# Search-result refresh

- Refreshed: 2026-08-17 04:31 UTC (2026-08-16 Pacific time)
- Exact query: `"Qwen3.8-27B" "Qwen3.6-27B" "Gemma 4 31B"`
- Official identity queries: each canonical Hugging Face model ID
- Proprietary keyword-volume evidence: not available; no numeric demand claim made

The exact three-model query returned recent community discussions, including
Reddit threads using almost the same 24GB-GPU wording. The refresh did not
surface an indexed publication offering the same combination of a physical
single-24GB CUDA system, pinned Q4 artifacts, retained raw results, equal-Q4
and best-fit lanes, and workload-specific measured verdicts. Community posts
were used only as intent evidence, not as factual support for memory, speed or
quality claims.

Canonical pages checked:

- https://huggingface.co/Qwen/Qwen3.8-27B
- https://huggingface.co/Qwen/Qwen3.6-27B
- https://huggingface.co/google/gemma-4-31B-it

Representative intent-only result:

- https://www.reddit.com/r/LLMDevs/comments/1voapaw/qwen38_27b_vs_qwen36_27b_vs_gemma_4_31b_comparing/
