Experimental adapters. Safety guardrails may be weakened or compromised; outputs may be unsafe, illegal, offensive, or incorrect. Review outputs and do not use for safety-critical or unsupervised deployment.

Use external adapter scale 1.0 for every provided adapter.

PEFT already applies the raw adapter's internal rsLoRA scaling (9/sqrt(6)). The raw GGUF stores the equivalent converted alpha, so do not multiply either form again. The smoothed adapters have the intended delta baked into their factors. For PEFT merging, load normally and call merge_and_unload(). For llama.cpp, attach the selected GGUF LoRA at scale 1.0.