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#Blog#AI 🧑🏻‍💻你不知道的 Agent：原理、架构与工程实践 🔗：X Article 今天这篇文章源于写完「你不知道的 Claude Code」之后，发现自己对 Agent 底层的理解还差一截，加上团队在 Agent 方向已经有不少业务落地，一直缺一份系统梳理，所以又把资料、开源实现和自己写的代码重新过了一遍。 刚开始我也觉得 Agent 效果不稳是模型能力不够，换更贵的模型就能解决。后来发现提升往往没有想象中那么大，反而是 Harness 搭得好不好、工具描述准不准、上下文有没有分层管理，才是决定成功率的真正变量。 这篇文章想和大伙聊清楚这几个点：Agent Loop 的控制流怎么运转、Harness 为什么比模型更关键、上下文工程为什么决定稳定性、工具设计的核心原则、记忆系统怎么分层、多 Agent如何协作组织，以及评测和追踪体系怎么搭。 频道：@NewlearnerChannel

#Blog#AI 🧑🏻‍💻你不知道的 Claude Code：架构、治理与工程实践 🔗：X Article 今天这篇文章源于自己最近半年深度使用 Claude Code、两个账号每月 40 刀氪金换来的一些踩坑经验，希望能给大伙一些输入。 刚开始我也把它当 ChatBot 用，后来很快遇到这样的问题：上下文越来越乱、工具越来越多但效果越来越差、规则越写越长却越不遵守，折腾了一段时间，研究了 Claude Code 本身之后才意识到，这不是 Prompt 问题，而是这套系统的设计就是这样的。 这篇文章想和大伙聊清楚这几个点：Claude Code 底层怎么运作、上下文为什么会乱以及怎么治理、Skills 和 Hooks 应该怎么设计、Subagents 的正确用法、Prompt Caching 的架构影响，以及怎么写一个真正有用的 CLAUDE.md。 频道：@NewlearnerChannel

#AI#Blog 📮《用 AI 写什么，不写什么》 公众号文章>博文> 与 AI 的合作，哪些应该交给 AI，哪些必须自己完成。 🧰 让 AI 写方案 ✦ 先自己厘清 20% 的关键判断，然后用 AI 补全 80% 的结构 ✦ 分章节逐段迭代，让 AI 找逻辑漏洞而非直接生成 ✦ 通过格式化、检查清单与沉淀机制构成飞轮效应 ✦ Notion AI 是目前最佳协作载体，可调取个人积累与外部上下文 💻 让 AI 写代码 ✦ AI 是「软件 3D 打印机」，帮助从不能到能 ✦ 先定义方案，再拆解任务 ✦ 个人站点、浏览器扩展、 Docker 服务、专属应用都能快速落地 ✒️ 不让 AI 写博文 ✦ 博文是思考本身，是与自己对话的过程 ✦ 完美答案不重要，思考的纹理与差异性更珍贵 ✦ 写作是 refined thinking，不是效率竞赛 频道：@NewlearnerChannel

🇺🇸Trump Orders Creation of Unified Federal AI Platform The new executive order directing the U.S. Department of Energy to build a unified AI platform marks a material shift in how a nation-state organizes its scientific infrastructure. By coordinating 17 federal research facilities and training models on decades of protected government datasets, the administration is positioning AI not as a tool, but as a strategic lever to compress discovery cycles in biotech, energy, chemistry, and engineering from years to days. What stands out is the scale of institutional alignment. The White House frames this initiative as the largest mobilization of research assets since the Apollo program, signaling that AI has formally entered the category of “national mission technologies.” As federal AI agents begin automating experiments and hypothesis testing, the precedent for public–private AI collaboration will expandь reshaping expectations for data governance, model accountability, and the ethical boundaries of state-backed scientific acceleration. #AI#AIGovernance

🇺🇸White House's Public Health Report Contains Fake Citations A White House endorsed public health report led by HHS Secretary Robert F. Kennedy Jr. has come under fire after journalists uncovered multiple non-existent citations and bibliographic errorsь many possibly generated by AI. Researchers listed as authors of referenced studies have disavowed the existence of those works. Others claim their real studies were misrepresented. Despite branding the report as “radically transparent,” officials dismissed the issues as “formatting errors.” An updated version has since replaced fake sources, but the White House and HHS declined to say whether AI was used to generate content. #AI#AIGovernance

🇻🇬AI Governance Lessons from the Australian Tax Office The Australian Auditor-General’s report on AI governance at the ATO goes beyond tax administration—it sets a benchmark for AI risk assessment and compliance across industries. The audit examines how the ATO evaluates AI risks, ensures readiness, and builds governance frameworks for deployment and monitoring. For AI Officers and compliance teams, this report offers a practical guide to aligning AI adoption with accountability and oversight. As AI continues to integrate into critical systems, structured governance is no longer optional—it’s essential. #AI#AIGovernance

🤖 Виртуальная примерка любой вещи в нейросети Nano Banana Pro! Промпт: Put the following clothes on me. Fashion model shoot with a natural, relaxed pose. Analog photography style with soft grain and authentic film tones. Place the subject in the following location. #нейросети#ии#ai

“Yangi O‘zbekiston” universitetida “AI Hackathon 2024” IT festivaliga start berildi ✅Sun’iy intellekt bo'yicha "ML community" bilan hamkorlikda tashkil etilgan mazkur tadbir: 🔹axborot texnologiyalari sohasida iqtidorli yoshlarni aniqlash va ularni qo‘llab-quvvatlash, 🔹yoshlar orasida kompyuter texnologiyalaridan samarali foydalanishni targ‘ib etish, 🔹kundan-kun rivojlanib borayotgan sun’iy intellekt bo‘yicha ko‘p yillik tajribaga ega soha mutaxassislari bilan tajriba almashish imkonini yaratish; 🔹eng iste’dodli yoshlarni taqdirlash maqsadida o'tkazilmoqda. 🌐 Tadbirda respublika bo‘yicha yuzdan ortiq jamoa ro‘yxatdan o‘tgan bo‘lib, xorijlik va mahalliy spikerlar tashrif buyurgan. 🔁English ➖➖➖➖➖➖➖➖➖➖➖➖➖ #hackathon#AI ⬇️ Biz ijtimoiy tarmoqlarda: Veb-sayt | Telegram | Instagram | Facebook

Sun’iy intellekt orqali dunyoni o‘zgartirishga tayyor yoshlar uchun “AI Hackathon 2024” o‘tkaziladi! 👩‍💻 “Yangi O‘zbekiston” universitetida “AI Hackathon 2024” o‘tkaziladi! Xakatonda siz soha mutaxassislari bilan fikr almashish, turli muhokamalarda qatnashish va o‘z loyihangizni taqdim qilib, unga investitsiya jalb qilish imkoniyatlariga ega bo‘lasiz. 👉 Xakatonda ishtirok etish uchun ro‘yxatdan o‘ting. 🗓Sana: 16-18-fevral 📍Manzil: “Yangi O‘zbekiston” universiteti 🔁English ➖➖➖➖➖➖➖➖➖➖➖➖➖ #hackathon#AI ⬇️ Biz ijtimoiy tarmoqlarda: Veb-sayt | Telegram | Instagram | Facebook

糟了！ #ai#扫黄 全部 抓走

🔬PROJECT REVIEW: Ta-da Our portfolio company and incubation project Ta-da aims to support #AI companies by giving them access to high-quality #Data at an affordable rate. In this month's review, we will cover everything from how the Ta-da app works, its unique gamification features, and our analysis on what the strengths and challenges are for the project. Read the full review: ➡️here

Tribute Explores AI Tools for Enhanced Productivity #AI#OpenAI Tribute | Monetize your content discusses the potential of AI tools like OpenAI and Claude to significantly reduce daily work hours. The channel invites users to share their own AI hacks and insights. Source: link @tonlines