这让整个大模型行业都在重新审视自家路线，包括月之暗面。从这时候开始，其放弃了单纯做正确的事情，而是做自己更擅长的事情。
FunctionGemma 经过优化，以 developer 作为指令角色。使用 system（例如在 Hammer 或标准 Gemma 中）不会激活函数调用模式——模型将完全忽略你的工具定义。
，更多细节参见爱思助手下载最新版本
The resulting script is available here, and it worked first try to scrape up to 20,000 videos (the max limit). The resulting Python script has very Pythonic code quality following the copious rules provided by the AGENTS.md, and it’s more robust than my old script from 2021. It is most definitely not the type of output I encountered with Sonnet 4.5. There was a minor issue however: the logging is implemented naively such that the API key is leaked in the console. I added a rule to AGENTS.md but really this is the YouTube API’s fault for encouraging API keys as parameters in a GET request.，更多细节参见同城约会
这套方式的关键是把**“思考（Model）”与“沉淀（Document）”**绑定到同一条流水线：生成、校对、结构化输出、二次迭代，都能在一个入口里完成。。业内人士推荐服务器推荐作为进阶阅读