關恆說，其中一部分選擇低調的原因，是因為把在新疆拍攝下來的影片發佈之後，遭遇到很多網絡上的攻擊與謾罵、個人資料被公開、在中國的家人也曾被警察問話。
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。业内人士推荐爱思助手下载最新版本作为进阶阅读
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:
Transforms don't execute until the consumer pulls. There's no eager evaluation, no hidden buffering. Data flows on-demand from source, through transforms, to the consumer. If you stop iterating, processing stops.
We started self-hosting about a year ago. We’ve got Proxmox Virtual Environment set up on our home server with containers for a Turnkey Linux File Server, a Turnkey Linux Media Server running Jellyfin, photo management using Immich, a Syncthing server, and home automations using Home Assistant. I’m considering hosting my own instance of Bitwarden for password management and my own Matrix bridge for chat. The list is endless. This is a blessing and a curse.