TODAY · 20 STORIES
Last Update: 2026-07-29 08:01
01
Kimi Linear 是一种兼具表达力与高效率的线性注意力架构，旨在降低长序列处理的计算成本，同时保持模型性能。
Kimi Linear is an expressive and efficient linear-attention architecture designed to reduce long-context computation while preserving strong model performance.
02
OpenAI 开源了 Codex Security，一款利用 AI 分析代码、发现并验证安全漏洞的工具，有望提升自动化代码审计能力。
OpenAI has open-sourced Codex Security, an AI-powered tool for finding and validating software vulnerabilities and improving automated code audits.
03
文章概述 Kimi K3 的模型架构及关键设计，帮助开发者理解其技术路线、效率优化与实现细节。
This overview explains Kimi K3’s architecture, key design choices, efficiency optimizations, and notable implementation details.
04
Anthropic 展示 Claude 如何协助发现密码学弱点，说明大模型可用于分析复杂协议与辅助安全研究。
Anthropic demonstrates how Claude can uncover cryptographic weaknesses, highlighting AI’s potential to analyze complex protocols and support security research.
05
Moonshot 发布号称史上规模最大的开放模型；本期还介绍如何用 AI 对真实产品照片进行精准编辑。
PLUS: Make precise edits on real product photos with AI Zach Mink, +3
06
Anthropic 意外推出 Opus 5；本期还演示 Claude 的“Record a Skill”功能，可将操作流程录制为可重复执行的自动化技能。
PLUS: Automate tasks with Claude’s ‘Record a Skill’ feature Zach Mink, +3
07
Black Forest Labs 正训练视频 AI 控制机器人，探索从视觉理解到现实行动的连接；另附面向非专业人士的 AI 视频编辑教程。
PLUS: Edit videos faster with AI (for non-editors) Zach Mink, +4
08
OpenAI 将网络安全测试从实验室推向实际应用，检验 AI 在真实攻防环境中的能力；另介绍用 Gumloop 搭建 AI SEO 专员。
PLUS: Build your own AI SEO specialist with Gumloop Zach Mink, +3
09
Google 的 Gemini 产品线在 Pro 级模型上出现空档，可能影响其高端 AI 市场布局；另介绍顾问如何销售高价值 AI 工作流审计服务。
PLUS: Sell a high-value AI workflow audit as a consultant Zach Mink, +3
10
Claude 被称为推翻了一个延续 87 年的数学命题，展现 AI 辅助数学研究的潜力；另介绍用“Captain’s Log”简化 AI 笔记。
PLUS: Make AI note-taking easier with a “Captain’s Log” setup Zach Mink, +3
11
用户因混淆韩元与美元，误充值 1500 美元 Claude 额度；客服机器人先称退款需等待，随后承认无权处理，退款状态仍不明确。
A user accidentally bought $1,500 in Claude credits after confusing won with dollars, then received contradictory refund guidance from a support bot lacking refund authority.
12
用户称雇主要求在 8 月 31 日前停止使用 Anthropic 产品，并询问其他公司是否也收到类似政府指令，目前真实性与适用范围尚不明确。
Anyone else getting emails via their place of employment to discontinue use of Anthropic products by August 31? Thought it was just our company maybe due to all the open weight news but the email from my company states other companies are receiving the same directive.
13
一名 Claude Code 用户因 Opus 5 频繁臆测、引入错误、循环返工且交流体验恶化而退订，转向 Codex、Grok 及开源模型。
A Claude Code user canceled their subscription, citing Opus 5’s assumptions, repeated coding errors, verbose loops, poor interaction style, and regressions, and plans to use Codex, Grok, and open models instead.
14
用户称调试 Laravel 应用时 Claude 账号突然被停用，导致工作中断，并担忧无故封禁使其无法将 Claude 用于可靠的开发流程。
A user says Claude stopped working during legitimate Laravel debugging, raising concerns that unexplained account bans make the product unreliable for ongoing development.
15
这则调侃将模型呈现出的双轨或自我对话式推理称为“双腔心智回归”，戏称它终于学会了思考。
Bro discovered thinking.
16
Max 20x 用户称等待四天重置后，Claude 尤其是 Fable 的额度消耗骤增，过去可用三天的额度如今数小时便耗尽。
A Max 20x subscriber reports that Claude, especially Fable, now consumes in hours an allowance that previously lasted three days, even after a four-day reset wait.
17
Lamoom 支持直接在 Claude 中运行智能体应用，也允许开发者创建并销售自己的智能体产品。
Run agent apps inside your Claude or sell your own
18
Tag Your Photos 在 Mac 本地用 AI 为 Apple Photos 自动生成关键词，强调照片数据无需上传云端。
AI-powered keywords for Apple Photos, 100% on your Mac
19
Pinery Prose 是面向图书写作的 AI 联合作者，所有修改都以差异形式呈现，须经作者确认后才会应用。
AI co-author for books + every edit is a diff you approve
20
本期 TLDR AI 聚焦 OpenAI 的 5000 亿美元数据中心计划、亚马逊的“星链”竞品，以及英伟达投资 Safe Superintelligence（SSI）。
TLDR AI covers OpenAI’s $500 billion data-center initiative, Amazon’s Starlink competitor, and Nvidia’s backing of Safe Superintelligence (SSI).