●builderYou can replace fragile one-off checkpoint manipulation scripts with reproducible YAML plans, reducing errors in model upcycling and LoRA extraction workflows.
●researcherWorth watching because declarative weight surgery enables reproducible architectural experiments like MoE upcycling without custom engineering per experiment.