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2026-08-27 16 builders · 32 tweets · 1 podcasts · 2 blogs

🔥 热点话题

Walleye对冲基金CEO的全员AI转型剧本A $10B Hedge Fund’s AI Playbook

The Takeaway:对冲基金要真正用好AI,CEO必须亲自带头,把AI变成非可选的文化,而不是可有可无的工具。

Will是Walleye(近100亿美元AUM的多策略对冲基金)的CEO、CIO兼管理合伙人,同时也是Every的咨询客户。他以工程师和数学博士背景起家,长期深耕量化交易,但对生成式AI的全面拥抱却是近几年加速的。两年前一位分析师用早期GPT工具做了演示,让他看到基本面研究可以被AI大幅增强;今年听Chris Sacca的播客后,他直接给全公司发邮件,强制全员接受AI培训,不管技术背景如何。

他在内部邮件里写得很直白:“Using ChatGPT is not cheating. That’s a non applicable idea from academia. I use ChatGPT to write this email. You should be using it too and be proud of it. As a hedge fund, we should be ashamed to leave money on the table by ignoring tools that make us faster, smarter, and more effective. Not using these tools is like refusing to use the Internet in 1995 because it wasn’t perfect.”

Will强调,自己是owner-operator,不担心被解雇,所以能快速把“游轮”转向。公司内部已有Current工具服务多头选股团队,在财报季使用量暴增;全公司约75%的人每周在用ChatGPT类工具,三分之一用AI编程工具。他们还记录几乎所有会议和通话,构建内部“Borg”数据湖,让LLM持续处理风险会议转录并提供洞察。他的核心信念是:AI不会完美,但方向明确,领导者必须先立下“用不好AI就落后”的基调,才能释放组织活力。
The Takeaway: Real AI adoption at a hedge fund starts with the CEO treating it as non-negotiable culture, not an optional tool.

Will, CEO/CIO/managing partner of Walleye (nearly $10B AUM multi-strategy hedge fund) and Every consulting client, has a deep technical background as a Princeton engineer and Oxford math PhD who built quant strategies for years. The generative AI pivot accelerated after a 2023 demo from an analyst who used early GPT tools to augment research, and a more recent Chris Sacca podcast that pushed him to mandate firm-wide AI training for all 400 employees regardless of technical skill.

He wrote to the entire firm: “Using ChatGPT is not cheating. That’s a non applicable idea from academia. I use ChatGPT to write this email. You should be using it too and be proud of it. As a hedge fund, we should be ashamed to leave money on the table by ignoring tools that make us faster, smarter, and more effective. Not using these tools is like refusing to use the Internet in 1995 because it wasn’t perfect.”

As owner-operator he can steer the “cruise ship” fast. Internally they run Current for fundamental long-short teams (usage spikes in earnings season), ~75% of the firm uses ChatGPT-like tools weekly, and about a third uses AI coding tools. They record nearly every meeting and call, building an internal “Borg” data lake so LLMs can process risk-call transcripts for memory and predictive insight. His core stance: tools are imperfect but the direction is clear; only the leader can set the tone that falling behind is the real risk.
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Claude内置浏览器与Chrome扩展正式全面可用Claude Gets Built-in Browser in Cowork + Claude in Chrome GA

Claude Blog:Claude now has its own built-in browser in Cowork,以及Claude in Chrome正式对所有付费计划全面可用。

当任务涉及网站时,桌面端Cowork侧边栏会自动打开独立浏览器,Claude可以导航、阅读、点击、填表、完成整个网页流程,无需扩展,也不共享用户自己的浏览器标签、书签或密码。用户可按站点选择性导入登录状态(银行、邮箱、SSO默认排除)。已有Claude in Chrome扩展的用户仍将其作为默认,可在设置中随时切换。

同步发布的Claude in Chrome对所有付费计划GA,并新增更自主的动作执行能力:安全分类器会在执行前验证每个动作是否匹配用户原始请求。为了对抗prompt injection,Anthropic持续用内部攻击库、外部红队和真实监控训练模型与探针,并增加动作验证分类器。评估显示,在探针+分类器加持下,针对Sonnet 5、Opus 5等模型的攻击成功率为0%(Fable 5仅0.3%,且均为低严重性)。企业管理员可限制域名并集中管控。

实用意义:内部仪表盘、遗留系统和无连接器的供应商门户现在都能被Claude直接操作,真正把“浏览器里的工作”交给AI。
Claude Blog: Claude now has its own built-in browser in Cowork, and Claude in Chrome is generally available on every paid plan.

When a task needs a website, a separate browser opens in the Cowork side panel on the desktop app. Claude navigates, reads, clicks, types, and finishes the job without any extension and without seeing the user’s own tabs, bookmarks, or passwords. Logins can be imported site-by-site (banking, email, and SSO excluded by default). Existing Claude in Chrome users keep it as default and can switch in Settings.

Claude in Chrome simultaneously goes GA with more autonomous actions: a safety classifier validates every action against the original request before execution. Defenses against prompt injection include continuous training on an expanding attack library, probes that screen tool results, and the new action classifier. Evaluations show 0% success rate against Sonnet 5 and Opus 5 when probes + classifier are active (0.3% on Fable 5, all low-severity). Enterprise admins can restrict domains.

Practical impact: internal dashboards, legacy systems, and vendor portals without connectors are now directly operable by Claude.
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Box CEO Aaron Levie:企业非结构化数据才是AI真正战场Box CEO Aaron Levie on Why Unstructured Data Is the Real AI Battleground

Box CEO Aaron Levie在Q2财报后发帖总结:营收3.211亿美元,同比增长9%(恒定汇率11%,为14个季度最高),全年指引上调至12.9亿美元。增长核心来自企业希望用AI释放非结构化内容价值。

他指出,当前最先进的超级智能如果没有企业知识就毫无用处。合同、研究材料、财务文件、营销资产、产品路线图等绝大多数公司知识都存在于非结构化数据中。过去只能查询结构化数据,现在AI agent可以针对这些内容提问、挖掘智能并自动化几乎任何涉及企业内容的流程。

技术领导者还意识到,模型能力在OpenAI、Anthropic、Google、NVIDIA等之间快速演进,企业需要可随时切换模型与agent的应用层平台,而不是把数据和流程锁死在单一系统。安全同样关键——近期OpenAI Hugging Face事件提醒,企业需要强大的权限管控、审计日志和实时告警,防止人类或agent越权访问。Box正聚焦成为智能内容管理平台,帮助企业规模化处理非结构化数据。
Box CEO Aaron Levie summarized Q2 results: $321.1M revenue, up 9% (11% constant currency, highest in 14 quarters), full-year guidance raised to $1.290B. Growth is driven by enterprise demand to unlock unstructured content with AI.

He argues the world’s most advanced superintelligence is only as useful as the enterprise knowledge it can access. Contracts, research, financials, marketing assets, roadmaps—the bulk of corporate knowledge—live in unstructured data. AI agents can now query it, mine intelligence, and automate nearly any workflow involving that content.

Leaders also recognize that as models from OpenAI, Anthropic, Google, NVIDIA and others advance, enterprises need applied platforms that let them swap models or agents on existing workflows without migration. Security is non-negotiable after incidents like the OpenAI Hugging Face event; robust guardrails, audit logs, and real-time alerts are required. Box is focused on becoming the leading intelligent content management platform for unstructured data at scale.
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💰 创业成功案例

DeepCogito完成4300万美元A轮,专注后训练与递归自我改进DeepCogito Raises $43M Series A for Post-Training and Recursive Self-Improvement

SPC General Partner Aditya Agarwal宣布:DeepCogito完成4300万美元A轮,投资方包括Benchmark、TQ Ventures、Atreides、Nexus VP、Zscaler等。

该公司是后训练研究实验室,核心方法是迭代蒸馏与放大(IDA),已在3B到600B+参数模型上公开验证。联合创始人Ishaan Arora与Dhruv Malrana认识14年,2024年3月在SPC Founder Fellows项目相识。Aditya认为AI前沿将由后训练决定,团队正聚焦大规模强化学习和递归自我改进。
SPC General Partner Aditya Agarwal announced DeepCogito’s $43M Series A, backed by Benchmark, TQ Ventures, Atreides, Nexus VP, Zscaler and others.

DeepCogito is a post-training research lab whose core method is iterated distillation and amplification (IDA). They have already demonstrated the approach publicly on models from 3B to 600B+ parameters. Founders Ishaan Arora and Dhruv Malrana have known each other 14 years and met the SPC team as Founder Fellows in March 2024. Aditya’s thesis: the AI frontier will be determined by post-training, and the team is pushing large-scale RL and recursive self-improvement.
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NVIDIA成为开源AI中心,Hugging Face找到完美归宿NVIDIA Becomes the Center of Open-Source AI with Hugging Face

FirstMark VC Matt Turck点评:NVIDIA正式成为开源AI中心(Nemotron + Hugging Face),Hugging Face获得巨大加持并找到完美东家(再也不用被商业模式追问),开源AI整体胜利。向Clément Delangue、Thomas Wolf等人表示祝贺。
FirstMark VC Matt Turck called it a win-win-win: NVIDIA is now officially the center of open-source AI with Nemotron and Hugging Face; Hugging Face gets a massive boost and the perfect home (no more business-model nagging); open-source AI wins. Congrats to Clément Delangue, Thomas Wolf and team.
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🛠️ 开发者工具与技巧

Vercel推出全球Sandbox计算与安全CLIVercel Ships Global Sandboxes and Security Check CLI

Vercel CEO Guillermo Rauch展示:代理可随时调用的全球计算能力,多区域、故障转移,默认支持最多1万并发sandbox和每分钟5000 vCPU爬坡,更多区域即将上线。同时发布安全仪表盘和vercel security check CLI,可像is-agentic一样让agent在人机协同或定时任务中提升安全姿态。
Vercel CEO Guillermo Rauch highlighted global compute at agents’ fingertips: multiple regions, failover, up to 10,000 concurrent sandboxes and 5,000 vCPUs/min ramp by default, with more regions coming. They also shipped a security dashboard and the vercel security check CLI so agents can improve security posture with human-in-the-loop or via crons.
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Claude新增SendFeedback工具,反馈可直接对话完成Claude Adds SendFeedback Tool for In-Conversation Bug Reports

Anthropic的Thariq(Claude Code)宣布自己推动的改动已上线:Claude现在有SendFeedback工具,用户不用再手动/feedback写报告,直接告诉Claude起草并确认即可。反馈对改进产品至关重要。同时提醒客户注意欺诈请求,感谢Stripe的防护工作。
Anthropic’s Thariq (Claude Code) announced his change is live: Claude now has a SendFeedback tool so users can simply tell Claude to draft and approve a report instead of manually hitting /feedback. Feedback is highly valued for improvement. He also noted customers are being targeted by fraudulent requests and appreciated Stripe’s work to protect legitimate usage.
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Codex可视化功能显著提升,原生应用已上线Codex Visualization Improves Sharply; Native Apps Arrive

Peter Steinberger称Codex的可视化功能变得非常出色。Dan Shipper同步宣布Codex原生应用正式上线。
Peter Steinberger noted that Codex’s visualization feature has gotten really good. Dan Shipper separately announced that Codex native apps are here.
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Google Labs的Josh Woodward实验多人AIGoogle Labs’ Josh Woodward Experiments with Multiplayer AI

Google VP Josh Woodward(Google Labs / Gemini App / AI Studio)分享正在实验多人AI交互。
Google VP Josh Woodward (Google Labs, Gemini App, AI Studio) shared that he is experimenting with multiplayer AI.
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🌍 其他动态

OpenAI的Thibault:几天 syn 几年的工作节奏OpenAI’s Thibault on the Compressed Pace of Work

OpenAI Codex & ChatGPT的Thibault Sottiaux感慨:在OpenAI工作几周感觉像在其他公司过了好几年,几天就能“老去”很多。另一条推文说感觉已经20年没按重置键了,想明天找出来试试。
OpenAI’s Thibault Sottiaux (Codex & ChatGPT) observed that a few weeks at OpenAI feel like years elsewhere in terms of output, and that one can age a lot in just a few days. In a follow-up he mused that it feels like 20 years since he last pressed the reset button and is intrigued to try dusting it off.
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Sam Altman想再办模型发布派对Sam Altman Wants Another Model-Release Party

Sam Altman表示5.5的发布派对很有趣,想为下一个模型再办一次,并征集让派对更酷的想法。同时转发并称赞一份关于负面事件的优质报告。
Sam Altman said the 5.5 party was a lot of fun and suggested doing another for the next model release, asking what would make it awesome. He also quoted a report on a negative incident, calling it “a good report about a bad thing.”
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Zara Zhang:AI写作的双重标准与PR部门的反作用Zara Zhang on AI-Writing Double Standards and PR Irony

Zara Zhang指出很多人在AI写作上持双重标准:“我用可以,你用就不行”。另一条推文批评大公司PR团队往往反而阻碍真正的营销和品牌建设,功能设计本意是提升品牌,结果却与之对立。
Zara Zhang observed a common double standard on AI writing: “it’s fine if I use it; it’s not fine if YOU use it.” She also argued that most PR teams at large companies end up blocking real marketing and branding—the function designed to enhance brand becomes antithetical to it.
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Dan Shipper:多面手与哲学家的黄金时代Dan Shipper: Golden Age for Polymaths and Philosophers

Every CEO Dan Shipper引用并评论:这是多面手和哲学家的确定黄金时代,也是对抗认知绝望的良药,时机绝佳。
Every CEO Dan Shipper amplified the observation that this is a definite golden age for polymaths and philosophers—and a good antidote for epistemic despair. An incredible time.
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Matt Turck做客聊NVIDIA、超级幂律与中国Matt Turck on NVIDIA as Top VC, Hyper Power Law, and China

Matt Turck做客播客,讨论为何NVIDIA可能是世界上最好的风险投资机构、超级幂律、应用比实验室更快变成实验室、RSI与“建造上帝”、AI泡沫 vs 期限错配,以及学会不再低估中国。
Matt Turck appeared as guest (instead of host) and covered why the best venture firm in the world might be NVIDIA, the “hyper power law,” why apps are becoming labs faster than labs become apps, RSI and “building God,” AI bubble vs duration-mismatch concerns, and learning to stop underestimating China.
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