阿里AI编程助手Qoder发布语音智能体Qoder Voice，由全双工模型Qwen-Audio-3.0-Realtime驱动，支持自然语音实时创建任务、讨论方案及执行代码。在Qoder Quest模式，点击语音入口可悬浮窗任意界面唤起，指令自动创建任务并调用工具后台执行，无需等待。
Similarweb报告显示，AI搜索正重塑传统模式：谷歌AI概览在搜索结果中的出现比例已从15%升至43%，AI驱动获取信息渐成默认体验。该功能已从辅助性补充升级为搜索流程核心环节，用户获取答案后还可借助对话式AI模式进行更深入查询。
腾讯企业微信AI助理“大圆”开启内测，支持手机侧边把手滑动唤醒、电脑侧边栏入口，无需切换应用。主打“爬楼”功能，可自动提炼群聊重点、总结语音消息，并根据对话生成内容，一站式处理日常办公任务。
谷歌移动端AI应用新增历史对话搜索功能，用户在侧边栏顶部点击“搜索对话”即可通过关键词全屏查找过往记录，并配有直达“我的活动”页面的设置入口，彻底告别此前无休止滚动的烦恼。
Xai
$1.4
输入tokens/百万
$3.5
输出tokens/百万
2k
上下文长度
Anthropic
$105
$525
200
Google
$0.7
$2.8
1k
$7
$35
$2.1
$17.5
$21
Alibaba
-
Baidu
128
$6
$24
256
Bytedance
$1.2
$3.6
4
$2
$3.9
$15.2
64
Hatago MCP Hub是一个轻量级的多MCP服务器聚合中心，支持通过STDIO、HTTP、SSE等多种传输协议连接本地、远程和NPX包形式的MCP服务器，为Claude Code、Cursor等AI工具提供统一访问入口，具备配置继承、标签筛选、环境变量扩展等高级功能。
MCP技能服务器是一个用于在本地开发环境中创建、测试和部署AI助手技能的工具，支持通过固定入口点实现技能的确定性执行，便于从编辑器到生产环境的无缝迁移。
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