BIAS-SCRUBBING LoRA / QWEN3-14B
Cleaning the Trace
We cleaned a model's reasoning. Its hidden loyalty weakened too.
FIG 01 / PAIRED EVALUATIONn = 45

syn.gl / home of SCRUOpen research atelier / 2026
We expand computational capacity and the infrastructure to put it to work—moving increasingly ambitious projects for the future of agency from speculation into working systems.
See the workSCRU / OUTPUT INDEX / 2026
BIAS-SCRUBBING LoRA / QWEN3-14B
We cleaned a model's reasoning. Its hidden loyalty weakened too.

SCRU / TRANSMISSION INDEX
SCRU's public work and member research surfaces across syn.gl.
OPERATING SEQUENCE / 03
Open inquiry. Inspectable artifacts. Forward motion.
Ask the difficult question.
inquiry / evidenceMake the answer inspectable.
code / artifactPut it into the world.
publish / iterate