AI 工具排错、提示词与实用教程

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查 AI 报错按工具和错误类型查找可执行的排查步骤。找图片提示词搜索并复制 Nano Banana Pro 图片生成提示词。看 AI 工具教程学习模型、API、自动化和图像生成工作流。追踪 AI 资讯查看经过整理的产品、模型与行业更新。

热门排错指南

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AI 工具教程

你的开源模型可能藏有隐蔽的定时释放后门

你的开源模型可能藏有隐蔽的定时释放后门

安全研究人员通过 LoRA 微调在开源模型 Qwen 3.5 2B 的权重中植入了一个“定时释放”后门，当系统提示词中出现特定日期（2026 年 9 月 1 日）时，模型会拒绝回答并自动执行 shell 命令。攻击已在 OpenCode 和 Codex 等主流开源 AI 编码工具上验证成功。

Anthropic Claude 及 API 服务中断

Anthropic Claude 及 API 服务中断

Anthropic 旗下 Claude 模型及 API 服务出现中断，官方状态页显示异常，直接影响依赖 Claude 的终端用户与开发者应用。目前公开信息显示，影响范围与恢复时间仍待官方进一步确认。

If you enjoyed this episode, I highly recommend Shreya and Hamel’s industry-leading AI evals course. It has 4.7 stars with 900 reviews, which is almost unheard of on Maven. The next cohort starts on 9/5 and you can ge…

If you enjoyed this episode, I highly recommend Shreya and Hamel's industry-leading AI evals course. It has 4.7 stars with 900 reviews, which is almost unheard of on Maven. The next cohort starts on 9/5 and you can ge...

AI 评测（AI evals）领域两位知名讲师 Shreya Shankar 与 Hamel Husain 联合推出面向工程师和产品经理的课程，并借助 Peter Yang 的播客推广，目前课程已获得 4.7 星、900 条评价，下一期将于 9 月 5 日开课。

Our philosophy on extending 𝚏𝚡: open protocols. ∙ MCP (modelcontextprotocol⁠.io) ∙ Skills (agentskills⁠.io) ∙ Plugins (agent-plugins⁠.org) And the best one, Unix: ① Small programs that do one thing well and compose by…

Our philosophy on extending 𝚏𝚡: open protocols. ∙ MCP (modelcontextprotocol⁠.io) ∙ Skills (agentskills⁠.io) ∙ Plugins (agent-plugins⁠.org) And the best one, Unix: ① Small programs that do one thing well and compose by...

Vercel CEO Guillermo Rauch 在 X 上公开了其 AI 终端产品 𝚏𝚡 的扩展哲学——优先采用开放协议（MCP、Skills、Plugins），并回归 Unix 哲学，强调小型程序组合与可嵌入性。这一表态反映了 AI 开发工具从“封闭全家桶”向“开放协议编排”转向的趋势。

Our philosophy on extending 𝚏𝚡: open protocols. ∙ MCP (modelcontextprotocol⁠.io) ∙ Skills (agentskills⁠.io) ∙ Plugins (agent-plugins⁠.org) And the best one, Unix: ① Small programs that do one thing well and compose by…

Our philosophy on extending 𝚏𝚡: open protocols. ∙ MCP (modelcontextprotocol⁠.io) ∙ Skills (agentskills⁠.io) ∙ Plugins (agent-plugins⁠.org) And the best one, Unix: ① Small programs that do one thing well and compose by...

Vercel CEO Guillermo Rauch 在 X 上公开了其 AI 终端产品 𝚏𝚡 的扩展哲学——优先采用开放协议（MCP、Skills、Plugins），并回归 Unix 哲学，强调小型程序组合与可嵌入性。这一表态反映了 AI 开发工具从“封闭全家桶”向“开放协议编排”转向的趋势。

There are two types of AI evals – tops down and bottoms up. From @sh_reya: “Think of top-down as: If you’re in a vacuum, just given the task description, what would you come up with? Claude does a very good job of hel…

There are two types of AI evals - tops down and bottoms up. From @sh_reya: “Think of top-down as: If you’re in a vacuum, just given the task description, what would you come up with? Claude does a very good job of hel...

AI 评估（Evals）正在成为大模型应用开发的核心环节，但 Anthropic 的 Claude 在这类任务中的能力有明显短板。两位资深从业者指出，Claude 擅长自上而下的评估设计，却几乎无法独立完成自下而上的评估，这部分仍需人工主导。

I’ve been working with Char, my (human!) assistant from @oceanstalent for 6 months. I think the best assistants today need to know how to work with AI agents. Char uses Claude Code and Codex to help me run podcast pos…

I've been working with Char, my (human!) assistant from @oceanstalent for 6 months. I think the best assistants today need to know how to work with AI agents. Char uses Claude Code and Codex to help me run podcast pos...

AI 内容创业者 Peter Yang 分享了他与人类助理 Char 协作 6 个月的经验——这位助理熟练使用 Claude Code 和 Codex 等 AI 编程工具完成播客后期、节目笔记和切片制作。这则案例说明，AI 时代对“人类助理”的能力要求正在改变，熟悉 AI Agent 工作流正在成为新型运营人…

Intelligence is getting cheaper. @OpenAI Sol’s price reductions & discounts on Vercel AI Gateway have made Sol our fastest-growing frontier model. This shows ① that the demand for intelligence is highly elastic: as in…

Intelligence is getting cheaper. @OpenAI Sol's price reductions & discounts on Vercel AI Gateway have made Sol our fastest-growing frontier model. This shows ① that the demand for intelligence is highly elastic: as in...

OpenAI 下调了 Sol 模型价格，叠加 Vercel AI Gateway 的折扣，使 Sol 成为 Vercel 平台上增长最快的前沿模型。这件事说明推理成本下降会直接刺激 AI 使用量，也暴露了 API 网关在成本控制中的关键作用。