12

frontier gates 17/17 green · full logits vs reference

Nemotron 3 ✓

corr 0.99986

DeepSeek V4 ✓

top-1 == HF

GLM-5.2 ✓

top-1 == HF

MiMo V2 ✓

top-1 == HF

Qwen3.5 ✓

corr 1.00000

The one gap: the CUDA backend compiles and is wired into the factory, but has never run on real NVIDIA hardware. Validation is open: testers wanted.

Build from source. That is the whole install.

Clone, cmake, run. MIT licensed, no accounts, no telemetry.

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