评测框架比模型本身更影响基准分数
The harness around a model decided more of the benchmark score than the model it…
The harness around a model decided more of the benchmark score than the model itself. So treat scaffold selection as a first-order engineering decision.
模型周围的脚手架（harness）对基准分数的影响超过了模型本身。因此，应将脚手架选择视为一项首要的工程决策。
This survey pairs its synthesis with matched-task diagnostics, and finds system differences that are measurable while the model-variant differences are not.
本调查将综合分析与匹配任务诊断相结合，发现系统间的差异是可测量的，而模型变体间的差异则不可测量。
A stronger model variant inside the same harness bought no extra resolved tasks, only latency.
在同一脚手架内使用更强的模型变体并未带来额外解决的任务，只增加了延迟。
– arxiv. org/abs/2608.20485
– arxiv.org/abs/2608.20485
Title: "Terminal Agents: A Survey of AI Agents in Command-Line Environments"
标题：“终端代理：命令行环境中AI代理的综述”
更进一步：量化金融体系
看懂新闻只是起点——沿量化金融路径，把它变成能交付的工程能力