Running auto mode in production

Nuro、Gusto 和 Garner Health 的团队如何在生产规模下使用自动模式来平衡速度与安全。

自动模式现在是默认设置：http://claude.com/blog/auto-mode-default-in-claude-code 在 Claude Code 中。它不再要求你批准代理想要执行的每个命令，而是由一个分类器评估每个动作，并阻止那些可能有害的操作。

自动模式的设计解决了一个常见的代理编码权衡问题：速度与安全。审查每条命令可以保持人工参与，但一旦会话持续数小时或多条会话并行进行，这种监督就会成为瓶颈。完全跳过权限检查速度更快——但这也是提示注入、权限范围漂移以及偶尔删除生产资源等问题发生的原因。

自动模式弥补了大部分差距。在内部评估中，分类器捕获的危险操作比开发人员手动点击权限提示时更多，并且其性能在第三方红队测试中也得到了验证。由于会话暂停的次数减少，Claude 在中断之间的工作时间比以前的默认设置长 9 倍——适用于所有 Claude Code 使用场景。

为了了解自动模式在生产环境中的表现，我们与 Nuro、Gusto 和 Garner Health 的团队进行了交流，了解他们如何以及为什么将自动模式作为日常工具，在生产环境中平衡速度与安全。

Nuro，这家开发通用 L4 自动驾驶技术的物理 AI 公司，于 2025 年底采用了 Claude Code，到 3 月，它已成为公司最受欢迎的代理编码工具。

在自动模式发布之前，资深软件工程师 Kai Zhou 已经开始原型设计一个内部替代方案：一个挂钩，将每个待执行动作发送到一个小模型，90% 的常规操作自动批准，任何敏感操作则通过 Slack 交由人工审核。该原型解决了一个实际矛盾：工程师讨厌不断处理审批提示，但从公司安全和法律角度来看，完全跳过权限检查太危险，无法批准。当自动模式发布后，Kai 将该副项目搁置。

如今，Kai 对他所编写的一切代码都使用自动模式。

“我不想一直坐在那里点击批准，”凯说。“我把自动模式用于我百分之百的编码工作。大多数时候，我会打开三到四个会话，让自动模式同时运行，只在需要时进行检查。”

例外情况是涉及其他团队的工作。例如，当Claude Code代他审查Pull Request时，凯会切换回交互模式，在每个请求发布之前进行审查。

自动模式也不是无限制运行的。Nuro严重依赖技能：https://agentskills.io/home，工程师在设置中会直接拒绝最危险的命令，比如递归删除。分类器在这些防护措施范围内做出判断。

然而，更重要的自动模式解锁功能是能够启动在工程师下班后继续运行的工作。具体来说，凯的团队使用自动模式来驱动长期运行的研究代理，这些代理优化其自动驾驶系统背后的评估指标：这些任务有明确、可量化的信号，代理可以自行迭代。

在夜间，代理可以研究评估套件标记的假阴性、起草提案、运行实验，并持续迭代结果。此方法可以扩展到任何具有明确评估方法的任务——Nuro的另一个团队利用它来减少特定二进制文件的内存占用——因为指标本身告诉代理它是在改进还是退步。

“前几天，我在晚上10点启动了一个代理，它一直运行到凌晨5点——早上它给了我三个PR，”凯说。“我觉得这相当了不起。只有自动模式才能实现这种工作量。”

在Gusto，一家领先的中小企业科技公司，向自动模式的转变最初是作为主动安全升级开始的。

Martin Emde在公司AI开发工具团队工作，他曾看到权限疲劳减慢了团队速度。自动模式在不牺牲控制或安全的前提下，给予他们同样的速度，并且由于工程团队普遍采用，整体权限负担明显下降。

自去年十二月以来，Martin 已启动了 2,425 场 Claude Code 会话，他每天都使用自动模式。过去在跨仓库工作中经常因文件夹访问审批而停滞的任务，现在可以不间断地运行，而像从 GitHub、Slack 和 Jira 汇总每日笔记这种无人值守的工作，也能自行运行。在他的团队分析中，自 2026 年 5 月中旬以来，大约 10% 的会话记录中出现了自动模式拒绝，这证明分类器在不影响合法任务的情况下确实在工作。

“自动模式为我们在速度与控制之间提供了更安全的平衡，”Martin 说。“我们能够去除重复的提示，同时提高生产力而不影响安全。我们可以看到自动模式会在合适的时候阻止操作，这让我们有信心快速推进。”

Gusto 的 AIT 云工程团队成员 Chad Kunsman 从另一个角度得出了同样的结论。他的工作——端点调查、日志审计、连接器管理，以及跨多个 MCP 服务器的文档导入——以短期二十分钟的间歇进行，而不是整夜长时间运行。他并不寻求更长的运行周期；他希望能在不干预的情况下绕过权限，同时避免错误提示或提示注入通过。

“考虑到对提示注入的防护，以及它检查你的操作是否真正与你要求一致的方式，这比绕过权限更好，也要比权限提示快得多，”Chad 说。

在分类器偶尔介入时，Chad 表示它总是精准的。“当它阻止我时，我觉得合理，并且它解释了原因。操作偏离了我最初的请求，它进行了检查。完全没有偏差。”

Chad 在处理最敏感的工作时仍会退出自动模式。当会话涉及生产基础设施——Terraform、AWS、对实时 API 的直接 POST 调用——时，他会切换为手动接受修改，并亲自核对每个工具调用。“你必须衡量节省的时间，与它可能犯错的地方以及潜在的严重后果，”他说。“归根结底，你仍然要对发生的事情负责。”

该判断在更广泛的纵深防御设置中运行：Gusto 将其 MCP 流量路由通过带有工具保护和提示检查的受控代理层，因此代理在自动模式介入之前就已使用严格限定的权限工作。

医疗科技公司 Garner Health 在二月份向所有 550 名员工推出了 Claude Code，覆盖了各个职能。该工具集成到所有核心系统中，包括 Salesforce、Zendesk 和 Snowflake，并鼓励员工每周花约两小时自动化工作中最可重复的部分。

在自动模式之前，这种规模会带来额外负担。Garner 的平台工程经理 Evan Magnussen 描述权限管理为一个繁琐的循环：手动挑选批准的命令列表并观看传递的命令被拒绝。

如今，Evan 和大多数同事在每次会话中都使用自动模式，从研究代码库到通过 MCP 管理外部集成。

Evan 说：“我们为整个工程组织建立了一个标准化的软件开发生命周期，这实际上只有在自动模式下才可能实现。员工们将其视为肩上的负担被卸下。他们不再需要长时间监控他们的代理。”

该生命周期作为标准化技能的插件运行。代理接手任务，探索其可访问的上下文，将上下文文件提交到存储库，进行 Evan 所称的“对抗性研究”以测试自身假设，然后进入实现阶段——只有在需要找不到的上下文时才暂停让人类介入。Evan 指出，在自动模式之前，研究密集的阶段是不可能的。

开箱即用时，该分类器几乎无需调优。Evan 的唯一调整类似于 Nuro 的 Kai：他配置了自动模式，不批准与其他人沟通的操作，比如发送 Slack 消息或电子邮件。

他说：“我个人不喜欢 Claude 在我与他人交流时代表我行动。”处理核心知识产权的团队——在自动模式之前最怀疑跳过权限——学会了调优分类器注入的提示，以便根据工作需要更或更少地放宽权限。

他对其他企业推出该方案的建议？积极参与并建立正确的控制措施，这样既能赋能工程师，又能确保安全部署。Evan 说：“如果我们说，大家去自己构建工作流，并且没有任何遥测，那将非常危险。因为我们有遥测，因为我们建立了相对标准化的工作流，我们会更有信心。”

在 Claude Code 中开始使用自动模式：https://code.claude.com/docs/en/auto-mode-config

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嗨，Claude！你能帮我为受众开发一个独特的声音吗？如果你需要更多信息，请立即向我提出 1-2 个关键问题。如果你认为我应该上传任何有助于你更好完成工作的文档，请告诉我。你可以使用你可以访问的工具——如 Google Drive、网页搜索等——如果这些工具能帮助你更好地完成任务。不要使用分析工具。请保持你的回复友好、简短且对话化。请尽快执行任务——如果生成一个成果物会有意义，那就生成一个。如果使用成果物，请考虑哪种成果物（互动的、视觉的、清单等）最适合这项特定任务。谢谢你的帮助！

嗨，Claude！你能改进我的写作风格吗？如果你需要更多信息，请立即向我提出 1-2 个关键问题。如果你认为我应该上传任何有助于你更好完成工作的文档，请告诉我。你可以使用你可以访问的工具——如 Google Drive、网页搜索等——如果这些工具能帮助你更好地完成任务。不要使用分析工具。请保持你的回复友好、简短且对话化。请尽快执行任务——如果生成一个成果物会有意义，那就生成一个。如果使用成果物，请考虑哪种成果物（互动的、视觉的、清单等）最适合这项特定任务。谢谢你的帮助！

嗨，Claude！你能集思广益，想一些创意点子吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成任务的文件，也请告诉我。你可以使用你能访问的工具——比如Google Drive、网页搜索等——如果它们能帮助你更好地完成这个任务。不要使用分析工具。请保持你的回复友好、简短和对话式。请尽快执行任务——如果有可行的产出物会更好。如果使用产出物，请考虑哪种类型的产出物（互动式、视觉化、清单等）对这个特定任务最有帮助。谢谢你的帮助！

嗨，Claude！你能用简单的方式解释一个复杂主题吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成任务的文件，也请告诉我。你可以使用你能访问的工具——比如Google Drive、网页搜索等——如果它们能帮助你更好地完成这个任务。不要使用分析工具。请保持你的回复友好、简短和对话式。请尽快执行任务——如果有可行的产出物会更好。如果使用产出物，请考虑哪种类型的产出物（互动式、视觉化、清单等）对这个特定任务最有帮助。谢谢你的帮助！

嗨，Claude！你能帮我理清这些想法吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成任务的文件，也请告诉我。你可以使用你能访问的工具——比如Google Drive、网页搜索等——如果它们能帮助你更好地完成这个任务。不要使用分析工具。请保持你的回复友好、简短和对话式。请尽快执行任务——如果有可行的产出物会更好。如果使用产出物，请考虑哪种类型的产出物（互动式、视觉化、清单等）对这个特定任务最有帮助。谢谢你的帮助！

嗨 Claude！你能帮我准备考试或面试吗？如果你需要更多信息，请立即向我提出1-2个关键问题。如果你认为我应该上传任何有助于你更好完成工作的文件，请告诉我。你可以使用你能访问的工具——比如 Google Drive、网络搜索等——如果它们能帮助你更好地完成任务。不要使用分析工具。请保持你的回答友好、简短并具有对话感。请尽快执行任务——如果有合适的工具或资料，提供一个会很棒。如果使用资料，请考虑哪种类型的资料（互动、可视化、清单等）对这个特定任务可能最有帮助。谢谢你的帮助！

嗨 Claude！你能解释一个编程概念吗？如果你需要更多信息，请立即向我提出1-2个关键问题。如果你认为我应该上传任何有助于你更好完成工作的文件，请告诉我。你可以使用你能访问的工具——比如 Google Drive、网络搜索等——如果它们能帮助你更好地完成任务。不要使用分析工具。请保持你的回答友好、简短并具有对话感。请尽快执行任务——如果有合适的工具或资料，提供一个会很棒。如果使用资料，请考虑哪种类型的资料（互动、可视化、清单等）对这个特定任务可能最有帮助。谢谢你的帮助！

嗨 Claude！你能查看我的代码并给我一些建议吗？如果你需要更多信息，请立即向我提出1-2个关键问题。如果你认为我应该上传任何有助于你更好完成工作的文件，请告诉我。你可以使用你能访问的工具——比如 Google Drive、网络搜索等——如果它们能帮助你更好地完成任务。不要使用分析工具。请保持你的回答友好、简短并具有对话感。请尽快执行任务——如果有合适的工具或资料，提供一个会很棒。如果使用资料，请考虑哪种类型的资料（互动、可视化、清单等）对这个特定任务可能最有帮助。谢谢你的帮助！

嗨，Claude！你能和我一起编程吗？如果你需要更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成工作的文件，请告诉我。你可以使用你可以访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成任务。不要使用分析工具。请保持回答友好、简短并具有对话风格。请尽快执行任务——如果可行的话，附带一个成果物会很不错。如果使用成果物，请考虑哪种类型的成果物（互动式、视觉化、清单等）对这个具体任务最有帮助。感谢你的帮助！

嗨，Claude！你能写拨款提案吗？如果你需要更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成工作的文件，请告诉我。你可以使用你可以访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成任务。不要使用分析工具。请保持回答友好、简短并具有对话风格。请尽快执行任务——如果可行的话，附带一个成果物会很不错。如果使用成果物，请考虑哪种类型的成果物（互动式、视觉化、清单等）对这个具体任务最有帮助。感谢你的帮助！

How the teams at Nuro, Gusto, and Garner Health use auto mode to balance speed and safety at production scale.

Auto mode is now the default：http://claude.com/blog/auto-mode-default-in-claude-code setting in Claude Code. Instead of asking you to approve every command an agent wants to run, a classifier evaluates each action and blocks ones that look potentially harmful.

Auto mode’s design resolves a common agentic coding tradeoff: speed vs. safety. Reviewing every command keeps a human in the loop, but once sessions stretch to hours or multiply in parallel, that oversight becomes the bottleneck. Skipping permission checks entirely is faster—and it’s also how prompt injection, scope drift, and the occasional deleted production resource get through.

Auto mode closes most of that gap. In internal evaluations, the classifier caught more dangerous actions than developers did when clicking through permission prompts by hand, and its performance held up under third-party red-teaming. And because sessions pause less often, Claude works 9x longer between interruptions than under the previous default—across all Claude Code usage.

To see how auto mode holds up in production, we spoke with teams at Nuro, Gusto, and Garner Health about how and why they use auto mode as their daily driver to balance speed with safety in their production environments.

Nuro, the physical AI company developing universal Level 4 autonomous driving technology, adopted Claude Code in late 2025, and by March it was the most popular agentic coding tool at the company.

Before auto mode shipped, staff software engineer Kai Zhou had already started prototyping an internal stand-in: a hook that sent each pending action to a small model, auto-approved the routine 90 percent of the time, and routed anything sensitive to Slack for a human to review. The prototype answered a real tension: engineers hated babysitting approval prompts, but from a company security and legal standpoint, skipping permissions outright was too dangerous to sanction. When auto mode shipped, Kai shelved the side project.

Today, Kai runs auto mode for everything he writes.

"I don't want to sit there and click approve all the time," said Kai. "I use auto mode for 100 percent of my coding work. Most of the time, I open three or four sessions running auto mode in parallel and just check in when I need to.”

The exception is work that touches other teams. For instance, when Claude Code reviews a Pull Request on his behalf, Kai switches back to interactive mode and reviews each one before it goes out.

Auto mode doesn’t run unconstrained, either. Nuro leans heavily on skills：https://agentskills.io/home, and engineers deny the most dangerous commands, like recursive deletes, outright in their settings. The classifier makes its judgment calls inside those guardrails.

The bigger auto mode unlock, however, has been the ability to kick off work that keeps running after engineers are done for the day. Specifically, Kai’s team uses auto mode to power long-running research agents that hill-climb the evaluation metrics behind its autonomous-driving stack: tasks with a clear, measurable signal an agent can iterate against on its own.

Overnight, an agent can study false negatives flagged by the evaluation suite, draft a proposal, run experiments, and keep iterating on the results. The approach extends to any task with a clear evaluation method—another team at Nuro uses it to shrink the memory footprint of a specific binary—because the metric itself tells the agent whether it’s improving or regressing.

"The other day, I kicked off an agent at 10 p.m. and it kept running until 5 a.m.—and it gave me three PRs in the morning," Kai said. "I think it's pretty impressive. Only auto mode enables this kind of workload."

At Gusto, a leading SMB technology company, the move to auto mode started as a proactive security upgrade.

Martin Emde, who works on the company's AI Dev Tools team, had watched permission fatigue slow the team down. Auto mode gave them the same velocity without sacrificing control or security, and since adoption took hold across engineering, the overall permissions burden has noticeably declined.

Martin has kicked off 2,425 Claude Code sessions since December, with auto mode as his daily driver. Cross-repo work that used to stall on folder-access approvals now runs uninterrupted, and unattended jobs, like compiling daily notes from GitHub, Slack, and Jira, run on their own. In his team’s own analysis, roughly 10% of session transcripts since mid-May 2026 included an auto mode denial, evidence the classifier is doing real work without dragging on legitimate tasks.

“Auto mode gave us a safer balance between speed and control," Martin said. "We were able to remove the repeated prompts and increase productivity without compromising safety. We can see that auto mode blocks at the right time, which gives us the confidence to move quickly."

Chad Kunsman, a member of Gusto’s AIT Cloud Engineering team, came to the same conclusion from the other direction. His work—endpoint investigations, log audits, connector management, doc ingestion across a stack of MCP servers—runs in short, twenty-minute bursts rather than overnight marathons. He wasn't looking for longer runs; he wanted the hands-off pace of bypass permissions without the exposure of a bad prompt, or a prompt injection, slipping through.

"Given the protection against prompt injection, and the way it checks that what you're doing actually lines up with what you asked for, it's the better choice than bypass permissions and far faster than permission prompts," said Chad.

On the rare occasions the classifier does step in, Chad says it's on the mark. "When it stopped me, it made sense and explained why. It was drifting from what I'd originally asked, and it checked in. It wasn't off base at all."

Chad still steps out of auto mode for his most sensitive work. When a session has its teeth into production infrastructure—Terraform, AWS, direct POST calls against live APIs—he switches to accept edits and verifies each tool call by hand. “You have to weigh the amount of time you’re saving against what it could reasonably make a mistake on, and how catastrophic that would be,” he said. “Ultimately, you’re still responsible for what happens.”

That judgment operates inside a broader defense-in-depth setup: Gusto routes its MCP traffic through a governed proxy layer with tool guards and prompt inspection, so agents work with tightly scoped permissions before auto mode ever weighs in.

Garner Health, the healthcare technology company, rolled out Claude Code in February to all 550 employees across every function. The tool is wired into all the core systems including Salesforce, Zendesk, and Snowflake, and employees are encouraged to spend about two hours a week automating the most repeatable parts of their job.

Before auto mode, that scale came with overhead. Evan Magnussen, Garner's platform engineering manager, describes permission management as a tedious cycle of hand-curating approved command lists and watching piped commands get rejected.

Today, Evan and most of his colleagues use auto mode in every session, from researching the codebase to managing external integrations through MCP.

“We've built out a standardized software development lifecycle for the entire engineering organization that is really only possible because of auto mode,” Evan said. “Employees view it as a weight off their shoulders. They don’t have to monitor their agents for hours on end anymore."

That lifecycle runs as a plugin of standardized skills. An agent picks up a task, explores the context it has access to, commits context files to the repository, runs what Evan calls “antagonistic research” to pressure-test its own assumptions, and then moves on to implementation—pausing for a human only when it needs context it can’t find on its own. The research-heavy stages, Evan notes, weren’t possible before auto mode.

Out of the box, the classifier has needed little tuning. Evan’s one adjustment mirrors Kai’s at Nuro: he configured auto mode not to approve actions that communicate with other people, like sending Slack messages or emails.

“I personally don’t like Claude to just act on my behalf when I’m communicating with another person,” he said. Teams working on core intellectual property—the most skeptical of skipping permissions before auto mode—learned to tune the classifier’s injected prompts to be more or less permissive for their work.

His advice for other enterprises rolling it out? Lean in and build the right controls so that you can empower engineers while ensuring safe deployment. “If we were to say, everyone go build your own workflows, and we have no telemetry, that would be very dangerous,” Evan said. “Because we have the telemetry, because we’ve built out workflows that are relatively standard, we have much more confidence.”

Get started with auto mode ：https://code.claude.com/docs/en/auto-mode-config in Claude Code.

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Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!

Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!