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2026-05-03 11 builders · 23 tweets · 1 podcasts · 1 blogs

🔥 热点话题

Greg Brockman:人类注意力成为新瓶颈Greg Brockman: Human Attention Is the New Bottleneck

OpenAI 联合创始人兼总裁 Greg Brockman 指出,虽然计算资源和模型能力持续快速提升,但人类注意力将成为未来最稀缺资源。模型已能自主编写代码、优化系统,甚至主动升级问题,但最终判断“好不好、是否符合价值观”仍需人类把关。他分享了 Codex 等工具如何改变工作流程,并强调初创公司应全力拥抱这些工具,建立丰富上下文以让 AI 有效辅助。

Brockman 认为 scaling laws 仍具强大生命力,神经网络从 1940 年代概念至今持续受益于更多计算。OpenAI 内部使用代理时强调人类最终负责代码合并,并在不同部门垂直部署工具。未来公司形态可能更扁平,独行者也能构建大型业务。
OpenAI co-founder and president Greg Brockman highlights that while compute and model capabilities continue rapid growth, human attention is becoming the scarcest resource. Models can now autonomously write code, optimize systems, and proactively escalate issues, but final judgment on "is this good and aligned with values" remains a human task. He shared how tools like Codex are transforming workflows and urged startups to fully embrace them, building rich context so AI can effectively assist.

Brockman believes scaling laws remain powerfully relevant—neural nets conceived in the 1940s continue benefiting from more compute. OpenAI uses agents with human accountability for merged code and deploys tools vertically across departments. Company structures may become flatter, enabling solopreneurs to build incredible businesses.
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Aaron Levie:AI 将增加而非减少工程师需求Aaron Levie: AI Will Increase, Not Decrease, Engineer Demand

Box CEO Aaron Levie 通过思想实验解释:AI 让非科技公司也能获得顶级模型输出,工程师生产力提升 2-5 倍后,他们会雇用更多人才来完成此前因资源限制而搁置的项目。这种效应将遍及银行、制造、零售等各行业及中小企业,不仅限于工程,还包括营销、法律等领域。AI 释放未满足需求,从而创造新工作。
Box CEO Aaron Levie uses a thought experiment: AI gives non-tech companies access to the same top model outputs as tech giants. With engineers 2-5X more productive, companies will hire more talent to tackle previously sidelined projects due to resource constraints. This effect spans banks, manufacturers, retailers, SMBs, and extends beyond engineering to marketing, legal, and more. AI unlocks unmet needs, creating new jobs.
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Sam Altman:更聪明仍比更快更便宜重要Sam Altman: Smarter Still Matters More Than Faster/Cheaper

OpenAI CEO Sam Altman 表示,尽管希望模型更便宜更快,但他观察到“更聪明”仍是目前最关键因素。他还称 5.5 xhigh fast mode 表现优秀,并分享了通过孩子频道观看 F1 的快乐时刻。
OpenAI CEO Sam Altman notes that while he wants models cheaper and faster, "being smarter" remains the most important factor. He also praised 5.5 xhigh in fast mode as really good and shared enjoying F1 via the kids broadcast.
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🛠️ 开发者工具与技巧

Anthropic 发布 Managed Agents:解耦大脑与执行手Anthropic Launches Managed Agents: Decoupling Brain from Hands

Anthropic Engineering 博客介绍 Managed Agents,这是一个托管服务,通过会话(session)、harness 和 sandbox 的抽象接口实现长期代理运行。这些接口设计通用,可适应未来模型改进,避免特定实现过时。关键创新包括将 harness 从容器中解耦,使其成为 cattle 而非 pet,提升可靠性和多 brain/multi hand 支持。TTFT 延迟大幅降低(p50 降 60%),安全边界也通过凭证隔离得到加强。

该系统解决上下文焦虑等问题,适合长时任务。
Anthropic Engineering blog introduces Managed Agents, a hosted service running long-horizon agents via general interfaces for session (append-only log), harness, and sandbox. These abstractions outlast specific implementations as models improve. Key innovation: decoupling the harness (brain) from containers (hands), treating them as cattle for better reliability and scaling many brains/hands. TTFT latency dropped significantly (p50 ~60%). Security improved via credential isolation.

Addresses context anxiety for long-running tasks.
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Peter Steinberger 发布 Crabbox 0.3.0 和 OpenClaw 更新Peter Steinberger Releases Crabbox 0.3.0 and OpenClaw Updates

OpenClaw 的 Peter Steinberger 发布了 Crabbox 0.3.0,支持远程 Linux dirty worktrees、GitHub 浏览器登录、Blacksmith Testbox 等新功能。另一个更新修复了 npm 安装的依赖问题,并将大部分功能移入 extensions,使包更轻量。
OpenClaw's Peter Steinberger released Crabbox 0.3.0 with remote Linux dirty worktrees, GitHub browser login, Blacksmith Testbox integration, durable events, and more. Another update fixes dependency issues with npm installs and moves almost everything into extensions for a leaner package.
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开发者使用 Codex/Claude 整理文件与 DriveUsing Codex/Claude Code to Marie Kondo Files and Drive

Peter Yang 分享给 Codex 和 Claude Code 完整电脑与 Google Workspace 访问权限,让它们制定计划清理启动项、下载文件夹并整理 Google Drive。强调先索要计划再执行,以降低风险。现在他的文件系统终于“spark joy”。
Peter Yang gives Codex and Claude Code full access to his computer and Google Workspace to plan and execute cleanups of boot apps, downloads folder, and Drive organization. Always ask for a plan first due to semi-dangerous operations. His files now spark joy.
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💰 创业成功案例

Vibe-kanban 关停反思:专注企业销售与 token 转售Vibe-kanban Shutdown: Lessons on Enterprise Sales and Token Reselling

Swyx 表达对 tokengobbler 的尊重,其 Vibe-kanban 项目在仍有 3 万 MAU 时关停并开源。创始人指出赚钱的公司都在做两件事:卖给企业或转售 tokens,而他们两者都没做。从 2021-2025 的软件工程回顾值得学习。
Swyx respects tokengobbler for shutting down Vibe-kanban (still at 30k MAU) and open-sourcing it. Founder noted successful companies do two things: sell to enterprise or resell tokens—they did neither. Valuable software engineering retrospective from 2021-2025.
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🌍 其他动态

Amjad Masad 观察 AI 项目与 prompt 新含义Amjad Masad on AI Projects and New Meaning of Prompt

Replit CEO Amjad Masad 分享了 10 个项目并行运行 10 个代理的震撼场景,并评论 prompt 含义已完全改变但许多事情保持不变。
Replit CEO Amjad Masad reacted to 10 projects running 10 parallel agents each and noted how “prompt” took on an entirely new meaning while many things stayed the same.
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Garry Tan 推荐 GBrain + OpenClaw 作为个人 BlinkistGarry Tan Recommends GBrain on OpenClaw as Infinite Personal Blinkist

Y Combinator CEO Garry Tan 表示 GBrain 在 OpenClaw 上配合 book-mirror skill pack 就像无限个人 Blinkist。
YC CEO Garry Tan shared that GBrain on OpenClaw with book-mirror skill pack works like an infinite personal Blinkist.
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Dan Shipper 展示 Codex-native 工作流Dan Shipper Shows Codex-Native Workflow

Every CEO Dan Shipper 展示 agent 持续运行左侧、应用右侧的未来工作方式,并推荐使用 Proof 尝试 codex-native app。
Every CEO Dan Shipper illustrated the future of work with agent running continuously on the left and the application used by human+agent on the right. Recommended Proof for codex-native apps.
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Nikunj Kothari 对 VC 基金策略的反思Nikunj Kothari on VC Downside Capping vs Upside Maximizing

FPV Ventures 合伙人 Nikunj Kothari 批评许多基金过于注重 capping downside 而非 maximizing upside,担心这会导致短期行为和 AUM-maxxing 而非打造 5-10x 回报基金。
FPV Ventures partner Nikunj Kothari critiqued funds overly focused on capping downside instead of maximizing upside, warning it leads to short-sighted AUM-maxxing rather than 5-10x fund returns.
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🌍 其他动态

Aditya Agarwal 赞美国硬科技建设Aditya Agarwal on Hard Tech Being Built in America

South Park Commons GP Aditya Agarwal 表示离开控制台和终端后,会看到美国正在构建大量硬科技,令人深受鼓舞。
South Park Commons GP Aditya Agarwal noted that getting out of the console reveals a lot of inspiring hard tech being built in America.
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