Labienus QLoRA
Measured adaptation research for a local development assistant.
Experimental research
Labienus QLoRA explores adapting a locally hosted Nemotron assistant to development and operations work. The project combines a training pipeline, visible telemetry and reproducibility checks. Completed training, improved assistant quality and model promotion have not been established.
Highlights
- Current research targets the 30B Nemotron Lightning model.
- Keeps training evidence and model-promotion decisions separate.
- A bounded SDPA numerical-validity check passed.
- The associated overall diagnostic and training-trajectory comparison failed, leaving further work before promotion.