Wwwwh

[Khairallah AL-Awady @eng_khairallah1]

Anthropic engineer:

"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."

this is one of the best workflows I've seen in a long time

in this video she breaks down exactly how most people are using Claude:

- the 14% you lose to CLAUDE.md before typing a word
- the automation workflows most users don't know exist
- the daily task pipelines that run without touching the keyboard
- the daily workflows Anthropic's own engineers automated first

if you've been using Claude for more than a month and never left the chat window, you've been using one agent when you could be running a team of them

instead of another show tonight, watch this

make sure to bookmark it before it gets lost in your feed

the guide is in the article below

[金尘马 @jinchenma_ai]

https://t.co/wZLGOiAVig

[AI樱木 @0xSilver_Time]

终于破解了这咖啡馆滤镜的参数 ⬇️

🍎iPhone14PM
•曝光度：-13
•鲜艳度：+8
•高光：-10
•阴影：-18
•亮度：+6
•黑点：+5
•锐度：+28
•清晰度：+18

[Kyle 不写代码 @kylegeeks]

我分享下我的优化论文实战经验：

1. 一定要用 Claude 模型，可以是 Claude Sonnet 4.6 但是最好是 Claude Opus 4.6

2. 安装这个 skill： https://t.co/wCcffczCb7…
/paper-review 能帮你把文章用拒稿专家角色给出审核意见
/paper-writing 在给出审核意见之后，进行学术性文风修改

3. 不要想着一次能修改完整篇论文，LLM 目前最大的短板是上下文长度问题。 一定要把你的文章先让 AI 从 word 转为 markdown，并按章节划分储存。

4. 新建 2 个 文件夹：「待修改」和「已修改」

5. 每次一个章节的启动提示词：

「把我待修改/绪论.md 第一步帮我用 /paper-review/来review ，将 review 报告持久化，第二步再用 /paper-writing 来修改，最后输出到"��修改"文件夹下。」

[axiaisacat @axiaisacat]

给 Claude Code 装上永久记忆，完全免费

每次 session Token 消耗减少 95%
再也不会撞上下文限制
自动记录你的决策，下次直接续上
48 小时 46k ⭐

开源，免费，现在就能用
👇

[Berryxia.AI @berryxia]

Google 又把 AI 科研写论文这件事重新定义！

全新多智能体系统 PaperOrchestra：

✅ 把原始想法、实验日志、笔记直接变成投稿级 LaTeX 论文
✅ 专门的 Literature Agent 做深度文献综述
✅ 自动生成概念图、实验图表
✅ 迭代打磨到���直接投顶会

还开源了 PaperWritingBench 基准（从 200 篇顶会论文逆向工程来的）

人类盲测里，文献综述质量胜率 50-68%，��体论文质量胜率 14-38%！太离谱了🤯

[Ray Wang @wangray]

https://t.co/GUC2teAgMN

[陈成 @chenchengpro]

Claude Code 用户每天被吃掉的 token 里，有多少是废话？

有人做了个实验：往项目根目录放一个 9 行的 CLAUDE.md，输出 token 直降 63%。仓库叫 claude-token-efficient，两天 1900 star。

原理极其简单——Claude 默认回复充斥着 "Sure! Great question!" 开头、"I hope this helps!" 结尾、复述你的问题、给你没要求的建议、对明显错误的观���先说一句 "You're absolutely right"。这些「礼貌」全部消耗 token，信息量为零。

这 9 行就是完整的 CLAUDE.md：

```
- Think before acting. Read existing files before writing code.
- Be concise in output but thorough in reasoning.
- Prefer editing over rewriting whole files.
- Do not re-read files you have already read.
- Test your code before declaring done.
- No sycophantic openers or closing fluff.
- Keep solutions simple and direct.
- User instructions always override this file.
```

实测对比：
→ 代码 review：120 词 → 30 词（-75%）
→ 概念解释：180 词 → 65 词（-64%）
→ 纠正错误事实：55 词 → 20 词（-64%）
→ 信息零损失

第三方独立基准测试验证：编码任务总成本省 17.4%。最极端的 v8 配置只有 7 行规�� + 20 次工具调用预算，逼 Claude 提前规划而不是边试边改。

但作者很坦诚地指出了适用边界：这个文件本身每轮对话都会作为输入 token 加载。只有高频场景——Agent 循环、自动化流水线、日均 100+ prompt——才有净收益。偶尔聊两句反而更贵。

本质上是一个「用输入 token 换输出 token」的游戏。在配额日益紧张的 2026，这个权衡值得认真算一笔账。

https://t.co/gtLoULsJ7t

[劳伦斯 @LawrenceW_Zen]

Claude Code 日常使用技巧分享

图中是我最近刚配好的 Hooks，Hooks 是个性化 Claude Code 很重要的一个功能超好用。

Hooks 配置好才会让 Claude Code 越用越顺心

[Yanhua @yanhua1010]

再推荐2款公众号自动化排版、发布工具：
1. Obsidian插件：NoteToMP
2. 宝玉老师的 baoyu-post-to-wechat skills

[Tw93 @HiTw93]

https://t.co/RTkJ3NQKeS

[李不凯正在研究 @libukai]

今日震惊时刻😱：用 n8n 给客户跑了个自动化任务，让 AI 每天处理《人民日报》当日新闻，把湖北相关的新闻摘录出来并整理成标准格式然后发通知。

今天它居然从老干部的名单中精准筛出了湖北籍或者在湖北工作过的人，这特么比碳基小编辑靠谱太多了啊……

去年逐步把公司的碳基牛马们全部劝退了，接下去就让 101 个 硅基牛马们各显其能吧。

[Nana @UsuwaNana]

@libukai @grok 请问这里提到的n8n是什么

[J.K. Rowling @jk_rowling]

I'm seeing quite a bit of comment about this, so I want to make a couple of points.

I'm not owed eternal agreement from any actor who once played a character I created. The idea is as ludicrous as me checking with the boss I had when I was twenty-one for what opinions I should hold these days.

Emma Watson and her co-stars have every right to embrace gender identity ideology. Such beliefs are legally protected, and I wouldn't want to see any of them threatened with loss of work, or violence, or death, because of them.

However, Emma and Dan in particular have both made it clear over the last few years that they think our former professional association gives them a particular right - nay, obligation - to critique me and my views in public. Years after they finished acting in Potter, they continue to assume the role of de facto spokespeople for the world I created.

When you've known people since they were ten years old it's hard to shake a certain protectiveness. Until quite recently, I hadn't managed to throw off the memory of children who needed to be gently coaxed through their dialogue in a big scary film studio. For the past few years, I've repeatedly declined invitations from journalists to comment on Emma specifically, most notably on the Witch Trials of JK Rowling. Ironically, I told the producers that I didn't want her to be hounded as the result of anything I said.

The television presenter in the attached clip highlights Emma's 'all witches' speech, and in truth, that was a turning point for me, but it had a postscript that hurt far more than the speech itself. Emma asked someone to pass on a handwritten note from her to me, which contained the single sentence 'I'm so sorry for what you're going through' (she has my phone number). This was back when the death, rape and torture threats against me were at their peak, at a time when my personal security measures had had to be tightened considerably and I was constantly worried for my family's safety. Emma had just publicly poured more petrol on the flames, yet thought a one line expression of concern from her would reassure me of her fundamental sympathy and kindness.

Like other people who've never experienced adult life uncushioned by wealth and fame, Emma has so little experience of real life she's ignorant of how ignorant she is. She'll never need a homeless shelter. She's never going to be placed on a mixed sex public hospital ward. I'd be astounded if she's been in a high street changing room since childhood. Her 'public bathroom' is single occupancy and comes with a security man standing guard outside the door. Has she had to strip off in a newly mixed-sex changing room at a council-run swimming pool? Is she ever likely to need a state-run rape crisis centre that refuses to guarantee an all-female service? To find herself sharing a prison cell with a male rapist who's identified into the women's prison?

I wasn't a multimillionaire at fourteen. I lived in poverty while writing the book that made Emma famous. I therefore understand from my own life experience what the trashing of women's rights in which Emma has so enthusiastically participated means to women and girls without her privileges.

The greatest irony here is that, had Emma not decided in her most recent interview to declare that she loves and treasures me - a change of tack I suspect she's adopted because she's noticed full-throated condemnation of me is no longer quite as fashionable as it was - I might never have been this honest.

Adults can't expect to cosy up to an activist movement that regularly calls for a friend's assassination, then assert their right to the former friend's love, as though the friend was in fact their mother. Emma is rightly free to disagree with me and indeed to discuss her feelings about me in public - but I have the same right, and I've finally decided to exercise it.

[Wwwwh @evenfly88]

@AsiaFinance @get_this_v

[China Xinhua News @XHNews]

China: We discovered a new virus.
America: So what?

China: It's Dangerous
America: It's only a Flu

China: Wear a Mask
America: Don't wear a Mask
...