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2026-04-02 10 builders · 15 tweets · 1 podcasts · 0 blogs

🔥 热点话题

AI证明越来越优雅AI Proofs Getting More Elegant

OpenAI科学副总裁Kevin Weil指出,AI不仅正在解决更多开放问题,而且随着模型改进,其证明也变得越来越优雅。

这一观察突显AI正在从单纯的计算能力转向数学和科学领域更精炼、更具洞察力的求解方式。
Kevin Weil, VP Science at OpenAI, shared that not only is AI solving more open problems, but its proofs are getting more elegant as the models improve.

This observation highlights how AI is evolving from raw computation toward more refined, insightful problem-solving in mathematics and science.
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AI代理在企业的真正瓶颈Real Rate Limiters for AI Agents in Enterprises

Box CEO Aaron Levie对AI代理的生产力给出了接地气的反直觉观点:最终的速率限制因素将是安全、合规、治理,以及审查代理工作以确保符合监管的能力。

我们一直活在幻想中,以为企业会让代理自由地“vibe code”一切;最近48小时的例子说明了为什么公司不会承担每项技术的所有风险。AI生产力没有免费午餐——企业必须建立系统、流程和控制措施,以防止代理在任何时间对任何数据为所欲为。
Box CEO Aaron Levie offered a grounded contrarian perspective on AI agent productivity: the ultimate rate limiter will be security, compliance, governance, and the ability to review agent work to ensure regulatory compatibility.

We've been in la-la land assuming enterprises will let agents freely 'vibe code' everything; the last 48 hours show why companies won't take on every risk with every piece of technology. There's no free lunch—firms must build systems, processes, and controls so agents can't run wild on any data at any time.
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源代码公开:现代版生产环境修bug?Public Source Code: Modern Version of Fixing Bugs in Production?

South Park Commons普通合伙人兼Bevel Health联合创始人Aditya Agarwal,曾是Facebook早期工程师和Dropbox CTO,他回顾了早期Facebook“在生产环境中修复bug”的理念,当时这对大多数人来说听起来很疯狂。

他认为,对于动态软件来说,现代版本可能是直接将源代码公开。随着软件变得如此动态,这也许没那么疯狂——或者它确实完全疯狂。
Aditya Agarwal, General Partner at South Park Commons and Co-Founder of Bevel Health, former early engineer at Facebook and CTO at Dropbox, reflected on early Facebook's "fixing bugs in production" philosophy that once sounded crazy to outsiders.

He suggests the modern equivalent for dynamic software might be simply making your source code public. With software evolving so rapidly, this approach may not be as batshit crazy as it seems—or perhaps it still is.
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💰 创业成功案例

AI代理驱动的一人十亿美元初创公司One-Person Billion-Dollar Startups Powered by AI Agents

要点:AI驱动的经理代理很快就能让一位创始人通过协调产品开发、销售、支持等自我运行的运营,实现十亿美元公司。

安德鲁是纽约通用智能公司(The General Intelligence Company of New York)的CEO和创始人,这是他18岁辍学后担任CEO的第二家公司,他有一个清晰的使命:用AI构建自我运行的组织。

从Co-Founder开始,他们的云端AI助手具备先进记忆功能,能自动化处理邮件、候选人搜索和运营(已被超过8000家初创公司使用),但他们意识到,光有助手还不足以构成一家公司。完整公司需要自主完成产品创建、销售、支持和运营。

他们的新产品Co-Founder CTO提供了云端首个完全自主的工程部门。它使用经理代理来委派Claude等编码代理、浏览器代理进行测试,并通过Vercel的预览环境部署——无需本地开发。功能从工单到测试、自动合并PR,全流程自动化,还包括基础设施监控和自动修复。内部团队速度提升了400%,平均每位工程师每天25个PR,有时在token上的花费甚至超过薪资。安德鲁指出,“我们已经开始在某些日子里在token上的花费超过薪资。”

未来六个月,客服代理和完整的CRO收入栈将完善这一图景,将一人十亿美元公司从愿景变为现实。
The Takeaway: AI-powered manager agents will soon enable a single founder to run a billion-dollar company by orchestrating self-running operations across product development, sales, support, and more.

Andrew, CEO and founder of The General Intelligence Company of New York—his second venture after dropping out of college at 18 to lead as CEO—has a clear mission: build organizations that run themselves with AI.

Starting with Co-Founder, their cloud-based AI assistant with advanced memory that automates emails, candidate searches, and operations (used by over 8,000 startups), they realized an assistant alone doesn't make a company. A full company needs to create a product, sell it, support it, and operate it autonomously.

Their new Co-Founder CTO delivers the first fully autonomous engineering department in the cloud. It uses manager agents to delegate to coding agents like Claude, browser agents for testing, and Vercel for deployments in preview environments—no local dev required. Features go from ticket to tested, merged PR automatically, with infrastructure monitoring and auto-fixes. Internally, their team is 400% faster, averaging 25 PRs per engineer per day, sometimes spending more on tokens than salaries. As Andrew notes, "we've started spending more on tokens than on salaries depending on the day."

Over the next six months, customer support agents and a full CRO revenue stack will complete the picture, turning the one-person billion-dollar company from vision to reality.
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🛠️ 开发者工具与技巧

🌍 其他动态

三月份Codex没有增长?No Growth in Codex for March?

AI构建者Swyx,与Cognition、Temporal.io和Latent Space播客有合作,他好奇三月份Codex没有增长是怎么回事,并分享了相关数据。

这可能表明某些AI编码工具采用趋势出现放缓或转变。
Swyx, AI builder and affiliate with Cognition, Temporal.io, and Latent Space podcast, wondered what happened with no observed growth in Codex during March and shared supporting data.

This might indicate a slowdown or shift in certain AI coding tool adoption trends.
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