
Research
Intelligence at one-eighth the bits
One-shot two-bit conversion lands near chance. Training inside the constraint produces 72.1 MMLU from a 3.88 GB artifact. This is what changed inside the weights.
Read the announcementResearch on ternary QAT, packed model formats, local inference, and exact verification across runtimes.
Publications
Methods, measurements, runtime design, and reproducibility details.