Unsloth says optimized local GGUF decoding makes GLM-5.3-Flash up to ~3.3× faster (typically ~1.6–3.4×), with multi-token prediction (MTP) and faster long-context decoding. 3-bit quants still target ~128GB setups via Unsloth Desktop or llama.cpp; docs and Hugging Face GGUF weights are updated.

Key Takeaways

  • ✓Speed: local GGUF inference up to ~3.3× (typical ~1.6–3.4×).
  • ✓Features: MTP enabled plus faster long-context decoding.
  • ✓Run: 3-bit on ~128GB via Unsloth Desktop / llama.cpp; docs and HF GGUFs live.
ADSponsored