Open Models Enter Revenue Sharing
Kimi K3 and Qwen3.8-Max have reportedly introduced revenue-sharing clauses into their open-source strategies. The shift suggests that open models may be moving from unrestricted free use toward a freemium model.
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QwenMix-3.7 Merges Qwen 3.8 and 3.6
QwenMix-3.7 is an experimental merge of the Qwen3.8-27B and Qwen3.6-27B models. The creator reports that it passed a basic smoke test, but no meaningful evaluation has been performed yet.
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Fine-Tuning Gemma for Complex Legal Reasoning
A practitioner reports that fine-tuning Gemma 4 26B A4B on 100,000 court decisions failed to outperform a prompted base model for generating legal principles. The discussion explores whether the bottleneck lies in data quality, evaluation design, task complexity, or the fine-tuning workflow.