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这个好有趣, 关注一下
tried this. It's a different vision for how coding tuis should work, but clicks pretty quickly and makes a ton of sense: Instead of ephemeral sessions you chose and continue to train a agent each session. Using their MemGPT type memory tech, It rewrites its own prompts to become…
完全不考虑组合性, 想要实现一个 feature 就要等维护者在参数对象中加选项
ai sdk 6 beta: Tool.toModelOutput receives input & tool call id & can be async You can use it to control how tool outputs are sent back to the LLM. Reduce information to save tokens, augment with additional data, format for better results, send files and images
人要用母语描述一些事物时都非常难(比如写生图 Prompt) 更别说第二语言了, 外语学到能日常交流就够够的了.
这就是我不使用这些框架的原因， 它由品味低下且抓不住重点的人构建
前天还和同事说过几乎一样的话, 我很早就不再在意别人菜不菜, 但我非常在意与品味低下的人协作, 最可怕的上他成为你的上游依赖.
迁不动了， 直接去 tanstack 了
Claude code 的 PM 甩其它几家几百条街
好久没发推了，今天读到Claude Code团队的一个播客，极其有共鸣，也深受启发，忍不住要上来冒个泡和大家分享！可以说，这是近期我读到的最好且没有之一的产品思考！！！ 这期播客提出了一个非常重要的观点：「工具的终极形态是消失」。 团队没有具体讲功能设计，而是讨论了几个非常本质的问题： -…
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The Secrets of Claude Code From the Engineers Who Built It
很多人没有意识到, claude code 虽然一个月 $200 但还是远比大多数 SaaS 要便宜很多, 像 Posthog 这样的服务帮你存的数据算成 parquet 可能也就十几 MB 但要收你 $500/月, 你把 clickhouse 丢给 claude code 要啥分析分析它干不了? 还能分分钟现画一个图表出来. SaaS 的逻辑变了.
vibe coding is eating SaaS this is probably happening more than we think
在 claude code 中表现还是不太行, 可能是 system prompt 的问题, 期待 V4 能有多模态和全新的知识库
🏆 World-Leading Reasoning 🔹 V3.2: Balanced inference vs. length. Your daily driver at GPT-5 level performance. 🔹 V3.2-Speciale: Maxed-out reasoning capabilities. Rivals Gemini-3.0-Pro. 🥇 Gold-Medal Performance: V3.2-Speciale attains gold-level results in IMO, CMO, ICPC World…
要点脸吧, 宁可免费给所有用户几条没法完成工作的配额, 也不肯让付费用户好好用, 共产主义糟粕
The reception to @antigravity has been absolutely incredible. We've filled with gratitude. Let's do a little show and tell with what the community has been building! 👇
主要是 AI 把这种内容廉价化了, 没人喜欢看廉价的东西
Google 对待自己的付费用户不如狗
>buy Google Pro Ultra Extreme >it doesn't let you only use gemini 3, silently uses gemini 2.5 pro in the background lol
太厉害了👍
context-aware css card glow/shine effect 👨🍳 the trick: duplicate and scale the icon. translate it on pointermove. apply feGaussianBlur 🤙 check it 👇
我是一路关 rule 关到最后删除 linter 的, 现在的 lint 工具默认开了太多无意义的 style check. 只想用 lint 发现风险和缺陷, 结果是个穷爹.
x 上都在群嘲 toon 这个新的格式, 其实吧这些人完全不考虑应用场景 , 大数据集不管啥用格式对 context 和注意力都是有损害的, 而 agent 在一轮长会话中有数百次工具调用, 工具调用的平均 IN / OUT 都比较较小而累加起来则很大, 在这个场景中 toon 是一种完美的格式.
BREAKTHROUGH: I have invented a novel object notation format that provides an additional 71% token savings over JSON and 59% over TOON. I have named it VSC (Values Separated by Comma), patent pending.
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