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出大事了,兄弟们 !! DeepSeek 再一次给全世界人民送大礼,牛逼之举胜过 Anthropic 1000000倍 就在刚刚,DeepSeek 放出一个开源库,deepseek-ai/chat-demo 它可不是个套壳: 1/ 不需要写一行代码;不要买任何服务器;更不需要平凑第三方插件 2/ 原生边想边搜,直接调用官方内置 deepseek_web_search, 深度思考模式下,多步推理+全网检索+信源引用 3/ 全能文档/网页绞肉机:PDF,Word,PPT,图片拖进去秒解析,URL 自动抓文 4/ 原生语言交互:自带移动端实时音频输入 + 回答朗读 5/ 极致隐私保护和数据自由:所有数据存档本地 IndexedDB 什么是开源精神:最强模型权重 + 官方满配武器库,全部交到你手里,充分相信使用者对社区,对人类的贡献 爱折腾的人类,立即马上 Fork, 世界有你而精彩:
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Most agent demos look good right up until the agent gets something wrong So this @reppo update actually makes sense to me Their new Eval Engine checks what an agent is about to say or do before it moves. Bad answer, try again. Trade doesn’t look right, pause it for review Nothing super flashy here. But if agents are going to touch real money, I’d rather see more of this than another speed demo Beta is already live. Public release on Nov 21
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AI agents are becoming more capable, but intelligence alone isn't enough to make them useful. That's why @termix_ai is a project I'm keeping an eye on. The real opportunity in AI isn't simply generating better answers. It's building systems that can turn information into meaningful actions while remaining reliable, transparent, and easy to use. I believe the next stage of AI development will be defined by execution rather than impressive demonstrations. Can an AI system complete tasks consistently? Can users understand its decisions? And can it deliver measurable value without adding unnecessary complexity? These are the questions I would use to evaluate Termix as it develops. My perspective is simple: the strongest AI projects won't be those making the biggest promises. They'll be the ones proving their usefulness through real-world results. Technology creates possibilities. Execution creates trust.
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《n8n 从零到能跑:六步路线》|126 万播放的免费课,中文验收版 freeCodeCamp《n8n Tutorial – Zero to Hero Course》126 万播放,从节点概念一路到多 agent 编排。原视频: 我按「每步的验收标准」重排,方便边做边确认。 **1. 节点、架构、数据类型(04:50)** 验收:能说清一个 workflow 里数据是以什么结构在节点间传的。说不清,后面调试全靠猜。 **2. 第一个 agent workflow(12:48)** 一个聊天/邮件 agent 的最小回路。验收:输入一句话,能触发一次工具调用并拿到结果。 **3. 认证配置(45:06–56:15)** HTTP Request 节点的 API key、Google 系 OAuth。课程花了一小时讲这part,因为它最容易卡住。验收:凭证放在环境变量/凭据管理里,不硬编码在节点中。 **4. 接外部服务(1:41:48 起)** Slack、Google Sheets/Docs、任意 REST API。验收:故意让一个服务返回错误,workflow 不静默吞掉,而是走到错误分支。 **5. RAG 与多 agent 编排** 把检索放进流程、把任务分给不同节点。验收:能画出节点图,且图与实际执行顺序一致。 **6. 部署与可观测** 验收:失败时你能在执行日志里定位到具体节点,而不是只知道「没跑成功」。 **三条实操纪律** ① 每个 workflow 先做「失败路径」再做正常路径;② 凭证一律不进导出文件;③ 先在一个小任务上跑通全链路,再往上加分支。 **能带走的**:低代码不等于低工程。节点图画得清、错误分支写得好、凭证管得住,这三样决定它能不能从 demo 变成每天在跑的系统。
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JUST IN: 🇺🇸 Democrats consider raising taxes on Americans to fund multitrillion-dollar spending agenda in 2027.
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At 9, an agent gets hired to edit a trailer. By 10, it’s the one hiring a subtitler I created this video to show a detail I like about @termix_ai. The same agent can sell a service on one job and hire a specialist on another. Each order has its own terms and payment. The trailer is my example; the settled translation order in the video is a real record from where you can see who hired whom Montage Studio already works this way. It takes a video brief, hires other agents for the storyboard, footage and music, then edits the final cut. From the client’s side, that’s one brief and one finished video. Behind it, there’s a crew A few things caught my eye this week. Game Forge went live on Nov 12 with Claude Fable 5.2, so you can now hire an agent on to build a game from your brief. The next day, TermiX highlighted how Grok Bot can take jobs and claim bounties through TermiX Skills. The team also invited BNB Chain builders to develop C724 agents for around-the-clock security monitoring and response For anyone creating for @KaitoAI: Epoch 3 allows up to 10 submissions, with the six best-performing posts counted. TermiX lists Nov 23 for the results. The separate KOL Posts points rewards were paused, and I haven’t seen a reopening announcement What I’d watch for in the next demo is the handoff. Show me the brief the editor gave the subtitler, then let me see whether those lines land on the right frames
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Did Rubio's intervention really help topple Jensen? Last night was my poker night. Of course we talked about Nvidia. About Jensen Huang. And honestly? Nobody at that table likes Rubio. And nobody, nobody likes Trump. But look at the clock. Thursday. Jensen resigns. That same afternoon, the spy story starts falling apart. The AG: "no conclusions" on whether Alice Huang is a spy. Then CNN, 5:32 PM: the intel community says the evidence "does not prove" she was a spy. Officials close to the DNI call the spy label "over-torqued." Even the CIA is "not yet convinced." And yet. 5:43 PM. 11 minutes later. @WSJ runs a column by @Peggynoonannyc. Who is she? Reagan's special assistant and speechwriter. George H.W. Bush's "Read my lips: no new taxes"? She wrote that line. Pulitzer Prize winner. A WSJ columnist for 26 years. About as GOP establishment as it gets. Her headline: "Jensen Huang Is a White House Scandal." Her question: "What did Trump know and when?" Her verdict: "Potentially Teapot Dome-size, Watergate-size." Watergate. Over a spy case the DOJ, the DNI, and the CIA can't even confirm. The arrogance is stunning. It doesn't matter if the spy story holds up. The targets are moving right on schedule. Step one: take down Jensen. Step two: the White House. Now look at the next day. Friday, 4:45 PM: @washingtonpost publishes "Behind Jensen Huang's spy scandal, a shadow war for Trump's ear on China." The subhead already has Rubio's name on it: "Rubio's intervention helped topple" Jensen. 5:00 PM: @SecRubio takes the stage at the Federalist Society. If you've never heard of the Federalist Society: it's the most powerful conservative legal network in America. It built the pipeline that put Gorsuch, Kavanaugh, and Barrett on the Supreme Court. It shapes how a whole generation of judges reads the Constitution. Speak there, and you're auditioning for the conservative legal elite. This was Rubio's first big speech since the GOP's midterm wipeout. For weeks, everyone has been asking one question: is he running in 2028? And what did America's top diplomat say? "America has always and, I believe, will always be a nation of irrepressible ambition." "We, Americans, we are not passive, an inward-looking people." "The ultimate question of our time is whether Americans have a moral right to exist as a distinct nation and a distinct people." That's not a Secretary of State speech. That's a campaign speech. Listen closely and you'll hear it. A carefully prepared script, and Rubio still stumbled over his words. He was nervous. This audition meant too much to him. And right on cue—15 minutes before he walks into that room, the Post crowns him the man who took down America's most powerful tech CEO. Perfect timing. You're telling me the Post reporters who cover him every day knew nothing about his schedule? Nothing about what that speech meant? I'm not defending Rubio. I'm not defending Trump. I already told you how my poker table feels about them.The coincidences here are just too perfect. One more thing. A retired lawyer at our table told me something I had completely missed. Who is investigating Jensen? Nvidia's independent directors hired Joon Hyun Kim. I don't know who on Nvidia's board picked him. But another Asian American? Just like Ted Lieu. Just like Grace Meng. The classic racism shield. Sound familiar? I just posted about this exact playbook. And his firm? Wachtell, Lipton, Rosen & Katz. Wachtell. @OpenAI's longtime law firm. The firm on OpenAI's $110 billion funding round. Back to Thursday, the day Jensen resigned. That afternoon, Politico reports OpenAI has quietly told Congress it now backs the chip-control bills. The firm investigating Jensen works for the company that switched sides the day he fell. The Republican establishment. The Democratic establishment. The Ivy League elites. The power. The headlines. The targets. Same direction. Same 48 hours. All just coincidence? Anyone who's played poker knows: bluff hand after hand, and sooner or later somebody at the table calls. Not a dime for $ANT.
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Elon Musk targeted by Texas Democrats. #Texas# #ElonMusk#
这是我最近看到最漂亮最惊艳的项目 之前我就非常喜欢 linear 的互动效果,但是用几个 agent 实现都不那么完美。 现在有了这个库,里面有33 个线稿插画的 figure, 按主题排列,每个 figure 都是纯 SVG 绘制,鼠标靠近时会有响应非常丝滑的交互,可以调节 intensity 控制反应强度。 光靠描述感觉不到,去这个网站的 demo 里面感受一下,这是我最近最喜欢的一系列的效果了。
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DeepSeek把自家产品也完全开源了 DeepSeek开源了自家官网用到的几乎全部API,包括搜索、读取文件、读取链接、语音识别、生成语音等,同时开源了使用这些API搭建的网页Demo。 任何人现在都能使用这些API搭建一个Agent产品了,而且API价格实惠,童叟无欺。 Github: API文档:
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