which looks reasonable given that Opus 5 was only released on July 24th, and supports the idea that Fable's cost has made it a less popular model
顶配模型份额垫底、上一代 Opus 4.8 独占近三成，这恰好是 Drew Breunig 说的"免费午餐结束"的市场侧证据：最强模型贵到不能全量使用，工程团队就被迫自己做任务分流。性价比模型胜出不代表能力过剩，而是使用方式变了。
As part of its long-running Client Zero initiative, in which NEC serves as its own first customer before offering its technology to clients
大多数人认为企业会先开发产品然后内部使用，但作者认为NEC采用了反向策略，先内部大规模应用AI技术然后再向客户推广，这表明企业正在采用更激进的方法来验证和改进AI解决方案，挑战了传统的产品开发流程。
We present a comprehensive adoption snapshot of the leading open language models and who is building them
令人惊讶的是：这篇报告提供了约1500个主流开源语言模型的全面采用情况快照，并详细记录了这些模型的开发者和构建者。这种规模的数据收集和分析工作展示了开源AI生态系统的庞杂性和多样性，远比公众通常意识到的更为复杂。