当底层大模型的调用成本无限趋近于零，一个庞大的中间层生态正在悄然成型。大量服务商开始依托开源基座，通过“上下文工程”，将大模型塞进垂直行业的缝隙，譬如为为金融机构定制风控，为医疗企业辅助诊断，或者是为制造业调度生产。
Путешествия для россиян стали еще дороже из-за конфликта на Ближнем Востоке20:37
，推荐阅读搜狗输入法2026获取更多信息
We increasingly use coding agents to create PRs. By default, they generate a PR description with their summary of everything. This has mixed results. It’s decent as a change list, but it buries intention.
Greyscale rendering is deliberate. Gupta et al. (2023, “GlyphNet”) found that greyscale outperforms colour for glyph comparison because extreme contrast preserves edge detail through resize. No image augmentation either: flipping or rotating characters creates unrealistic glyphs.