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A Foreword on AGENTS.md#One aspect of agents I hadn’t researched but knew was necessary to getting good results from agents was the concept of the AGENTS.md file: a file which can control specific behaviors of the agents such as code formatting. If the file is present in the project root, the agent will automatically read the file and in theory obey all the rules within. This is analogous to system prompts for normal LLM calls and if you’ve been following my writing, I have an unhealthy addiction to highly nuanced system prompts with additional shenanigans such as ALL CAPS for increased adherence to more important rules (yes, that’s still effective). I could not find a good starting point for a Python-oriented AGENTS.md I liked, so I asked Opus 4.5 to make one:
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为官一任，造福一方。此后，在福建强调“牢记政府前面的‘人民’二字”；在浙江写下《心无百姓莫为“官”》；在上海走访各区县，党建与民生始终是念兹在兹的两件大事。习近平同志说，老百姓生活的品质怎么样，以民为本的宗旨落实得如何，“我到上海以后，比较关心这个事情”。
GPU acceleration (Metal):