Convert the LongCat-Image family of models to lower precisions (FP8, FP16, BF16).
Memory & Disk Protection: This tool is specifically tuned to survive the massive 11.68 GB single-file transformer shard. It aggressively purges Hugging Face's download cache and PyTorch's RAM buffer after every single step to keep the free Space alive.