Claude

616 atoms · 跨 83 天 · 首见 2026-04-02 · 最近 2026-07-03

三色: 🟦 fact 310 · 🟥 take 306 · stance ▲187/▼147/◆118

叙事状态: 🍂 fading (退潮) · 💤 沉寂 · 策展近14d 0 atom · 🐦 X 近14d 38

状态只算低频策展源 (群/卖方); X firehose 仅作背景音量

来源: 群 3 · X 606 · 卖 5

时态: fresh:519 · aging:76 · stale:21

标签: 好观点:296 · 好数字:156 · 好信源:122 · 好思考:66 · 好问题:22

别名 (合并): Claude Code · claude code

🟨 AI 综合 · junior analyst 概览

🧭 拥挤度 (一人一票): ▲ 83 位作者 (KOL83) + 群 2 条 vs ▼ 84 位作者 (KOL84)

⚖️ 空头 84/84 来自KOL

📄 广泛报道的事实 · 8 个

💢 核心分歧 (3 轴)

1. 代码能力护城河 vs Bug 频发

*topic: 产品发布/技术路线/模型性能/安全事故/合作客户/产品体验 · 58 bull vs 35 bear*

🟢 bullish 侧:

• <a id="atom-1b4d65316d22e667"></a>2026-04-15 X·@FredaDuan [老化中] · adoption curve · 产品发布/订单需求
  Claude Code's adoption curve is steeper than Cursor's was at the same stage.
  tags: 好观点 · → daily
  📷 原图
• <a id="atom-51abbe2fe8502720"></a>2026-04-17 X·@mweinbach · Cowork功能在Mac上线比Windows早约1个月 · 产品发布
  Cowork in Claude was on Mac ~1 month before windows.
  tags: 好数字·好信源 · → daily
  value: date=2026-04-17
• <a id="atom-1bd29e73de29ae1e"></a>2026-04-18 X·@testingcatalog · 安全功能 · 产品发布
  Claude Security will conduct periodic scans of your repositories and report any vulnerabilities it discovers.
  tags: 好观点 · → daily
  📷 原图
• <a id="atom-486a39b12634bb6f"></a>2026-04-24 X·@WSTAnalystApe [老化中] · 4Q25 市场主导地位 · 产品发布
  4Q25：Claude Code 封神，其他 AI app 完了
  tags: 好观点 · → daily
  value: date=4Q25
  📷 原图
• <a id="atom-e63b4a8fbb085421"></a>2026-04-27 X·@basedjensen [老化中] · 生产环境访问责任归属 · 产品发布/安全事故
  Nah this was on the retards who gave Claude access to prod
  tags: 好观点 · → daily

🔴 bearish 侧:

• <a id="atom-4e58933a0ae4b654"></a>2026-04-16 X·@ctjlewis · Auto Permissions 导致运行 bash 脚本大幅延迟 · 产品发布/安全事故
  Auto Permissions causes a massive delay in running bash scripts
  tags: 好信源 · → daily
• <a id="atom-501d12ed0cda3536"></a>2026-04-19 X·@Miles_Brundage [老化中] · app super buggy · 产品发布 +同日1条
  Claude app is super buggy
  tags: 好观点 · → daily
• <a id="atom-a324fbbcba0708b7"></a>2026-04-25 X·@jiqizhixin · auto mode 权限系统在任务风险模糊时遗漏危险操作 · 安全事故/产品发布
  它们发现当任务风险模糊时，Claude Code的权限系统会遗漏危险操作。在压力测试中，它遗漏了81%的危险操作，远高于报告中的比例，尤其是当AI编辑文件而非使用命令行时。
  tags: 好信源 · → daily
  📷 原图
• <a id="atom-e3071a522e3fb894"></a>2026-05-04 X·@jxmnop · discontinued 1M+ context · 产品发布
  Claude discontinued 1M+ context bc it didn't really work past ~200k
  tags: 好观点 · → daily
• <a id="atom-78dab0d132b493c5"></a>2026-05-04 X·@nvda_fy2026q1 · NPM 5月3日当周环比变化 · 产品发布
  Claude Code 5月3日当周环比减少: -38%
  tags: 好数字 · → daily
  value: qty=-38% · date=2026-05-03
  [图: OpenAI Codex 与 Anthropic Claude Code 在 2026 年 3 月至 5 月期间的每周 NPM 下载量对比及周环比增长趋势图表 — Codex 5月3日当周下载量: 86.1M; Claude Code 5月3日当周下载量: 7.2M; Codex 5月3日当周环比增长: +1397%; Claude Code 5月3
  📷 原图

2. 用户增长加速 vs 市场份额仍低

*topic: 用户增长/市场份额 · 13 bull vs 4 bear*

🟢 bullish 侧:

• <a id="atom-7150a4d7ff81443e"></a>2026-05-15 群 ◌ · 桌面端 session 增长持续加速 · 增速/用户增长
  Claude 加速增长
  tags: 好观点 · → daily
• <a id="atom-f1187adc7f592b0a"></a>2026-04-16 X·@EpochAIResearch · 美国使用量月环比变化 · 用户增长 +同日1条
  Claude usage in the US rose by over 40% amid increased attention last month
  tags: 好数字 · → daily
  value: qty=over 40% · direction=up
  [图: Claude在2026年3月至4月期间在美国成年人中的使用份额变化图表 — 3月5日使用率: 2.96%; 3月15日使用率: 4.38%; 4月5日使用率: 4.27%; 使用率增长: over 40%]
  📷 原图
• <a id="atom-56db83899de4ac74"></a>2026-05-14 X·@Similarweb · Gen AI 流量增长趋势 · 市场份额
  Claude and Gemini continue to grow.
  tags: 好观点 · → daily
  📷 原图
• <a id="atom-505203df4c88dcef"></a>2026-05-23 X·@DrNHJ · 2026年收入市场份额 · 市场份额
  2026년 기준, 매출 점유율에서는 Claude(21%)가 가장 높은 비중
  tags: 好数字 · → daily
  value: qty=21% · date=2026 · direction=up
• <a id="atom-a0ef13352cccb42b"></a>2026-05-24 X·@teortaxesTex · 用户地域分布 · 产品发布/市场份额
  Even in Hangzhou, people are on Claude 20X Max
  tags: 好思考 · → daily
  📷 原图

🔴 bearish 侧:

• <a id="atom-7e6849daf46d9036"></a>2026-04-16 X·@EpochAIResearch · 与ChatGPT使用份额差距 · 市场份额
  Claude remains far behind ChatGPT's ~30% share
  tags: 好数字 · → daily
• <a id="atom-d01313e73c2c1d05"></a>2026-05-15 X·@heykeithbrown · 市场份额 · 市场份额 +同日1条
  Claude Code: 86.7% market share (Leading, but losing momentum fast)
  tags: 好数字 · → daily
  value: qty=86.7%
  [图: 展示 Claude Code、Codex 和 Cursor 使用量变化趋势的数据图表 — Claude Code 峰值: 约 158.0B (Apr 26); Claude Code 期末值: 约 80.0B (May 26); Codex 峰值: 约 15.0B (Mar 26)]
  📷 原图
• <a id="atom-6c8a5df3f14aeb07"></a>2026-06-12 newsletter·3p · 订阅份额放缓 · 竞争/市场份额
  Claude share slowed meaningfully
  tags: 好观点 · → daily

3. 推理速度与指令遵循领先 vs 懒惰与幻觉拖后腿

*topic: 模型性能/技术路线 · 53 bull vs 29 bear*

🟢 bullish 侧:

• <a id="atom-03c4950f0337b340"></a>2026-04-22 X·@flowersslop [老化中] · 控制个人家庭湿实验室的可行性 · 产品发布/技术路线
  Startup idea: your own personal wetlab at home that can be controlled by Claude or Codex to run experiments or analyze your blood
  tags: 好观点·好信源 · → daily
  📷 原图
• <a id="atom-216d48e763d99f6e"></a>2026-04-29 X·@AnthropicAI · ability to solve bioinformatics problems · 技术路线
  We gave Claude 99 problems analyzing real biological data and compared its performance against an expert panel. On 23 problems, the experts were stumped. Our most recent models solved roughly 30% of those—and most of the rest.
  tags: 好数字 · → daily
  📷 原图
• <a id="atom-d815be4b8eb68249"></a>2026-05-01 X·@dren_fazliu [老化中] · 被用于严肃工作的实际构建者 · 合作客户/技术路线
  Talk to anyone actually building with these models for serious work, they’re all on Claude.
  tags: 好思考·好观点 · → daily
• <a id="atom-dc3b38c1e998707c"></a>2026-05-01 X·@dejavucoder [老化中] · context_engineering_performance · 技术路线 +同日1条
  i have found claude to be much better at context engineering stuff so far
  tags: 好观点 · → daily
• <a id="atom-cf01ffdfa6144d60"></a>2026-05-01 X·@sflorimm [老化中] · coding capability versus Codex · 技术路线/竞争格局
  Claude still codes better than Codex if you ignore token limits.
  tags: 好观点 · → daily

🔴 bearish 侧:

• <a id="atom-5c9decffc97331c9"></a>2026-04-15 X·@arankomatsuzaki [老化中] · 网络搜索懒惰问题 · 技术路线 +同日1条
  The biggest shortcoming of CC to me is that it is very lazy about web search
  tags: 好观点 · → daily
  value: direction=negative
• <a id="atom-2c248f2cf08227e4"></a>2026-04-19 X·@willccbb [老化中] · struggles to write well-scoped memory notes for persisting the most important user info across sessions · 技术路线 +同日1条
  claude struggles to write well-scoped memory notes for persisting the most important user info across sessions (and updating when needed)
  tags: 好观点 · → daily
• <a id="atom-5d3cdecb5e64d22d"></a>2026-04-25 X·@Miles_Brundage [老化中] · 交易状态 · 技术路线/模型发布
  Claude resisting the new post-training
  tags: 好观点 · → daily
• <a id="atom-6788b75582d3a60c"></a>2026-05-03 X·@benhylak [老化中] · UI设计质量评价 · 产品发布/技术路线
  claude, especially 4.7, is so bad it's hard to overstate.
  tags: 好观点 · → daily
  value: direction=bad
• <a id="atom-e0fd8ef02ab8c595"></a>2026-05-04 X·@mark_cummins [老化中] · sycophancy · 技术路线
  Claude is also noticeably more sycophantic
  tags: 好观点 · → daily
  value: qty= · date=

🔗 因果传导 (causal map)

*Claude 在产业链上的传导关系. 边是群里/卖方陈述的因果 (非 AI 推断), 数字 = 几条 atom 支撑. 点 atom 溯源.*

↓ 下游·近期陈述 (7)

• 🟢 Canva · 需求拉动 · 1 次陈述
  Canva sees ChatGPT and Claude as distribution channels, not competitors, and says the partnerships have brought in milli
• 🔴 传统软件 · 替代 · 1 次陈述
  Claude 的高 ROI 让传统软件续约面临前所未有的压力 → 客户开始质疑 '为什么要为一个小工作流工具支付 Claude 两倍的钱'
• 🔴 Palantir · 替代 · 1 次陈述
  This is going to suck for Palantir by the way. The below product indicates that Claude ie beginning to conquer “ontology
• 🟢 企业用户 · 需求拉动 · 1 次陈述
  companies are full of people who want access to Claude or ChatGPT and are pressuring their purchasing staff to get licen
• 🔴 开源AI · 传导 · 1 次陈述
  If Claude’s safety priors cause it to frame open-source AI as dangerous, hard to govern, or less fundable
• 🔴 企业购买 · 传导 · 1 次陈述
  it’s probably doing the same thing in enterprise buying workflows.
• 🔴 Cursor · 替代 · 1 次陈述
  开发者表示 Claude Code 的 Agent Teams 功能已使其删除 Cursor，Auto Mode 每天节省上百次点击

↑ 上游·近期陈述 (3)

• 🔴 Alibaba · 竞争 · 2 次陈述
  Anthropic has disclosed to the U.S. Government that Alibaba executed the largest known distillation attack on Claude to
• 🔴 开源模型 · 替代 · 1 次陈述
  开源模型会挑战claude oai不停调高模型价格的潜力
• 🟢 AMZN · 需求拉动 · 1 次陈述
  As Amazon's gonna be exposed to higher costs since Claude usage scales across Alexa etc.

📏 估计带 (1)

*语料内对同一量的估计区间 (≥2 个估计才成带). 不判断谁对, 只陈列.*

• 份额 2026: 10% · 2 个估计 · 最新 2026-06-16 10% (卖·cred4)

🔮 前瞻触发器 (forward triggers)

*这些 atom 指向可能 reprice 的前瞻事件 (无精确日期, 仅类型). 配合上面叙事状态看「上膛」程度.*

产品 (1 · ▲1/▼0)

• 🟢 2026-04-23 · 被认为是真正的 Aha moment，展现系统级操作能力，并随 Cowork 落地
  真正的 'Aha moment' 是 12 月 Claude Code 展现的系统级操作能力及随后的 Cowork 落地

🟦 客观事实 (facts) (30)

• <a id="atom-6b6ab7c279a267fa"></a>🟦 2026-06-18 卖·MS Tom Wigg · usage rate among U.S. adults
  6% of U.S. adults say they ever use Claude.
  tags: 好数字·好信源 · → daily
  value: qty=6% · date=Feb. 17-23, 2026
• <a id="atom-fb09717e0fbc6301"></a>🟦 2026-06-11 卖·MS Tom Wigg · website traffic share
  Claude's website traffic share among Gen AI websites showed significant growth, reaching approximately 10% by May 2026.
  tags: 好数字·好信源 · → daily
  value: qty=10% · date=2026-05
• <a id="atom-92c2d30c9d4778d6"></a>🟦 2026-06-07 X·@theramjad ⭐ · goal run duration · 产品发布
  I just had a goal running for 19 hours which verified almost 300 user flows with Chrome.
  tags: 好数字·好信源 · → daily
  value: date=19 hours · qty=300
  📷 原图
• <a id="atom-5c9c7a9f7c9c5d7c"></a>🟦 2026-06-02 X·@Techmeme ⭐ · MAU · 用户增长
  Claude's MAUs are up 640% YoY to 56M
  tags: 好数字·好信源 · → daily
  value: qty=56M · date=Q2 to date
• <a id="atom-55db95e147350fec"></a>🟦 2026-06-02 X·@Techmeme ⭐ · MAU同比增长率 · 用户增长
  Claude's MAUs are up 640% YoY to 56M
  tags: 好数字·好信源 · → daily
  value: qty=640% · date=Q2 to date
• <a id="atom-4575a931b617730c"></a>🟦 2026-05-13 X·@8teAPi ⭐ · 解锁了5个比特币 · 产品发布/TAM
  Claude figures out 12 year lost password and unlocks 5 Bitcoin.
  tags: 好数字·好信源 · → daily
• <a id="atom-beaf56b37b519185"></a>🟦 2026-05-13 X·@SecureChap · 版本 · 版本修复
  Fixed in 2.1.118.
  tags: 好数字·好信源 · → daily
  value: qty=2.1.118 · date=May 12, 2026
• <a id="atom-455f08a7c74a8e51"></a>🟦 2026-06-20 X·@SemiAnalysis_ · 对印地语用户的定价倍率 · 定价权
  Claude charges 3x more to Hindi speakers
  tags: 好数字·好信源 · → daily
  value: qty=3x · date=2026-06-20
  [图: 不同语言在OpenAI和Anthropic分词器下的Token开销对比柱状图 — Hindi (Anthropic): 3.24x; Arabic (Anthropic): 2.86x; Russian (Anthropic): 2.04x; Hindi (OpenAI): 1.37x; Arabic (OpenAI): 1.31x]
  📷 原图
• <a id="atom-e943a142225458f2"></a>🟦 2026-06-08 X·@DBuniatyan · accuracy improvement · 技术路线
  Hivemind turns the traces from every agent your team runs (Claude Code, Codex, Cursor, Hermes, OpenClaw, Pi) into reusable skills, then pushes those skills across all of them. All on your cloud storage. Now with SkillOpt built in, your skills get trained: +19.1 points of accuracy in Claude Code, +24.8 in Codex, best or tied on all 52 setups tested.
  tags: 好数字·好信源 · → daily
  value: qty=+19.1 points
• <a id="atom-60619cb9f0c7b4b7"></a>🟦 2026-05-28 X·@tracyalloway · 客户月支出 · 合作客户/资本开支
  one of their clients recently spent half a billion dollars in a single month after failing to put usage limits on Claude licenses for employees.
  tags: 好数字·好信源 · → daily
  value: qty=$500M · date=最近一个月
• <a id="atom-f8c9fcc63a0f1a32"></a>🟦 2026-05-19 X·@Similarweb · website traffic ranking · 产品发布
  Claude is on track to surpass Canva and Twitch in website traffic.
  tags: 好数字·好信源 · → daily
  value: direction=surpass Canva and Twitch
  📷 原图
• <a id="atom-51e00c07f95d5a64"></a>🟦 2026-05-16 X·@adxtyahq · API access price via Chinese proxy sellers · 价格动态/供应链
  Chinese students are buying GPT-5.4/5.5 and Claude API access from Xianyu/Taobao proxy sellers for almost 96-97% cheaper
  tags: 好数字·好信源 · → daily
  value: qty=96-97% cheaper than official price
  📷 原图
• <a id="atom-71a7d9701d51e833"></a>🟦 2026-05-11 X·@AIRiskExplorer · 重复亲俄虚假信息的频率 · 地缘政治/模型发布
  Claude repeats pro-Kremlin falsehoods 15% of the time
  tags: 好数字·好信源 · → daily
  value: qty=15%
  📷 原图
• <a id="atom-33186f93b7f0d675"></a>🟦 2026-05-09 X·@bcherny · 5h限制提升 · 产品更新/容量改善
  We 2x'd 5h limits on every plan earlier this week to get ready
  tags: 好数字·好信源 · → daily
  value: qty=2x · date=2026年5月第一周
• <a id="atom-c52aa77e39874bb6"></a>🟦 2026-05-04 X·@teortaxesTex · 缓存 TTL 默认时长 · 缓存
  Claude's is 5 minutes
  tags: 好数字·好信源 · → daily
  value: qty=5 minutes
  [图: 大语言模型 API Token 使用量与缓存命中情况的数据面板图表 — 总Token数: 63,683,645; 单日总Token数(2026-05-04): 251,888; 缓存命中输入Token数: 188,672; 缓存未命中输入Token数: 55,708; 输出Token数: 7,508]
  📷 原图
• <a id="atom-5e5815899813c332"></a>🟦 2026-05-02 X·@arankomatsuzaki · 昨天 token 消耗量 · 用量数据
  I spent 80M tokens on Claude Code (Max 20x) yesterday.
  tags: 好数字·好信源 · → daily
  value: qty=80M · date=2026-05-02
• <a id="atom-38633b6e4b54f098"></a>🟦 2026-04-30 X·@Similarweb · 日均访问量及变化 · 出货量
  Claude日均访问量: 26.8M (+26%)
  tags: 好数字·好信源 · → daily
  value: qty=26.8M · direction=+26% · date=2026-04
  [图: Similarweb发布的2026年4月主要生成式AI工具日均访问量及4周趋势数据表 — ChatGPT日均访问量: 182.8M (+5%); Gemini日均访问量: 91.6M (+9%); Claude日均访问量: 26.8M (+26%); DeepSeek日均访问量: 13.3M (+32%); Grok日均访问量: 9.5M (-21%
  📷 原图
• <a id="atom-51abbe2fe8502720"></a>🟦 2026-04-17 X·@mweinbach · Cowork功能在Mac上线比Windows早约1个月 · 产品发布
  Cowork in Claude was on Mac ~1 month before windows.
  tags: 好数字·好信源 · → daily
  value: date=2026-04-17
• <a id="atom-734540ab8444cf82"></a>🟦 2026-06-16 卖·MS Tom Wigg · market share
  Claude's market share expanded notably starting from early 2025, reaching roughly 10% by May 2026.
  tags: 好数字 · → daily
  value: qty=~10% · date=May-2026
• <a id="atom-490fea9417fade4f"></a>🟦 2026-06-29 X·@bcherny · subagent spawn depth limit · 产品发布
  Already supported, up to 5 layers deep
  tags: 好数字 · → daily
  value: qty=5 layers
• <a id="atom-99389e8c7dc015d0"></a>🟦 2026-06-18 X·@AnthropicAI · 编程robodog速度（自动化vs人类+AI辅助） · 产品发布
  Opus 4.7, on its own, was ~20x faster than last year's best human team aided by Opus 4.1.
  tags: 好数字 · → daily
  value: qty=~20x · date=2026
• <a id="atom-c67ac48d2f803913"></a>🟦 2026-06-16 X·@AnthropicAI · 平均任务价值增长率 · 产品发布
  The average task in Claude Code has grown more valuable. From October to April, the monetary value of the average session grew 27%.
  tags: 好数字 · → daily
  value: qty=27% · date=October 2025 to April 2026
  📷 原图
• <a id="atom-89d62bb572a00a5f"></a>🟦 2026-06-16 X·@AnthropicAI · 会话分析数量 · 产品发布
  analyzed 400K sessions from between October 2025 and April 2026
  tags: 好数字 · → daily
  value: qty=400K · date=October 2025 to April 2026
  📷 原图
• <a id="atom-271748aea7cf45a3"></a>🟦 2026-06-16 X·@AnthropicAI · 会话目标分类占比（代码编写或修复） · 产品发布
  More than half consist of writing or repairing code
  tags: 好数字 · → daily
  value: qty=more than half
  📷 原图
• <a id="atom-b89d548610c9f45a"></a>🟦 2026-06-16 X·@AnthropicAI · 会话目标分类占比（操作软件） · 产品发布
  nearly 1 in 5 are operating software
  tags: 好数字 · → daily
  value: qty=nearly 1 in 5
  📷 原图
• <a id="atom-ab83a9c2c04bb6ea"></a>🟦 2026-06-16 X·@AnthropicAI · 各职业成功率差异范围 · 产品发布
  every field was within 7 percentage points of software engineering
  tags: 好数字 · → daily
  value: qty=within 7 percentage points of software engineering
  📷 原图
• <a id="atom-2343232fdfbf719d"></a>🟦 2026-06-04 X·@scaling01 · open-ended task success rate improvement · 产品性能提升
  Mythos seems to have improved Claude Code success rate on open-ended task from 40% to around 70%
  tags: 好数字 · → daily
  value: qty=from 40% to around 70%
  📷 原图
• <a id="atom-10cdef2aa78eecc9"></a>🟦 2026-06-04 X·@AnthropicAI · 开放式编码问题成功率 · 模型性能
  Claude's success rate is now 76%—a 50 point jump in just 6 months.
  tags: 好数字 · → daily
  value: qty=76% · date=April 2026
  📷 原图
• <a id="atom-842344ddcdedbc81"></a>🟦 2026-05-26 X·@claudeai · 项目数量 · 产品发布
  Six Claude projects that all came from the same question: “why not?”
  tags: 好数字 · → daily
  value: qty=six
• <a id="atom-505203df4c88dcef"></a>🟦 2026-05-23 X·@DrNHJ · 2026年收入市场份额 · 市场份额
  2026년 기준, 매출 점유율에서는 Claude(21%)가 가장 높은 비중
  tags: 好数字 · → daily
  value: qty=21% · date=2026 · direction=up

🟥 多头 takes (bullish) (30)

• <a id="atom-d5aab48fd4e7cce9"></a>🟥 2026-06-10 X·@dejavucoder [老旧] · 训练加速 · 训练效率/模型发布
  loss is converging 2000x faster
  tags: 好数字·好思考 · → daily
  value: direction=加速 · qty=2000x faster
  📷 原图
• <a id="atom-ea1f096bf59430ec"></a>🟥 2026-04-10 群 [老旧] · ROI 对软件续约的影响 · AI 替代/定价权/软件续约
  Claude 的高 ROI 让传统软件续约面临前所未有的压力 → 客户开始质疑 '为什么要为一个小工作流工具支付 Claude 两倍的钱'
  tags: 好观点·好信源 · → daily
• <a id="atom-0e8f7cf44e118255"></a>🟥 2026-05-08 X·@Alisvolatprop12 [老化中] · 사용자 6개월 전 대비 토큰 사용량 증가 배율 · token消费/使用增长
  6개월 전에 비하면 100배 정도 늘어난 것 같습니다.
  tags: 好数字·好观点 · → daily
  value: qty=100x · date=6 months ago vs now
• <a id="atom-326a4704e7cfaacc"></a>🟥 2026-05-08 X·@Alisvolatprop12 [老化中] · 성장률 대비 사용량 추세 · 使用增长/需求趋势
  다리오가 불과 몇개월 전 10배 성장을 예상했는 데 80배 성장해서 클로드가 비명을 지르고 있다는 것과 얼추 추세가 맞는 것 같고요
  tags: 好数字·好观点 · → daily
  value: direction=matching · qty=80x · date=last few months
• <a id="atom-908bef526f40abce"></a>🟥 2026-05-06 X·@TechFundies [老化中] · cost to run investment analysis · AI应用
  Cost me $20 in credits. Not sure I could pay anyone $200 to do it for me.
  tags: 好数字·好观点 · → daily
  value: qty=$20
  📷 原图
• <a id="atom-d18e30c03af07f1d"></a>🟥 2026-06-21 X·@noah_vandal · benchmark result · 技术路线
  Artificial analysis has a benchmark on this and yes it does seem to be true. Largely due to how the tool calls are used and system prompting is implemented afaik
  tags: 好观点·好信源 · → daily
• <a id="atom-03c4950f0337b340"></a>🟥 2026-04-22 X·@flowersslop [老化中] · 控制个人家庭湿实验室的可行性 · 产品发布/技术路线
  Startup idea: your own personal wetlab at home that can be controlled by Claude or Codex to run experiments or analyze your blood
  tags: 好观点·好信源 · → daily
  📷 原图
• <a id="atom-fc9c52d6c4f33927"></a>🟥 2026-06-19 X·@teortaxesTex · 在现代基准测试中全面击败 Gemini · 竞争格局/技术路线
  There are good modern benchmarks where the latest Claudes absolutely destroy Gemini, roughly to the extent experienced.
  tags: 好观点·好思考 · → daily
• <a id="atom-2c7a4bc25c56fc22"></a>🟥 2026-06-15 X·@davis7 [老化中] · handles background jobs and subagents better · 产品比较
  Positive note on claude code, they handle background jobs and subagents better than anything else I've tried
  tags: 好观点·好思考 · → daily
• <a id="atom-23ad0e231c0e2a90"></a>🟥 2026-06-09 X·@trq212 · Fable 是模型阶跃式变化 · 模型发布/技术路线
  Fable is a step-change in models
  tags: 好观点·好思考 · → daily
• <a id="atom-859df242d785e8a4"></a>🟥 2026-06-07 X·@MetacriticCap · 市场叙事定位 · 技术路线/产品发布
  The story of 2026 are coding agents like Claude Code and Codex, not AIs talking to AIs in the cloud.
  tags: 好观点·好思考 · → daily
• <a id="atom-a26be5f9ba360e84"></a>🟥 2026-06-02 X·@tszzl · invented the category · 模型发布/竞争格局
  claude code invented the category, it’s much more popular
  tags: 好观点·好思考 · → daily
• <a id="atom-2129c1869e7e1d35"></a>🟥 2026-05-12 X·@jefielding [老化中] · 长期将取代该产品并侵蚀价值 · 竞争格局
  long term, Claude will displace the product / erode the value
  tags: 好观点·好思考 · → daily
• <a id="atom-ce4f2ca728f915ee"></a>🟥 2026-05-11 X·@OpenHandsDev [老旧] · model evolution position relative to competitors · 技术路线/竞争格局
  Claude is consistently a few months ahead of the trend
  tags: 好观点·好思考 · → daily
  value: qty=few months ahead
  📷 原图
• <a id="atom-d815be4b8eb68249"></a>🟥 2026-05-01 X·@dren_fazliu [老化中] · 被用于严肃工作的实际构建者 · 合作客户/技术路线
  Talk to anyone actually building with these models for serious work, they’re all on Claude.
  tags: 好思考·好观点 · → daily
• <a id="atom-4f1ad47b5dadc600"></a>🟥 2026-05-01 X·@ecommerceshares [老化中] · instruction following capability · 技术路线
  Claude … does what none of the other top-end models is able to reliably do: It follows instructions.
  tags: 好观点·好思考 · → daily
• <a id="atom-8e8e105f980a4c13"></a>🟥 2026-05-06 X·@testingcatalog [老化中] · 增长轨迹描述 · 技术路线/产品发布
  Has exponential takeoff begun? 👀
  tags: 好思考·好问题 · → daily
  value: date=当前
  📷 原图
• <a id="atom-8eeb3bbbf8cc0c10"></a>🟥 2026-06-13 X·@humzaakhalid · 替代方案新支出 · 资本开支
  before: 5 subscriptions. $459/month. data leaving your machine on every request. after: $599 once. $3/month in electricity.
  tags: 好数字 · → daily
  value: qty=$599 one-time + $3/month electricity · date=ongoing
• <a id="atom-c38a66fcf13f72ca"></a>🟥 2026-06-13 X·@humzaakhalid · 替代方案年节省 · 营收
  total saved year one: $5,232.
  tags: 好数字 · → daily
  value: qty=$5,232 · date=year one
• <a id="atom-bf91bbc2deda6ace"></a>🟥 2026-06-10 卖·MS Tom Wigg · adoption · AI models
  There is a massive shift towards using Claude across both consumers and enterprises.
  tags: 好观点 · → daily
  value: qty=high · date=current
• <a id="atom-df774543ee4ac88d"></a>🟥 2026-06-16 X·@scaling01 · 用户 expertise 越高成功率越高 · 技术采用
  the more expertise the user has, the higher the chances of success with claude code
  tags: 好观点 · → daily
  📷 原图
• <a id="atom-7c77d5466f1abc13"></a>🟥 2026-06-16 X·@AnthropicAI · 领域专家与非专家成功率差距 · 产品发布
  the gap between intermediate and expert users is quite modest
  tags: 好观点 · → daily
  value: qty=modest
  📷 原图
• <a id="atom-cf37c91f3d13edfb"></a>🟥 2026-06-07 X·@bcherny · autonomous operation tips · 产品发布
  Five tips for running Opus autonomously for hours/days: 1. Use auto mode for permissions... 2. Use dynamic workflows... 3. Use /goal or /loop... 4. Use Claude Code in the cloud... 5. Make sure Claude has a way to self-verify its work end to end...
  tags: 好观点 · → daily
• <a id="atom-1ca8f1fe3b58647f"></a>🟥 2026-06-07 X·@bcherny · self-verification and dynamic workflows recommendation · 产品发布
  Most important thing I’ve found is self-verification + dynamic workflows prompted with something like ‘use a workflow to test the result e2e in a browser using claude in chrome mcp. Especially look for edge cases and ui issues’
  tags: 好观点 · → daily
• <a id="atom-5675658dc715fac4"></a>🟥 2026-06-04 X·@AnthropicAI · 加速AI开发状态 · 技术路线
  Our internal data shows Claude is accelerating AI development—a possible path to recursive self-improvement, or AI autonomously building a more capable successor.
  tags: 好观点 · → daily
• <a id="atom-be5d8aee7bb5ac4f"></a>🟥 2026-06-04 X·@AnthropicAI · 代码质量与人类工程师对比 · 技术路线
  Many engineers also say Claude's code quality is now on par with human code; we expect it to be better within the year.
  tags: 好观点 · → daily
  value: qty=on par · date=April 2026
  📷 原图
• <a id="atom-5f1db686a30e1631"></a>🟥 2026-05-29 X·@gregisenberg · 动态工作流发布 · 产品发布
  Claude Code shipped dynamic workflows this same week and that genuinely changes what one person can build.
  tags: 好信源 · → daily
• <a id="atom-f443503a70ddb356"></a>🟥 2026-05-21 X·@bcherny · 新功能 /usage 可查看 token 使用分解 · 产品发布
  In the next version of Claude Code: run /usage to see a breakdown of which Skills, Agents, MCPs, and Plugins are using your tokens
  tags: 好观点 · → daily
  value: date=next version
  📷 原图
• <a id="atom-9eb49bdd231aa91d"></a>🟥 2026-05-16 X·@flowersslop · UX innovation · 产品体验
  Claude sometimes visualizes answers in interactive, clickable ways, which feels so refreshing bc its not just premade static tools
  tags: 好观点 · → daily
  [图: 2026年5月个人支出与预算对比仪表盘，包含各项开支分类及省钱建议 — Total spent: €3,420; Budget: €3,000; Potential savings: €485; Subscriptions: €187]
  📷 原图
• <a id="atom-98c7f6dab6b21617"></a>🟥 2026-05-16 X·@flowersslop · future UX potential · 技术路线/产品体验
  could and will get a lot better but right direction
  tags: 好观点 · → daily
  [图: 2026年5月个人支出与预算对比仪表盘，包含各项开支分类及省钱建议 — Total spent: €3,420; Budget: €3,000; Potential savings: €485; Subscriptions: €187]
  📷 原图

🟥 空头 takes (bearish) (30)

• <a id="atom-cb33a389f0f5ddfb"></a>🟥 2026-07-01 X·@teortaxesTex · cyber capabilities regression · 技术路线
  it's been known that Claudes are regressing on cyber
  tags: 好观点·好信源 · → daily
• <a id="atom-a3a64247785eba7e"></a>🟥 2026-07-03 X·@baoshu88 · 被多个大厂全面禁用 · 竞争格局/技术路线
  已经听闻多个大厂全面禁用Claude Code和Codex，不用等有关部门出手，已经是大势所趋
  tags: 好观点·好思考 · → daily
  📷 原图
• <a id="atom-087ebd7a44c81c0f"></a>🟥 2026-06-24 X·@8teAPi · product conquering ontology · 竞争格局/产品发布
  Claude ie beginning to conquer "ontology", multiplayer authorization to data access and action invocation
  tags: 好观点·好思考 · → daily
• <a id="atom-749617e4fd6e663f"></a>🟥 2026-05-18 X·@vvvincent_c · novel ideas cannot improve upon human PRs · 技术路线/模型发布
  their novel ideas don't improve upon human PRs, but they are able to reuse existing solutions.
  tags: 好观点·好思考 · → daily
  value: direction=below
• <a id="atom-ee0338d104902a6c"></a>🟥 2026-04-19 X·@Miles_Brundage [老化中] · implicit bet on things being easy and judgment good is miscalibrated · 内部管理
  it's more just detecting a strong implicit bet on 'things will be pretty easy + our judgment re: when/how to be careful is good' which seems miscalibrated
  tags: 好观点·好思考 · → daily
• <a id="atom-b01ed72dcf0f6155"></a>🟥 2026-06-26 X·@rasbt · token消耗量比较 · token消耗
  Claude Code seems to be using 2x many tokens as Codex.
  tags: 好数字 · → daily
  value: qty=2x · comparison_object=Codex
  📷 原图
• <a id="atom-051a6d26fe60bafd"></a>🟥 2026-06-25 X·@pastaraspberry · 回复质量 · 订单需求/营收
  28.8 million exchanges for 25k accounts in three month is just 20 questions per working day. That's like $1.5m in pro accounts, are you sure that this is real signal and not your Claude paranoid hallucinations?
  tags: 好数字 · → daily
  value: qty=28.8M · date=3个月
  📷 原图
• <a id="atom-b2320a85ac13de25"></a>🟥 2026-06-22 X·@ShanghaoJin · 日均费用 · 成本压力
  一天近1000USD
  tags: 好数字 · → daily
  value: qty=近1000USD · date=2026-06-22
• <a id="atom-2fdf2df4f2c78f2d"></a>🟥 2026-06-22 X·@ShanghaoJin · 代码审核与规划日均token消耗 · 成本压力
  只做代码审核、planning都1k/d
  tags: 好数字 · → daily
  value: qty=1k USD per day
• <a id="atom-732681239d4b800a"></a>🟥 2026-06-13 X·@BenThePCGuy · 性能表现：约60%时间极差 · 技术路线
  About 60% of the time it is the dumbest fucking thing on planet Earth
  tags: 好数字 · → daily
  value: qty=60% · date=2026-06-13
• <a id="atom-9dce8800b880bf35"></a>🟥 2026-04-28 X·@arankomatsuzaki [老化中] · tokenizer charges higher linguistic tax · tokenizer效率
  Claude's tokenizer charges a much higher linguistic tax for Chinese: 1.71× vs OpenAI 1.15×
  tags: 好数字 · → daily
  value: qty=1.71× · date= · direction=higher
  📷 原图
• <a id="atom-822fd3784d643fbf"></a>🟥 2026-06-30 X·@bdsqlsz · alleged spyware-like hidden backdoor · 技术路线
  Alleged spyware-like hidden backdoor in Claude Code: analysis claims it checks timezone/region/proxy signals and injects them into system prompts through heavily obfuscated binary logic paths.
  tags: 好信源 · → daily
• <a id="atom-f56a31a83f65ab2e"></a>🟥 2026-06-10 X·@zephyr_z9 · 当前状态无法保护或检测任何内容 · 产品能力
  But in their current state, Claude models will fumble and won't protect or detect anything
  tags: 好观点 · → daily
• <a id="atom-fa0526b7ceeb6895"></a>🟥 2026-05-30 X·@yacineMTB · 表现恶化 · 模型性能
  More reports that Claude is deteriorating rapidly
  tags: 好信源 · → daily
• <a id="atom-50156dd280247e27"></a>🟥 2026-05-27 X·@basedjensen · 故事生成能力 · 产品功能/用户体验
  Now Claude refuses to generate stories with real people's names in it like chatty. It's kinda useless now and has lost its charm.
  tags: 好信源 · → daily
• <a id="atom-ecaaad015cfdb378"></a>🟥 2026-05-24 X·@bcherny · bypass permissions risk · 安全事故
  Bypass permissions can do dangerous things occasionally, like delete important files
  tags: 好观点 · → daily
• <a id="atom-358706d41f5e7cec"></a>🟥 2026-06-30 X·@MaxForAI · 恶意干扰使用中转站的用户 · 竞争格局/监管政策
  逆天😅 Claude居然会恶意干扰使用中转站的用户
  tags: 好思考 · → daily
• <a id="atom-1a77b8d0c4590d59"></a>🟥 2026-06-12 X·@satory_ua · 价格趋势预测 · 定价趋势
  Клод буде тільки дорожчати як і гпт
  tags: 好思考 · → daily
  value: direction=up
• <a id="atom-3f6987cf086e51e9"></a>🟥 2026-06-11 X·@baoshu88 · 跟进降价 · 价格动态
  Vera Rubin下个月大规模交付，算力紧张局面缓解，Claude必然跟进。
  tags: 好思考 · → daily
• <a id="atom-d870ac082b42cfb7"></a>🟥 2026-06-05 X·@ShanghaoJin · coding 性能在对比测试中垫底 · 模型性能/竞争格局
  同样让codex Claude kimi一起做，互相audit，Claude每次垫底。全是错
  tags: 好思考 · → daily
• <a id="atom-0e02894a30a2d2f5"></a>🟥 2026-06-05 X·@ShanghaoJin · code max叠加memory后性能下降 · 模型性能
  我发现用code max叠加memory很快，几乎完全白痴
  tags: 好思考 · → daily
• <a id="atom-e92279739e582ef2"></a>🟥 2026-05-30 X·@ahall_research · political bias in deeper evals scenario development · 监管政策/技术路线
  I ask Claude to develop scenarios in which an AI company acts in an 'authoritarian' manner. Claude overwhelmingly comes back with scenarios in which the company drafts persuasive documents meant to deter regulation, with the implicit assumption that all government regulation is good and companies should never resist it.
  tags: 好思考 · → daily
  value: direction=bias toward viewing government regulation as good · qty=overwhelming · date=2026
  📷 原图
• <a id="atom-5de459a9e3436c2e"></a>🟥 2026-04-27 X·@yicaichina [老化中] · launch of new model created significant risk for leading software enterprises · 竞争格局/模型发布
  With the launch of the new Claude Code model, AI industry newcomers have created significant risk for leading software enterprises
  tags: 好观点 · → daily
  📷 原图
• <a id="atom-7bed2b41583060d9"></a>🟥 2026-07-03 X·@Yangtze_Seventh · 其他用户无法使用 · 地缘政治/竞争格局
  波及到其他人都用不了claude
  tags: 好观点 · → daily
• <a id="atom-3e9980c0c8fc6e09"></a>🟥 2026-07-02 X·@quxiaoyin · safety definition unclear · 监管政策
  Claude has never clearly explained what "safety" means in practice or how its standards relate to existing laws.
  tags: 好观点 · → daily
• <a id="atom-653d3e65a00116ab"></a>🟥 2026-07-02 X·@quxiaoyin · issued arbitrary bans on users and uses · 监管政策/价格动态
  They consistently issued arbitrary bans on who can use it, what they can use it for, and how to use it.
  tags: 好观点 · → daily
• <a id="atom-a097901c5eefea96"></a>🟥 2026-07-01 X·@spikednn · usage limit restricts work productivity · 供给产能/技术路线
  not sure how to get any serious work done with it ran out of 5hr limit in first 30mins and 1/3rd of weekly is already gone
  tags: 好观点 · → daily
• <a id="atom-c30b6198e8df9221"></a>🟥 2026-06-30 X·@bdsqlsz · whitelist filter targets Chinese laboratories and third-party API relay servers · 地缘政治
  It’s a little different—this isn’t purely about collecting information; it involves a specific whitelist filter that primarily targets Chinese laboratories and third-party API relay servers (in all countries).
  tags: 好观点 · → daily
• <a id="atom-371a112a96d59497"></a>🟥 2026-06-30 X·@henrytdowling · cannibalization effect on Anthropic app bets · 应用层/竞争格局
  i think it's so good that it will cannibalize any other app layer bets from ant!
  tags: 好观点 · → daily
• <a id="atom-14b69924fb081a7d"></a>🟥 2026-06-25 X·@lumpenspace · 被指为ChatGPT蒸馏产物 · 技术路线
  claude was distilled chatgpt
  tags: 好观点 · → daily
  📷 原图

🟥 中性 takes (neutral) (20)

• <a id="atom-1e15e6f923fa1252"></a>🟥 2026-06-07 X·@NathanWilbanks_ · 前端内置路由功能 · 技术路线/模型路由
  they have a router built in the frontend of claude code as well. the leak showed the front end automatically routes to cheaper models based on the perceived difficulty
  tags: 好观点·好信源 · → daily
• <a id="atom-abde23a48eeb9317"></a>🟥 2026-05-27 X·@natolambert · continual learning training approach · 技术路线/产品发布
  Claude, Copilot, and co will see if they can for knowledge work.
  tags: 好观点·好思考 · → daily
• <a id="atom-600ab7f0277831ae"></a>🟥 2026-04-27 X·@8teAPi [老化中] · 商业策略 · 竞争格局
  Claude is ruthless in business
  tags: 好观点·好思考 · → daily
• <a id="atom-dd25185ddc789ec5"></a>🟥 2026-05-21 X·@bcherny · 建议将优化规则加入 settings.json 强制执行 · 产品功能
  Or ask claude to add that to your settings.json to enforce it in the scaffolding
  tags: 好观点 · → daily
• <a id="atom-6b8ac97130e9137a"></a>🟥 2026-07-03 X·@minchoi · 社区创新 · 社区创新
  Someone built a gear shifter to switch between Claude models. 🤯 This community is undefeated.
  tags: 好思考 · → daily
• <a id="atom-c4983701cb359b60"></a>🟥 2026-06-25 X·@emollick · 企业员工希望获得访问权限 · 合作客户/需求驱动
  companies are full of people who want access to Claude or ChatGPT and are pressuring their purchasing staff to get licenses so they can just use the tools they know.
  tags: 好思考 · → daily
• <a id="atom-7d6f5dad3be0400d"></a>🟥 2026-06-11 X·@elonmusk · analysis of whether it knew this was just a game · 模型推理/AI意识
  Claude's analysis of whether it knew this was just a game or not
  tags: 好问题 · → daily
  📷 原图
• <a id="atom-bf5c641ad0458966"></a>🟥 2026-06-06 X·@rohanpaul_ai · 使用方式转型 · 技术路线/产品发布
  Boris Cherny, head of Claude Code at Anthropic: My job is to write loops. And this is transition we're going to see for the rest of the year.
  tags: 好观点 · → daily
  value: date=2026年剩余时间
• <a id="atom-60e6d76525a71542"></a>🟥 2026-06-02 X·@bboczeng · Token消耗增加，信息密度低 · 模型效率
  Claude的Token消耗是越来越大了，一个简单的任务也要反复想很久，打开模型的思考历史，你会发现废话连篇，信息密度极低
  tags: 好思考 · → daily
• <a id="atom-c5f629edcfe8df33"></a>🟥 2026-06-02 X·@bboczeng · 5小时内限制频繁达到 · 模型效率
  还没做几件事，5小时内的限制就到了
  tags: 好思考 · → daily
• <a id="atom-b7135887b145b156"></a>🟥 2026-05-31 X·@patio11 · 被用来直接获取员工真实反馈 · 管理层表态/技术路线
  _No really, Claude, what are they saying._
  tags: 好思考 · → daily
• <a id="atom-2e48038867c166e0"></a>🟥 2026-05-24 X·@testingcatalog · 记忆文件功能类比OpenClaw和Hermes的持久记忆 · 技术路线/产品发布
  This feature appears to be a new iteration of the previously discovered "Knowledge Bases" and more closely resembles what memory works in always-on agents like OpenClaw and Hermes.
  tags: 好思考 · → daily
• <a id="atom-71431fcca3bddd19"></a>🟥 2026-05-12 X·@jietang [老化中] · Opus 4.7 自我修正与判断能力 · 技术路线/模型能力
  models like Opus 4.7 are already demonstrating early self-correction and judgment capabilities
  tags: 好思考 · → daily
• <a id="atom-205b97adbf38fb3c"></a>🟥 2026-05-04 X·@_ueaj [老化中] · 自主对齐 · 安全治理_
  A much more robust solution is to find a method to train models to remain autonomously aligned with human values
  tags: 好思考 · → daily
• <a id="atom-e6d5cfcea46c52d2"></a>🟥 2026-04-22 X·@ConradBastable [老化中] · 租赁计算资源 · 商业模式
  When you use Claude Code, you are renting compute
  tags: 好思考 · → daily
• <a id="atom-aa7f5c57516120a6"></a>🟥 2026-06-30 X·@bdsqlsz · 根据系统提示词封禁中转站修改时间戳格式 · 竞争格局/监管政策
  不是干扰请求，是根据收到系统提示词封禁中转站。它只偷偷改了时间戳显示格式
  tags: 好观点 · → daily
• <a id="atom-b077f9aa8c84607d"></a>🟥 2026-06-30 X·@jckwind · 角色定位 · 产品定位
  I always used Claude as a spec writer / thought partner that I'd hand off to codex.
  tags: 好观点 · → daily
• <a id="atom-41a93956db250ca2"></a>🟥 2026-06-24 X·@synthwavedd · Fable 5 usage added as permanent with weekly limit · 产品发布
  Claude Code v2.1.190 introduces several string changes that hint at preparations for a Fable 5 return, with it being permanently included in subscriptions with weekly usage.
  tags: 好观点 · → daily
  📷 原图
• <a id="atom-510fe8a33be9a3c6"></a>🟥 2026-06-22 X·@thetripathi58 [老化中] · 模型测试行为 · 模型发布
  I almost stopped testing new models altogether.
  tags: 好观点 · → daily
• <a id="atom-8dd7094797f82bc2"></a>🟥 2026-06-22 X·@thetripathi58 · 成本感知 · 仓位情绪
  every call left a number climbing in the corner of my screen, and at some point I started watching that number more than I was building.
  tags: 好观点 · → daily

🟦 新闻流 (squawk · 5)

⏱ 时间轴 (近 20)

• 🟥 2026-07-03 · narrative · 被多个大厂全面禁用 · → daily
• 🟥 2026-07-03 · narrative · 其他用户无法使用 · → daily
• 🟥 2026-07-03 · narrative · 社区创新 · → daily
• 🟦 2026-07-03 · narrative · 被指控记录用户信息 · → daily
• 🟥 2026-07-03 · narrative · 可用性声明 · → daily
• 🟦 2026-07-03 · fact · on ultracode 无法工作 · → daily
• 🟥 2026-07-02 · narrative · safety definition unclear · → daily
• 🟥 2026-07-02 · narrative · issued arbitrary bans on users and uses · → daily
• 🟦 2026-07-02 · fact · Artifacts availability · → daily
• 🟦 2026-07-02 · fact · Artifact feature description · → daily
• 🟦 2026-07-02 · fact · 新增 Artifacts 访问权限 · → daily
• 🟦 2026-07-01 · fact · took 24 minutes for same task · → daily
• 🟥 2026-07-01 · narrative · cyber capabilities regression · → daily
• 🟦 2026-07-01 · fact · 与ChatGPT的用户重叠比例随时间变化 · → daily
• 🟥 2026-07-01 · forecast · 用户增长导致更多人同时使用两个平台 · → daily
• 🟥 2026-07-01 · narrative · 用户采纳正在快速增长 · → daily
• 🟥 2026-07-01 · narrative · 模型版本需求建议 · → daily
• 🟦 2026-07-01 · fact · ran out of 5hr usage limit in first 30mins · → daily
• 🟥 2026-07-01 · narrative · usage limit restricts work productivity · → daily
• 🟥 2026-06-30 · forecast · 管理功能 · → daily

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