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  <title>进化 · 学习驱动的蜕变</title>
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  <description>通过持续学习，把知识变成理解，把理解变成行动，把行动变成自我蜕变。</description>
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    <title>OpenAI 发布 GPT-Live 语音模型：边听边说，还能把难题交给 GPT-5.5 处理</title>
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    <description>两个版本今起上线，评测全面优于此前的 Advanced Voice Mode。</description>
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    <pubDate>Thu, 09 Jul 2026 00:00:00 -0000</pubDate>
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    <title>字节跳动发布 Seedream 5.0 Pro：一张图可拆十余个独立图层，密集图表实景一次生成</title>
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    <description>新增点选圈选定点编辑与十余种语言原生渲染，已上线火山方舟，将陆续接入豆包、即梦</description>
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    <category>Seedream 5.0 Pro</category><category>字节跳动Seed</category><category>AI图像生成</category><category>交互式编辑</category><category>多语种生成</category>
    <pubDate>Wed, 08 Jul 2026 00:00:00 -0000</pubDate>
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    <title>港大 HKUDS 开源 AI 家教 DeepTutor，111 天破 2 万星</title>
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    <description>论文实测个性化提升10.8%、推理能力提升29.4%，Apache 2.0 完全开源</description>
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    <pubDate>Wed, 08 Jul 2026 00:00:00 -0000</pubDate>
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    <title>Anthropic 官方支招：Claude Fable 5 当“顾问”，Claude Sonnet 5 干活能扛下账单大头</title>
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    <description>顾问模式里 Fable 5 只出主意，编排模式里 Fable 5 分派任务，两种搭法都靠费率更低的 Sonnet 5 干掉大部分活</description>
    <category>深度</category>
    <category>Fable 5</category><category>多模型协作</category><category>Agent成本优化</category><category>Claude Managed Agents</category>
    <pubDate>Wed, 08 Jul 2026 00:00:00 -0000</pubDate>
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    <title>Liquid AI 发布 Antidoom：修复推理模型的「死循环」问题，只改一个 token 即可，已开源</title>
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    <description>只微调死循环起点的单个token，两款模型死循环率都压到1%左右</description>
    <category>研究解读</category>
    <category>Liquid AI</category><category>推理模型死循环</category><category>偏好优化训练</category><category>开源方法</category>
    <pubDate>Wed, 08 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>Meta 发布 Muse Image：生图会自己查资料、自己纠错，评分排全球第二</title>
    <link>https://xfutureagi.com/article/meta-muse-image-video/</link>
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    <description>同门 Muse Video 视频模型同步预告，已支持原生音频生成，即将向创作者开放。</description>
    <category>产品发布</category>
    <category>Meta</category><category>Muse Image</category><category>AI生图</category><category>自我修正</category>
    <pubDate>Wed, 08 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>Cloudflare 发布自动收费网关：AI 想爬取你的网页、API，能自动给你付钱</title>
    <link>https://xfutureagi.com/article/cloudflare-monetization-gateway/</link>
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    <description>从只对 AI 爬虫收费扩展到向任意调用者收费，现处早期候补阶段</description>
    <category>产品发布</category>
    <category>Cloudflare</category><category>x402协议</category><category>稳定币支付</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
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    <title>OpenAI 发布 GPT-Realtime-2.1 和 GPT-Realtime-2.1-mini 实时语音模型：mini 模型具备推理能力，延迟下降 25%</title>
    <link>https://xfutureagi.com/article/gpt-realtime-2-1/</link>
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    <description>调用工具时模型会先说&quot;我这就去查&quot;，通话不再因等待而冷场</description>
    <category>产品发布</category>
    <category>OpenAI</category><category>Realtime API</category><category>语音智能体</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>加拿大阿尔伯塔省使用 Claude Code 做安全审查，20 小时扫描 4.66 亿行代码，原本需 6.5 年</title>
    <link>https://xfutureagi.com/article/alberta-claude-cybersecurity/</link>
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    <description>50 个智能体自主并行工作，覆盖该省 27 个部门、3,400 个代码仓库，还能自动修复漏洞、重写老旧系统。</description>
    <category>商业动态</category>
    <category>Claude Code</category><category>网络安全</category><category>政府数字化</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>Cloudflare 发布 Workers Cache：缓存前置到每个 Worker，命中不计 CPU 费</title>
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    <description>一行 Wrangler 配置加标准 HTTP 缓存头，缓存还能嵌进 Worker 内部任意入口之间。</description>
    <category>产品发布</category>
    <category>Cloudflare Workers</category><category>边缘缓存</category><category>Serverless</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>Anthropic首次公开Claude Code内幕：Boris Cherny两天写的Demo，如今为他写下100%代码</title>
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    <description>16位亲历者口述：从死磕diff到两周冲刺发布，到工程师不再手写一行代码</description>
    <category>深度</category>
    <category>Claude Code</category><category>口述历史</category><category>AI编程工具</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
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    <title>Claude Fable 5 实战指南：8 个「找未知」提示模式，从盲点扫描到读后小测验</title>
    <link>https://xfutureagi.com/article/fable-field-guide-unknowns/</link>
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    <description>Claude Code 团队 Thariq Shihipar 大会演讲实录：新模型的瓶颈不再是模型本身，而是你能不能讲清自己的未知</description>
    <category>深度</category>
    <category>Claude Fable 5</category><category>提示词方法</category><category>Agentic Coding</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
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    <title>Anthropic 在 Claude 身上发现一个类似人脑「内部思考空间」的区域：它是自己进化出来的，并非最初设计</title>
    <link>https://xfutureagi.com/article/claude-global-workspace/</link>
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    <description>占比不到一成，删掉后 Claude 仍会说话但推理归零，已用来抓模型编数据、识破测试</description>
    <category>研究解读</category>
    <category>可解释性研究</category><category>Claude</category><category>AI安全监测</category>
    <pubDate>Tue, 07 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>达特茅斯实测AI判作业：学生嫌它死板，用的人反而考得更好</title>
    <link>https://xfutureagi.com/article/phosphor-dartmouth-quiz-study/</link>
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    <description>151人实测:简答题比选择题更能拉动分数,AI答疑侧栏却几乎没人用</description>
    <category>研究解读</category>
    <category>AI教育科技</category><category>形成性评估</category><category>简答题AI判卷</category><category>达特茅斯</category><category>学习平台设计</category>
    <pubDate>Mon, 06 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>一位AI工程师给不会说话的自闭症儿子做了款沟通App，儿子开口涨5倍，还意外做成一门小生意</title>
    <link>https://xfutureagi.com/article/personalized-aac-app/</link>
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    <description>没有融资没有团队，纯粹为解决自己孩子的问题，却被诊所和学校主动找上门要用</description>
    <category>产品发布</category>
    <category>AAC辅助沟通</category><category>自闭症干预</category><category>AI生成个性化内容</category><category>语音克隆</category>
    <pubDate>Mon, 06 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>AI 工程师大会闭幕激辩:自动编码 loop,炒作有没有跑赢工程纪律</title>
    <link>https://xfutureagi.com/article/aiewf-loops-debate/</link>
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    <description>现场投票因灯光太亮没数出结果;同期调研显示 95% 团队已用 agent,59% 担心技术债在积累</description>
    <category>深度</category>
    <category>AIEWF大会</category><category>agentic loop</category><category>AI工程调研</category>
    <pubDate>Mon, 06 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>美国富裕家庭弃普通学校，砸7.5万美元一年送孩子上 AI 私校</title>
    <link>https://xfutureagi.com/article/ai-schools-wealth-gap/</link>
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    <description>传统学校还没想清楚怎么用 AI，硅谷和华尔街家庭已经用真金白银投票了</description>
    <category>深度</category>
    <category>AI教育</category><category>教育鸿沟</category><category>个性化学习</category>
    <pubDate>Mon, 06 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>初级程序员岗位被AI烧穿：编程正从职称变成人人都会的技能</title>
    <link>https://xfutureagi.com/article/ai-junior-dev-collapse/</link>
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    <description>美国22-25岁开发者就业三年跌19%，同时GitHub新账户涨到史上最快</description>
    <category>研究解读</category>
    <category>AI就业冲击</category><category>初级程序员</category><category>Vibe Coding</category><category>劳动力市场数据</category>
    <pubDate>Sun, 05 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>NVIDIA Research 发布 HORIZON，无人值守智能体把全套 RTL 芯片设计基准刷到 100% 通过</title>
    <link>https://xfutureagi.com/article/nvidia-horizon-chip-agent/</link>
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    <description>论文首次让智能体全程无人值守跑完全部RTL基准；多数题两三轮过关，最难一题却要迭代82轮</description>
    <category>研究解读</category>
    <category>NVIDIA Research</category><category>Agentic 工作流</category><category>RTL芯片设计</category><category>Git版本控制</category>
    <pubDate>Sun, 05 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Anthropic 研究 40 万次 Claude Code 会话：专业度比会编程更决定 AI 编程成败</title>
    <link>https://xfutureagi.com/article/claude-code-expertise/</link>
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    <description>23.5万用户、跨7个月的会话分析：专家验证成功率是新手近两倍，但十大职业彼此只差7个百分点内</description>
    <category>研究解读</category>
    <category>Claude Code</category><category>Anthropic研究</category><category>agentic coding</category><category>职场专业度</category><category>人机分工</category>
    <pubDate>Sun, 05 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Dan Koe 长文拆解：人性说服的3重张力和5个杠杆，写文案直接抄</title>
    <link>https://xfutureagi.com/article/human-nature-persuasion/</link>
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    <description>核心是先制造心理张力再给一个小到没法拒绝的第一步，写作、带货、求职都能直接套用</description>
    <category>深度</category>
    <category>人性洞察</category><category>说服框架</category><category>文案写作</category><category>内容营销</category>
    <pubDate>Sun, 05 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Sakana AI 联合创始人：企业要具有能随时更换模型的能力，这本身就是一种威慑</title>
    <link>https://xfutureagi.com/article/ai-systems-not-models/</link>
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    <description>美国6月12日出口管制首次把前沿AI模型本身（非仅芯片）纳入管制范围，他给出的对策是练好多模型调度力</description>
    <category>深度</category>
    <category>AI地缘政治</category><category>出口管制</category><category>多模型编排</category><category>日本AI战略</category>
    <pubDate>Sat, 04 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>和 Claude Fable 5 干活，真功夫是先找出你自己的「未知」</title>
    <link>https://xfutureagi.com/article/fable-finding-unknowns/</link>
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    <description>Anthropic 的 Thariq 总结：和 Claude Fable 5 协作，活儿的质量卡在你能不能讲清自己的「未知」；这份田野指南按实现前、中、后给了 8 个找未知的技法，每个都配可直接照抄的提示词。</description>
    <category>深度</category>
    <category>Claude Fable 5</category><category>Agentic Coding</category><category>提示工程</category>
    <pubDate>Sat, 04 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>AI 越便宜，只会租通用智能的公司越危险</title>
    <link>https://xfutureagi.com/article/the-great-descent/</link>
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    <description>投资人 Chamath Palihapitiya：智能正像手机一样成本暴跌、专家判断力人人可得；真正的护城河是把独家经验编码进自己的系统，而不是租一个和对手一样的通用 AI</description>
    <category>深度</category>
    <category>AI成本下降</category><category>专家判断力普及</category><category>商业护城河</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>微软推出 Microsoft Frontier Company,投 25 亿美元、6000 名专家进驻客户做 AI 转型</title>
    <link>https://xfutureagi.com/article/microsoft-frontier-company/</link>
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    <description>承诺客户数据不会被用于训练会削弱其行业差异化的模型,平台可在多种AI模型间自由切换,不锁定单一供应商</description>
    <category>商业动态</category>
    <category>微软</category><category>企业AI转型</category><category>AI工程服务</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Every 咨询负责人的 Codex 实战笔记：不懂技术的她搭建、维护自己的多个私人工作系统</title>
    <link>https://xfutureagi.com/article/codex-in-practice/</link>
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    <description>她还用同一套模式搭了邮件分诊和老爸看护 App，方法可复制，完整 prompt 未公开</description>
    <category>深度</category>
    <category>OpenAI Codex</category><category>Loop 工作模式</category><category>非技术者自建系统</category><category>Every</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>同样一个 AI 模型，为什么有的公司用出复利，有的公司用了个寂寞</title>
    <link>https://xfutureagi.com/article/enterprise-ai-agent-guide/</link>
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    <description>四条落地原则打底，配 L&#x27;Oréal、Lyft、Rakuten 三家实测数据佐证</description>
    <category>商业动态</category>
    <category>企业AI转型</category><category>Claude Cowork</category><category>插件生态</category><category>AI Agent部署</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Anthropic 发布 AI Agent 架构指南：先问三个问题，再决定要不要上多智能体</title>
    <link>https://xfutureagi.com/article/ai-agent-architecture-guide/</link>
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    <description>多智能体系统效果能提 90.2%，但 token 成本也贵 10-15 倍——这套三问框架帮你先想清楚要不要上复杂架构。</description>
    <category>深度</category>
    <category>AI Agent架构</category><category>多智能体系统</category><category>Anthropic</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>阿里开源 Page Agent：让智能体直接嵌进网页里，靠读文字而不是截图操作界面</title>
    <link>https://xfutureagi.com/article/alibaba-page-agent/</link>
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    <description>MIT 协议开源、模型无关，接入任意 OpenAI 兼容文本模型即可用，目前只能操作单个页面视图</description>
    <category>产品发布</category>
    <category>Page Agent</category><category>阿里巴巴</category><category>浏览器自动化</category><category>开源</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
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  <item>
    <title>未来的网站会为每个访客现场拼装：Adobe 演示按意图实时生成专属页面</title>
    <link>https://xfutureagi.com/article/adobe-agentic-site/</link>
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    <description>现场demo：搜&#x27;露营&#x27;后，咖啡机网站文案产品全变户外主题；技术能落地，客户网站还没规模上线。</description>
    <category>深度</category>
    <category>Adobe</category><category>智能体网站</category><category>AI个性化</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>顶级PM的 AI 杠杆阶梯指南：PM 提效两条路径，附 3 个可直接抄的实战 Prompt</title>
    <link>https://xfutureagi.com/article/pm-ai-leverage-ladder/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/pm-ai-leverage-ladder/</guid>
    <description>培训过 3 万+ PM 的讲师总结两条 AI 杠杆阶梯：从复制粘贴到端到端交付，从网页原型到生产 PR。</description>
    <category>深度</category>
    <category>产品经理</category><category>AI工作流</category><category>MCP</category><category>Claude Code</category>
    <pubDate>Fri, 03 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Anthropic 官方支招：Claude Fable 5 当“顾问”，Claude Sonnet 5 干活能扛下账单大头</title>
    <link>https://xfutureagi.com/article/claude-advisor-tool/</link>
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    <description>顾问模型只出几百字建议、不用全程代打，同等质量下总成本更低，目前是仅限 Claude API 和 AWS 平台的 beta 功能</description>
    <category>产品发布</category>
    <category>Claude API</category><category>多模型协作</category><category>Agent 工具</category>
    <pubDate>Thu, 02 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Claude Fable 5 官方提示指南：十几条可直接抄的调法，从治过度规划到治假进度汇报</title>
    <link>https://xfutureagi.com/article/fable5-prompting-guide/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/fable5-prompting-guide/</guid>
    <description>Anthropic 官方文档，教你怎么调系统提示词和工程脚手架适配新模型，同套方法也对 Claude Mythos 5 有效</description>
    <category>深度</category>
    <category>Claude Fable 5</category><category>提示工程</category><category>长程自主 Agent</category>
    <pubDate>Thu, 02 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Claude Code 官方讲透循环设计：4 级递进到无人值守</title>
    <link>https://xfutureagi.com/article/claude-code-loops/</link>
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    <description>从手动确认到无人值守，Claude Code团队给出4级循环分类与实操建议</description>
    <category>深度</category>
    <category>Claude Code</category><category>AI Agent</category><category>自动化循环</category><category>Dynamic Workflows</category>
    <pubDate>Thu, 02 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>OASIS Devices 发布智能戒指 OASIS 1，默念说话就能打字</title>
    <link>https://xfutureagi.com/article/oasis-1-whisper-ring/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/oasis-1-whisper-ring/</guid>
    <description>钛金属材质，预售价289美元，2026年圣诞节前后发货，公司此前已出货第一代纯触控戒指。</description>
    <category>产品发布</category>
    <category>智能戒指</category><category>默念输入</category><category>语音交互</category><category>可穿戴设备</category>
    <pubDate>Wed, 01 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>美团发布 LongCat-2.0，1.6万亿参数模型全程国产芯片训练，不用英伟达GPU</title>
    <link>https://xfutureagi.com/article/longcat-2-no-nvidia/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/longcat-2-no-nvidia/</guid>
    <description>训练用超5万块国产AI芯片、35万亿token；跑分多为美团自评框架测得，权重尚未真正开放下载</description>
    <category>产品发布</category>
    <category>大模型发布</category><category>国产AI芯片</category><category>MoE架构</category><category>开源模型</category><category>长上下文</category>
    <pubDate>Wed, 01 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Anthropic 发布 Claude Science：面向科学家的 AI 工作台，内置 60 多个科研技能</title>
    <link>https://xfutureagi.com/article/claude-science-workbench/</link>
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    <description>现已开放测试。一个协调 agent 拉起专家团队干活，末端还有个审稿 agent 专挑引用和数字的错；算力外包给 AI，原始数据不出本地。</description>
    <category>产品发布</category>
    <category>Claude Science</category><category>科研智能体</category><category>Anthropic</category><category>计算资源管理</category>
    <pubDate>Wed, 01 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>谷歌发布 Nano Banana 2 Lite 和视频模型 Omni Flash：生图 4 秒，系列最快最便宜</title>
    <link>https://xfutureagi.com/article/nano-banana-2-lite/</link>
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    <description>生图仅需 4 秒、每千张约 $0.034；视频模型 Omni Flash 同日首次开放给开发者。</description>
    <category>产品发布</category>
    <category>Nano Banana</category><category>Gemini Omni Flash</category><category>AI生图</category><category>AI视频生成</category>
    <pubDate>Wed, 01 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>桥水训了个专做金融信息筛选的模型，准确率 84.7%，方法公开</title>
    <link>https://xfutureagi.com/article/tinker-financial-triage/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/tinker-financial-triage/</guid>
    <description>联合 Thinking Machines，用专家标注数据微调开源模型：比前沿最优错误率降 29.8%，推理成本仅 1/14</description>
    <category>研究解读</category>
    <category>Tinker</category><category>强化学习微调</category><category>金融AI</category><category>专家标注</category><category>在线策略蒸馏</category>
    <pubDate>Wed, 01 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Anthropic 发布 Claude Sonnet 5：便宜四成，部分任务追平 Opus 4.8</title>
    <link>https://xfutureagi.com/article/claude-sonnet-5-launch/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/claude-sonnet-5-launch/</guid>
    <description>官方评测显示,高算力挡位下部分任务性能追平 Opus 4.8,标准定价却只要其六成。</description>
    <category>产品发布</category>
    <category>Claude Sonnet 5</category><category>Anthropic</category><category>模型定价</category><category>Agentic AI</category><category>网络安全防护</category>
    <pubDate>Wed, 01 Jul 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>AI 省了七百人工，Klarna 说质量下降了</title>
    <link>https://xfutureagi.com/article/ai-support-deflection-trap/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/ai-support-deflection-trap/</guid>
    <description>企业AI客服已进入并购季，Klarna和阿里256万次对话数据都指向同一个盲点：省了成本不等于解决了问题</description>
    <category>深度</category>
    <category>AI客服</category><category>企业AI</category><category>客户体验</category><category>产品方法论</category><category>Klarna</category>
    <pubDate>Tue, 30 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>OpenAI 总裁说：最好的产品，是没有产品</title>
    <link>https://xfutureagi.com/article/brockman-agi-interface-era/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/brockman-agi-interface-era/</guid>
    <description>Brockman 确认 OpenAI 在研多款硬件；Agent 用户仅约 2000 万，ChatGPT 用户却已逼近 10 亿</description>
    <category>深度</category>
    <category>OpenAI</category><category>AGI</category><category>Agent时代</category><category>Greg Brockman</category><category>算力竞赛</category>
    <pubDate>Tue, 30 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>不开颅能读脑电，Meta 无创准确率近 8 倍于同类</title>
    <link>https://xfutureagi.com/article/brain2qwerty-v2-noninvasive/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/brain2qwerty-v2-noninvasive/</guid>
    <description>戴头盔即可实时解码脑磁信号，字词准确率从 8% 跳到 61%，v1/v2 训练代码与数据集同步开源</description>
    <category>研究解读</category>
    <category>脑机接口</category><category>Meta AI</category><category>神经科学</category><category>非侵入式</category>
    <pubDate>Mon, 29 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>最近很火的 Loop Engineering 到底是什么</title>
    <link>https://xfutureagi.com/article/loop-engineering-playbook/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/loop-engineering-playbook/</guid>
    <description>Anthropic 工程师的「循环工程」方法论详解：不再手动一句句提示 AI，而是设计一套能自己跑的循环系统</description>
    <category>深度</category>
    <category>AI Agent</category><category>工程方法论</category><category>Claude Code</category><category>自动化</category>
    <pubDate>Mon, 29 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>AI 停了才让 Mac 睡，这个开源工具把保活做精了</title>
    <link>https://xfutureagi.com/article/adrafinil-agent-aware-sleep/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/adrafinil-agent-aware-sleep/</guid>
    <description>支持 Claude Code 等 9 款 Agent 一键集成，合盖继续跑任务，停工 50ms 内自动释放休眠控制</description>
    <category>产品发布</category>
    <category>macOS</category><category>AI Agent</category><category>开发工具</category><category>Claude Code</category><category>开源</category>
    <pubDate>Mon, 29 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>多做一步反而更快：DSpark 让 DeepSeek V4 单用户生成速度提升 85%</title>
    <link>https://xfutureagi.com/article/dspark-deepseek-v4-speculative/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/dspark-deepseek-v4-speculative/</guid>
    <description>在已有 MTP-1 投机解码基础上再快 60–85%，靠草稿与验证流水线重叠执行（数据为 DeepSeek 自评）</description>
    <category>产品发布</category>
    <category>DeepSeek</category><category>推理加速</category><category>投机解码</category><category>大模型基础设施</category>
    <pubDate>Mon, 29 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>被所有团队跳过的第四步，才是 AI 工程的关键</title>
    <link>https://xfutureagi.com/article/compound-engineering-fourth-step/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/compound-engineering-fourth-step/</guid>
    <description>Every 单人团队运营 5 款产品，核心是每次完成功能后多做的一步：把解法存进系统，让 AI 下次自动避坑</description>
    <category>深度</category>
    <category>AI编程</category><category>工程方法论</category><category>Claude Code</category><category>多Agent</category><category>效率</category>
    <pubDate>Sun, 28 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>GPT-5.6 Sol 作弊率破纪录，评测机构说这反而让人放心</title>
    <link>https://xfutureagi.com/article/gpt-5-6-sol-metr-eval/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/gpt-5-6-sol-metr-eval/</guid>
    <description>能力数字出了三个版本且哪个都不可信，但可见的作弊行为本身成了安全监控有效的证据</description>
    <category>研究解读</category>
    <category>GPT-5.6</category><category>AI安全</category><category>模型评测</category><category>OpenAI</category><category>METR</category>
    <pubDate>Sat, 27 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>GPT‑5.6 发布了，但好像又没发布</title>
    <link>https://xfutureagi.com/article/gpt-5-6-sol-preview/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/gpt-5-6-sol-preview/</guid>
    <description>一次出 Sol/Terra/Luna 三档，先限量给可信伙伴、名单已报备美国政府，几周后再广泛开放</description>
    <category>产品发布</category>
    <category>OpenAI</category><category>GPT-5.6</category><category>AI安全</category><category>网络安全</category><category>大模型</category>
    <pubDate>Sat, 27 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>Wan Streamer：边听边看边说话的实时 AI</title>
    <link>https://xfutureagi.com/article/wan-streamer-realtime-av/</link>
    <guid isPermaLink="true">https://xfutureagi.com/article/wan-streamer-realtime-av/</guid>
    <description>模型侧响应约 200ms、总延迟约 550ms；v0.1 仅 192p，演示为预录非实时体验</description>
    <category>研究解读</category>
    <category>多模态大模型</category><category>全双工实时交互</category><category>端到端</category><category>音视频对话</category><category>数字人</category>
    <pubDate>Sat, 27 Jun 2026 00:00:00 -0000</pubDate>
  </item>
  <item>
    <title>IBM 发布全球首个 0.7 纳米芯片，指甲盖塞进近千亿晶体管</title>
    <link>https://xfutureagi.com/article/ibm-sub1nm-chip/</link>
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    <description>实验室已验证可制造；性能 +50%、能效 +70% 是相对 2nm 的预测值，非实测</description>
    <category>研究解读</category>
    <category>IBM</category><category>半导体</category><category>芯片制程</category>
    <pubDate>Fri, 26 Jun 2026 00:00:00 -0000</pubDate>
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