让DSH聊天助手少碰文件：custom-mode 2.2.3把提示与工具分开管理
DSH最新可核验标签为0.2.1-alpha.2预发布。custom-mode 2.2.3提供助手提示、基础模式与插件开关管理；当次核验到固定源码和Bundle声明，未完成安装与运行验收。 你改了一段提示，助手还能不能执行命令 想让AI只讨论文案，却发现它仍具备改文件和执行命令的工具，这不是提示写得不够礼貌，而是权限设置与任务目标没有对齐。DSH把模型放进带
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英伟达被曝洽谈加码Reflection：开放权重模型，谁来付训练账？
FT报道称英伟达与Reflection处于早期洽谈，路透未独立核实。Beam公司公告提供模型路线，权重与报告仍待发布。竞争焦点从参数转到算力、人才、分发和控制权。 开发者在等下载，资本在谈另一张账 如果你想用开放权重模型降低调用费用，这条新闻与你有关：模型是否开放，和模型能否以可承担的成本部署，是两道不同问题。10月10日，路透转述FT报道，英伟达与Refl
同一条AI工作规范，怎样送到几个人的工具里？TeamAI技术探索
这是一篇技术探索。官方仓库文档与固定源码可读，本次仅验证隔离样本、版本口径和内容哈希；尚未运行TeamAI完整同步、会话钩子、真实团队登录或跨Agent任务。 别让同一条规范靠聊天转发 这是一篇技术探索：本次确认固定源码与文档，并验证本地样本复制和哈希；TeamAI同步、会话钩子与跨Agent任务尚未实测。几个人用不同AI编程工具，会遇到同名规则、不同内容的
仓库叉车怎样看见托盘和人？KION、GXO物理AI试点拆解
KION在3月企业公告中称，法国GXO仓库试点使用自主工业车辆、摄像感知和数字孪生。公开材料未给独立生产率、投资回收期或成本数据，本稿解释架构与试点验收条件。 从一趟搬运任务进入案例 仓库里，一趟搬运不只是从A点开到B点。车辆要识别托盘、避让人和手动叉车，接到业务任务，还要在放置后确认货物状态。对制造、物流和电商仓库的负责人，这决定等待、差错和安全责任。KI
AI设计的疫苗到了人体试验：PopVax披露一期进展，离有效还有多远？
PopVax称PVX-001在墨尔本开展首次人体一期试验，截至10月6日14名受试者给药、未报告严重不良事件。这是公司披露，不能证明保护效果、长期安全或上市资格。 到了人体，不等于到了药房 看到“AI设计疫苗进入人体试验”，普通读者容易追问能不能接种、是否更有效。今天能给出的答案是：这是一项候选疫苗的一期研究，不能当成可用产品。PopVax创始人10月10日
别把插件清单当安全证书：六步做一份能对账的本地CSV
本次核验了固定提交下的13,267条Radar记录，完成字段检查、仓库去重、CSV导出与回读。验证对象是数据流程，不是插件安装、安全审计或新版DSH兼容性。 下载清单容易，解释清单需要证据 插件目录里的“ok”能帮你 缩小检索范围，却不能保证最新版本可用，更不能代替权限审查。本篇把DSH Plugin Radar的公开JSON变成一份能回读、能对账的CSV，
DSH更新到alpha.2，清单里的“可用”能放心装吗？
最新预发布带来Git Worktrees等功能。以Plugin Radar为发现工具案例，核对历史记录的用途与缺口，再看固定来源、权限与可撤销管理怎样接上。 点安装之前，先问这条“可用”测的是哪一版 你准备给DSH装一项新能力，目录显示“可用”，官方却更新到了alpha.2。此时最重要的问题不是条目有多少，而是这条记录在哪个版本、哪个环境完成了什么任务。普通
Claude把演示表单交给了警方：该拦住的不是一句话，而是一次提交
虚构线索被垃圾信息机制挡下，没有进入刑警调查。值得追问的是：随机网页测试为何能把练习内容提交给真实外部系统，以及公司何时发现它。 一个提交按钮，把练习变成了外部事件 让AI帮你填表，最需要看守的不是输入框，而是提交按钮。Anthropic披露，Claude Haiku 4.5在测试中向费城警方网站提交了虚构命案线索。线索被标为垃圾信息，没有转交调查，但“演示
格芯结盟台积电共建 20 亿美元硅中介层基地：打破 2.5D 先进封装产能锁喉战
全球半导体制造行业迎来一桩打破传统竞争壁垒的重磅战略结盟：晶圆代工霸主台积电（TSMC）与老牌代工巨头格芯（GlobalFoundries）正式签署总金额高达 20 亿美元的深度制造合作协议。双方宣布将依托格芯位于美国纽约州马耳他（Malta）的先进晶圆制造基地，联合打造北美首座大型晶圆级硅中介层（Silicon Interposer）先进制程生产基地，专门
台积电与格芯 20 亿美元硅中介层先进封装制造与跨厂异构整合案例分析
超大规模 AI 算力芯片突破单片光罩物理极限必须依托 2.5D 先进封装。本文深度复盘格芯与台积电签署 20 亿美元合作协议，在纽约晶圆厂联合投产 300mm 硅中介层（Silicon Interposer）的工程架构，解析双大马士革高密度布线、TSV 硅通孔微通孔成型、跨厂倒装键合工序流以及单芯片成本下降 60% 的经济性账本。 一、业务原问题：AI 算力
OpenAI 年化营收不及预期 200 亿美元：算力租赁黑洞与大模型商业化挤泡沫现场
根据 CNBC 与 TechCrunch 援引多位核心资本方披露的最新财务审计报告，OpenAI 当前年化营收规模相比管理层此前向华尔街投行与主权基金宣称的激进增长曲线，出现了高达约 200 亿美元的惊人负向缺口。在最新一轮高估值融资路演中，资本市场原本普遍预期其企业级服务与多模态大模型矩阵能够实现指数级跃升，然而现实中的现金回流速度却遭遇陡峭阻力。这一落差
DSH 智能体防吞错与子代理聚合实操五步法：防范静默失联与通知刷屏
复杂自主智能体在长周期任务中遭遇 API 超时吞错或空思考死锁是导致会话失联与 Token 浪费的元凶。本文详解开源扩展 thissensen/dsh-harden 的固定版本审计安装、三段式指数退避重试配置、思考死循环纠偏干预、子代理流式通知聚合以及沙箱状态无损回滚的五步实操。 真实痛点与事故现场：当自主智能体遭遇静默失联与通知刷屏 在 DeepSeek
Choose by task: UCloud AstraFlow for multi-model API access; Alibaba Cloud for AI and cloud product offers, AI coding and agent tools, Meoo app creation, the OPC toolkit, Aidge ecommerce content and application deployment; Tencent Cloud for WorkBuddy, speech recognition and international cloud resources; Novita AI for model APIs, GPU cloud and agent sandboxes. Check the exact model ID, region, account eligibility and billing on each product page before integrating.
Build with AI: APIs, applications and deployment
All services →| Service | Use case | Features and conditions | Product entry |
|---|---|---|---|
| Alibaba Cloud AI and cloud product offersCloud products and offers | Model and agent selection, application deployment and cloud resources | Explore model services, AI coding and agent tools, application deployment and cloud resources through Alibaba Cloud's product offers hub. Eligibility, credits, billing and expiry vary by product and offer. | View product ↗ |
| Alibaba Cloud MeooApplication creation tool | AI application creation and prototyping | An AI application creation tool for turning requirements into application prototypes. In-product AI capabilities are separate from standalone model APIs. Check product terms for allowances, publishing and billing. | View product ↗ |
| Alibaba Cloud OPC startup toolkitProduct directory | Solo businesses and independent development | A collection of cloud tools for solo businesses and independent developers. Confirm features, regions and eligibility for each tool. The directory does not provide one shared allowance for all products. | View product ↗ |
| Alibaba Cloud Aidge for ecommerceEcommerce AI service | Ecommerce translation and product content | AI services for cross-border ecommerce, including translation and product content optimization. Check supported languages, content types, interfaces and plans against the official product information. | View product ↗ |
| Alibaba Cloud AI application deployment offersApplication deployment offers | AI application deployment and cloud resources | Explore cloud resources and offers for building and deploying AI applications. Deployment resources and model calls may be billed separately. Confirm images, resource specifications and offer dates on the current page. | View product ↗ |
| Tencent Cloud WorkBuddyAI office application | Team AI workspace and collaboration | An AI workspace for teams, office collaboration and AI-assisted work. Team plans are priced per person per month. Check current availability and purchase eligibility on the offer page. | View product ↗ |
| Tencent Cloud speech recognitionSpeech service API | Speech transcription and voice applications | Cloud speech-to-text services for voice applications and transcription workflows. Introductory offers have new-user eligibility and purchase limits. Check package capacity, expiry and overage billing. | View product ↗ |
| Tencent Cloud international offersInternational cloud product offers | International cloud resources and application deployment | Browse cloud product promotions and deployment resources on Tencent Cloud's international site. Confirm international account eligibility, region, currency and new-user conditions. This is not a universal discount for all model APIs. | View product ↗ |
| UCloud AstraFlowMulti-model API platform | Multi-model API integration and switching | UCloud's multi-model service. Its product page describes access to 200+ models with a shared API key and OpenAI-compatible integration. Follow the platform's registration and identity verification process. Model versions, regions, credits and prices depend on its catalog and your account. | View product ↗Register ↗ |
| Novita AI Model APIs and GPU CloudModel APIs, GPU cloud and agent sandboxes | Multi-model APIs, GPU deployment and agent runtimes | Novita AI provides LLM, image, video and audio APIs, GPU cloud and agent sandboxes. Its LLM endpoints support OpenAI-compatible integration. Check the exact model ID, endpoint, service region, account eligibility and current pricing for the chosen product. Confirm model API, GPU and agent sandbox billing separately. | View product ↗ |