Developer compares Gemma4-31B, Qwen3.8-27B, and 6.1-Sol on coding tasks

A 20-year software engineer tested Gemma4-31B and Qwen3.8-27B at the same quantization on repository analysis and new project authoring, finding comparable output quality: Gemma4 was more efficient with fewer calls, while Qwen explored more and gave a fuller picture. GPT 6.1-Sol was added later.

• Open-source tool puts Claude Code agents in a stand-up2026-10-11
• Asana cuts model costs 76x with GPT-6.1 Sol2026-10-09
• LemonSeed: Qwen3.8-27B Hits 159 tok/s on iPad via eGPU R97002026-10-09
• ThinkingBox benchmark: one-shot agent success rarely repeats2026-10-09
• Microsoft page confirms Looped Transformers in GPT-6 series2026-10-06