A12荐读 - 多云转晴

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A better streams API is possible

生活成本飆升的主因之一,是里亞爾的急速貶值。

澳门未来更可期,更多细节参见同城约会

除了新 Bixby,三星的 AI 能力还体现在了本次一同发布的 Galaxy Buds 4 Pro 上面。

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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Transforms can be stateless or stateful. A stateless transform is just a function that takes chunks and returns transformed chunks: