Use paired controls to evaluate LoRA warm-start additions
To test whether LoRA adapter-weight warm-start preserves an incumbent better than fresh initialization, do not compare a single warm-start candidate only with the incumbent. Start from two hash-identical incumbent adapter copies with fresh optimizers: continue one on the original…