Unsloth squeezes GLM-5.2's 1.51TB down to 217GB at 1-bit, plus ~2x-faster Gemma 4 MTP.

Unsloth's changelog shows GGUF quantizations compressing GLM-5.2's 1.51TB BF16 weights to 217GB at 1-bit, bringing the strongest text-only open model into reach of a single high-memory local rig. The same update adds Gemma 4 MTP with auto speculative decoding for roughly 2x faster inference. For builders who want frontier-open quality without an API dependency, this is the practical "can I actually run it" answer, and it's the same local-first thread running through today's Top 5.