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Having multiple research tools is useful, but the experience becomes much better when users can access them without constantly switching between different platforms. Consider how a Solana trader researches a new token. They might start by checking its market activity, investigate the wallets involved, examine token distribution and look for possible risks before making a decision. Each step provides a different piece of information, but they all contribute to the same research process. This is where @StonkwatcherSF’s planned website restructure becomes interesting. The team is working on improving the website’s navigation and making its features easier to discover. The new landing page is also expected to showcase the broader Stonk Watcher ecosystem, including its products and mobile application. I think this is a meaningful direction because Stonk Watcher is aiming to bring different parts of crypto research closer together. Token discovery helps users find opportunities. Wallet tracing provides more context about the people and addresses behind transactions. Market analysis and risk indicators help users examine what is happening before deciding where to focus their attention. These tools become more useful when they fit into one connected workflow. The mobile app adds another layer by making research and safety features more accessible beyond the desktop experience. Of course, a redesigned website alone doesn’t guarantee a better product. Navigation needs to be intuitive, information needs to be reliable and the different features need to work smoothly together. That’s what will determine whether this restructure makes a real difference. I believe good product development is not just about adding more features. It’s also about making existing tools easier to find, understand and use. The goal should be simple: less friction, better access to information and a smoother research experience. That’s the progress I’ll be watching from @StonkwatcherSF. @StonkwatcherSF $STWC

【NVIDIA NeMo Switchyard在Amazon Bedrock上为编码智能体请求分配合适模型】 AWS机器学习博客11月13日发文，6位AWS和NVIDIA作者介绍在Amazon Bedrock上为编码智能体做模型路由。 作者主张用每个解决任务的成本衡量路由，而不是每个token的单价。 示例把开源网关LiteLLM和Switchyard插件部署在Amazon ECS Fargate的私有子网里。 LiteLLM通过Bedrock Converse API调用模型，流量经过VPC接口端点进入Bedrock。 能力较强的模型使用Claude Opus 5.5，高效模型使用NVIDIA Nemotron 3 Super 120B。 Stage策略读取近期工具结果在两个模型之间选择，信号不明确的时候默认使用高效模型。 Random策略按照权重分配流量，适合A/B测试，两种策略都不调用评判模型。 作者表示只在两个任务上跑了几次，不足以得出成本或者质量结论，示例只适合非生产账户。 我觉得现在只给了部署模板，团队需要自己用bench脚本量出每个任务的实际成本。 来源：AWS Machine Learning Blog · 2026-11-14

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.

我对于Hugo的编辑和管理界面感觉不太习惯，打算还是用原来的ZBlog进行文章管理，本地Windows11搭建了一个IIS，让AI装上SSL证书，用SwitchHosts切换域名到本地，在本地域名下新建和管理文章，然后让AI编写了一个WinSCP的同步命令，同步本地html到服务器上。

The FAA’s nationwide ground stop is exposing a major weakness in America’s aviation system, and Transportation Secretary Sean Duffy says decades-old technology is to blame. Pressed by Fox News’ @pdoocy on what caused the widespread outage, Duffy points to aging switches, routers, and copper lines dating back to the 1980s. “It’s an old system that went down and went down everywhere. It got overloaded.” And he makes one thing clear: The FAA is still relying on technology far older than the networks Americans use every day. Get continued FOX News coverage streaming live on @foxone :