Qwen3.5-35B GGUF benchmarks show 3B-active efficiency

Qwen3.5-35B-A3B is the new "gold standard" for single-GPU setups, offering a massive leap in efficiency without sacrificing performance.

• –Sparse MoE architecture activates only 3B parameters per token, enabling lightning-fast inference on consumer hardware.
• –The 16–22 GiB GGUF quants are perfectly sized for 24GB VRAM cards (RTX 3090/4090), providing a high-quality alternative to larger dense models.
• –Benchmark data confirms that KLD divergence remains low across quants, preserving model reasoning capabilities.
• –Unified multimodal support allows for complex vision-language tasks locally, a major win for privacy-focused edge computing.