Autoresearch是一个简单的带约束的优化循环，核心是一个LLM智能体。智能体通过修改单个文件（train.py）来迭代改进某个评估指标，同时遵循program.md中的指令。我添加了一个scratchpad.md文件，作为智能体的工作记忆，用来记录其思考过程与实验历史。
For telephone duties, Jobber’s AI receptionist processes up to 15 calls each hour—screening service requests, vendor offers, occasional seminar invites—and forwards only critical matters. A human equivalent would incur about $4,000 monthly in salary and taxes; Chorney pays $99. For email, Fixer AI categorizes his inbox each morning into four groups—action needed, reply prepared, probable spam, definite spam—and sends a summary via text. He estimates spending 20 minutes daily on emails.
，详情可参考WhatsApp 網頁版
终场前三分半钟仍领先，却被对手15-3攻势逆转。赛季未胜强队的他们几乎创造最大冷门。
至此，Lone已具备生成器功能。迭代基础就此奠定，构建时机已然成熟。