NIGHTS I – III
QUANTIZATION & SPEED
Smaller weights, same answers, faster runs.
THE LAMP OF DAWN
Keyboard game. Watch the demo here.
Prologue
THE KEEPERS OF THE LAMP
Haverbex is an independent AI research studio in Busan.
Each hall in the game is a research track. Each tablet is a real project.
31public repos
6open models
3research tracks
Three crafts
OUR RESEARCH
NIGHT IV
ALTERMAGNET RAM
Memory from magnets with no stray field.
Early-stage, in-house.
NIGHT V
BIO RESEARCH
DNA tools, and computing with slime moulds.
The tablets
PROJECTS
Read a tablet in the game and its card lights up.
GITHUB · Python
mix-stq
3-bit weights, within 0.4 points of full size.
Night I HUGGING FACE · modelQwen3.8-27B-LittleBit
A 27B model at ~1 bit. Honest about what it lost.
Night I GITHUB · Pythonbitnet-embed
Embeddings on a BitNet backbone.
Night I GITHUB · RustOmegahee
2.8–3.2× faster decoding on Apple Silicon (provisional).
Night II GITHUB · Pythonbitsandbytes-TPU
4-bit bitsandbytes layers on TPUs.
Night II HUGGING FACE · model + GGUFQwen-Image-2.1-UltraFast
Image editing in 8 steps instead of 40.
Night III HUGGING FACE · modelShoreCrab-128M
A 128M model that picks the right answer, or none.
Night III GITHUB · PythonCrab-cookbook
Recipes and clients for ShoreCrab.
Night III GITHUB · ZigZCR
Faster file tools for coding agents.
Night III GITHUB · repositoryblastid
Names fungi and lichens from their DNA.
Night VDawn
TALK TO US
Research, collaboration or investment.