Separate smaller weights from faster inference: check formats, kernels, memory, and compatibility on an RTX 3090.
分清 4bit 权重、原生 FP4 计算和实际推理内核，判断量化模型在 3090 上能否运行、节省显存，以及是否值得部署。
Turn work notes into a reusable reporting skill, with source checks that keep unfinished work out of the done list.
用一份虚构工作记录，做出可复用的周报技能。附完整规则、调用提示和检查方法，避免 AI 把进行中写成已完成。
AI can make work faster without making every answer reliable. Here is how to work with it without giving up judgment.
AI能把工作做得更快，却不能替你判断答案是否可靠。普通人该怎样真正开始与AI协作？
从描述需求、生成计划到把代码交给服务器 AI 部署，用可复制提示词完成第一个网站。
Let the model suggest a tool while the application validates, authorizes, executes, and records the action.
模型负责建议工具，应用负责校验、授权和执行；用只读查询走完一次安全闭环。
A refund-policy query shows which data belongs to web search, controlled retrieval, or conversation memory.
