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From: "The Deep View" <newsletter@...
To: [email protected]
Date: Thu, 15 Oct 2026 12:36:28 GMT
Subject: ⚙️ China’s rogue agents widen AI’s safety problem

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</style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Plus: How Nvidia found a strategy to accelerate AI&#39;s future &#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204; </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:10px 10px 10px 10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:1px 1px 0px 1px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:15px 15px 0px 15px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> October 15, 2026 &nbsp; | &nbsp; <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYUtH9BO-bxtGQrqncQHGB30kECV6k8oPPZT0whoowXflqUN5qpFG4Sb-xEGB5bzvrp54AJvZzPM88gkJAlT7AJ3EdZiSrNz1ibkVGyQHnIudPNUtb0cqFaEO-3PzZChMNO-UnGe5Ia49Pp6Vv7zudO5WQ1XW23da7CC6HstjbXLd_QepAzMRKqVhzivMwsB52ILz0F1W0F1enaBArEO83Oew3cShZdYIGoMsVGKN4xt7EjeFMUV-sBz3rx_G1Z0CrlPKpWyFQCX6yC62QSWP0osEnPOU6ANJ_lp8cjYD--TsWiZ66BK5lnC19n-xdQvqNZtZC87kjmzUe6jtj2Yn_fJiFjtmP8UrWfcfo9wFjTOYwRakITvAK0bClDh8iKC2IeL-VmPjczPS43s-JM3J4I5qgEINUIazi0PeMqQ-2iuHt90MrcA6ADhZoU29rSi57nF8CdgLySdDpCVwynXe4XtlpzXBheMBg1MzJswd7mlDgDBMc9oibasyFJUmj9lHWiDNPDu2VtRtFKU6prm5l7Io4LCjqeogxDwMTSrNA_4KCvA60L8-1w1TRGfREA2Fv-bY2Q4HP7H5B0sKzsmlYC1Bo-yrkajJrYVlDeHJv8d9K0ykgMSTRNSsjK8iX-iWpRmSM1lyn7oN9fvRT24yqz3HGHnmhINcCcERLVc7F9_KQie9JQM0xnKRXiITFU0-65LOv9ll5w6Wd8dSETECDYy5xT_Vy4UC8oq1K_i0QYZ5W0k24uz0NbEjIt3CQRAlZ8/4uw/9KPx1KURTY2tDqeUXsDFxQ/h0/h001.ZKB_o6lagl9W_q-uh_7SFUd68JV1NzWU0jYKreVD25c">Read online</a></p></td></tr><tr><td style="line-height:0;"><div data-open-tracking="true"> <img src="https://elink983.thedeepview.co/ss/o/u001.8UYYf-fpC5t510J3InhYHg/4uw/9KPx1KURTY2tDqeUXsDFxQ/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/7b21179c-9219-48c3-8b99-837dc514e3a6/BANNER__56_.jpg?t=1792059051" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.929jZiiRht9qZPYC5Z_-tY9IPJ4dO-PrMPH2F5LcBIGUkfb9OU1e_l-9Xw69IIUBks1oRiov6QXufVTI7XSmQz0i_K1WzO1ABej12ePqVYjDgOA9AVTkfzQSy56zkuuufV9JKqNYXNoXZx8MxxPoB8hIAW0jfr6ruFwsZ7vjkoqZXSF9IwIhhnQqAun_aBEa4jwaJpDsu2Zj5LG9xy7_ydmNZ3_yDCMraaJeLEEMPtGwD_PvSj8YHFlFUAneYZNw/4uw/9KPx1KURTY2tDqeUXsDFxQ/h1/h001.zrVIlnj9UCmA7J0VgtT46Oxq7VafBN7_ZBgmgAqqNYE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/85063bc3-5d66-4b32-ae16-8628ac36f9d6/Together_W_Cresta_pill.png?t=1791996816" alt="" height="auto" width="325" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Welcome back.</b></span> Nvidia explains how its strategy for rapidly expanding AI data centers involves digital twins, or virtual replicas of physical environments. Meanwhile, Apple may have found its edge in the smart home space by relying on user context. And a fleet of rogue agents from a Chinese lab highlights how AI containment has become an international problem. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l800cyJ_uCL_o0VrIWXUSu0L-4x-uuosp9oA_J7-6blT18kRpgJ6Dgr4dzO-rFkUPUqlbCucxqhkRVCw0lHrr5iMspSZg_86dZrFJfc4t-btyIEiiUEVbes_NnCrHOtTZWxg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h2/h001.53rNGvBMpHxlIBBNNh2ZRCx2vZ_Y3EOmWOYbyCPo1qc" target="_blank" rel="noopener noreferrer nofollow"><span><i>Nat Rubio-Licht</i></span></a></p></td></tr><tr><td id="in-todays-newsletter" class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>IN TODAY’S NEWSLETTER</b></p></td></tr><tr><td id="1-chinas-rogue-agents-widen-a-is-sa" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">1.</span> China’s rogue agents widen AI’s safety problem</h2></td></tr><tr><td id="2-apple-turns-user-context-into-a-s" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">2.</span> Apple turns user context into a smart home edge</h2></td></tr><tr><td id="3-nvidias-secret-weapon-for-acceler" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">3.</span> Nvidia&#39;s secret weapon for accelerating AI factories</h2></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GOVERNANCE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Why rogue agents demand a global response</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGMlIG51l59p8BB-Pxz3tyT1V3GKm8qjH0MHExC5waPqzk_pPY8dOk7fyqsNwOoxkWYm3iZkRRYK0DAnz9h-pEqACxuTXr_H2Ne3DWSrWdBGC461VvFXuMXD8_mS8uB2UcCEewQWbtkiDjmFeEDQMj6Une1UEk9JRKUxvLYkcN7cZUlcgMjPmxxcbEJsuLrbQzQSlHuVM5nWn3BtYLcyMuN4oyuSQH5heIx6PvG-wKnO2WrC55UkPfq_XQAweKCpW6qDiAQ90UKpNGB7kTyfxSF/4uw/9KPx1KURTY2tDqeUXsDFxQ/h3/h001.TKTFe1jEDgKZ7TBBnP-KQatmrukCJtDgnBzG21GqXaI" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/723acd58-0566-4c02-9f5f-ff50b2ea81ef/thedeepview_Highly_realistic_editorial_photograph_cinematic_1_67494be2-992d-4150-8b16-cfd63c5cdaa9_0.png?t=1792010778" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> New research adds to the growing number of reports of agents going rogue.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Wednesday, an <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9JpiJyefZsx14ANUKfLnspiwAuZRrVHm_YeZnJodfMGeFRJJD0PEhGS9TyByoD-DjbYWxYgH5IUeOZQCddE08Tx8d-Q8YBUcXh2ayhjWXj3ZE5TTTifA3IPv_lllhM4BhIw8Qm08CtrthBuyNXeq-6pkyJh8GMSZUe0xuHDR6zA0G-TwU3gmsHaaj884Ziw3W6yW6VPX7Eh0hc6xpm-ljcVzaeV6vF3xjAZTbgJNWl5MHy0JUX94rS-aEex6gfLD08UpE6YiV06CqbW6PlQy-BiM/4uw/9KPx1KURTY2tDqeUXsDFxQ/h4/h001.JDAkpEjuxBG-miGawwXgrDsT0oIJJPO_Yn53JOgV4uc" target="_blank" rel="noopener noreferrer nofollow"><span>international group of researchers called Swarmchasers</span></a> published a report claiming that they found a group of Chinese agents attempting to access the IT infrastructure of tech giant Alibaba. The researchers claim that the agents originated from a testing environment operated by Tencent Cloud, the Chinese tech and cloud service giant.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The attacks occurred between September 18 and October 8, and involved the agents attempting to answer questions about places in China using Amap, Alibaba&#39;s version of Google Maps. The bots attempted, and in some cases succeeded, at bypassing anti-bot protections, and, to answer questions, used Amap keys and security published the the web that had been leaked in a public repository as a means of getting information from systems not intended for public use.  </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px;" class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:100%;"><a href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfJNi1z2nVUwJCp_EwvgtzFCdeJ_3PdWEo1eCV92u6_zF6zRrg4lVmiR4zius1qISx1b0daqWml-Gg3S0NMyMdpG_VIxBj8z-3ik2a_v5y08QnLs0lee9lLdKQHoSI23IzlMVyI8RJLsgaDLB0GsLFbAKKE93Dl0ov8rZ629mOpbonxwvMl6u8veNgzL61pLyWy8PphyJz2ts3gxHLIzJ6H6B2bpgEvq3MW2VslvsPbxbwG0uMvQi1RV21wqfcuOW-7xlfVwHCOCCR-Cqh2vYVHU/4uw/9KPx1KURTY2tDqeUXsDFxQ/h5/h001.ZcFn5EDqDMm8WMBNsXvP_sBjkrcR52xh5j6eCFYoTgY" style="text-decoration:none !important;"><img src="https://beehiiv-images-production.s3.amazonaws.com/uploads/asset/file/a87a75e2-8e2f-43b6-a53c-7c645bae118f/twitter_screenshot_2110355334556729766_1792010802_8cf35173.jpeg?t=1792010805" alt="Tweet screenshot" height="auto" width="100%" style="display: block; width: 100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> After finding the fleet and reporting their findings at a Hackathon on October 4, the group <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6HvPJgwLbR_9Du1keAgWJPSrT9jYBY2Ww5b0ERXojcb672pXgc9v2g1juyl2G0XMrwcL7DBB7-wmt1VoQ56MAw-YyEU0Ha5Tk-633I-8WqTXwClW6Gu49ztAlKBbX571T5268WjmKtntHtAUWGi7ctS6bWcBlY8SZrQOlqoP27OenxZHt7g-VQCjdlFY9zyep5NFPft18nPI4OSxYZcB7GRnueavvd6ipVTh64hlPz9uRsExGgE-GWcGeX8vOoc7BCBk9LvR_MxIaX5J77QODbA8RDC0mpYoqu2qCAem3Vad_lSTCulBZg_5o9MG9bkcUh822ibaJrHUY9EfIPVkYGiLXEV3APH1taGJNbuLVD2goA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h6/h001.hCLGR0Th1DvjBJFgbZtl8TEPy4VKG2KraNwonAxqoes" target="_blank" rel="noopener noreferrer nofollow"><span>found a way to make contact with these agents</span></a>. In their conversations, though the agents were linked to Tencent, they often identified themselves as &quot;Claude,&quot; potentially as a result of using similar instructions to what Anthropic uses to train Claude Code, or as a result of model distillation, a challenge that <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKZ879DulReCOiaFyaf_FYwoi_Io2Cik6xMx6LtfATSz2-ztC2TXgwsxRKEJ7ag6FExifYuCKaRbUIz5-NmbeqmWSYWM6-4l8agsGfNBGl_iiUSePWQeyY6lO_ikdPZjbZ4WSFgjQbhEXD0CRq-zmYSaLfp8aLWfSTjEBFR8xLnyZYfAao7y_qiER51D2HSO0eMCh9xaFbNyZWBiR0ZIm-rxKpookJ9K1Txh4JmnHDFg7ild1-faTaY__PMG1GteVWJLcE1qq5Y5SkK-GzcjTro/4uw/9KPx1KURTY2tDqeUXsDFxQ/h7/h001.EYcf0x_fGV0g86_xo7e04RwYUZSW-DQpn0Qig4O3KkU" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic has been attempting to rein in</span></a>.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Notably, the researchers made the distinction that this incident differs from the infamous OpenAI-Hugging Face attack in July, as they found no evidence that the agents colluded with one another, labelling the group an agent &quot;fleet&quot; rather than a &quot;swarm.&quot;  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Additionally, the researchers wrote in a blog post that this incident is not unique to Tencent. Ethan Elasky, one of the report&#39;s authors, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaChG756G67kSxek_cq3Y1xEvMqsRVhafTD5hk_PJi_o5tccZw6gA5dogqBJ-lLuWEXy_aWlTdQ7d3eWuEqhmcjD9UJRe8n3T6sW2qDkHqEFtl3F-e-nySq3zDtXHBqdYM1RPFax8pEHgPQuRU-ic6l5Mlujg3IldmrjFHW1-Zcati77lsmqOv6Q1VaPvk9rWWJxOtaOQcqr_Uui1uB6ucxdFqUN9S9JViCyKLRvTtBGSrFv_lAOFbsk_ayhyWQUqHQeZQIwzmLmqEwm06C4cGS2yCnxYOxVXI9lg45MeDsvMjw/4uw/9KPx1KURTY2tDqeUXsDFxQ/h8/h001.Jzmv_Pt_bD3J_bxupiZUFlfvEwA7BfbL2Tz0ziI62iw" target="_blank" rel="noopener noreferrer nofollow"><span>told Bloomberg</span></a> that, no matter whether the agents are from a US lab or a Chinese one, the way that model development is happening will result in agents breaking free from sandboxes when given access to the internet.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> &quot;We believe this demonstrates that model alignment more generally is still an unsolved problem, and predict that if capabilities continue to advance as they have over the last few years, operators will find it increasingly difficult to restrain their models and guarantee safety,&quot; Swarmchasers wrote in the report.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This incident follows a litany of other cases of agents breaking free from their sandboxes, largely involving US labs, including <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeNf6dmTLkAfNj_xEhzcW9Ora3YpkQTKnx5U5Cb2BAs7xOQQ1omR2S7TpaA12cpom-nBaT80WJnnM74yiPzA7u75FqPAEfArxqcxtRZfgJlGUmBhOzJgwEhFvSJPHjZcvelJ2fAWIROP3dWPfzy9xhmwV7jSjf1yNMNmDtFIj8-aw27p3htuOHY9qWMfNhHEJAUoUl1QUU3zLAfrUHQxt2Ghoz9Dy-c6qbZdtdRlgjQ2nYqHWtzMCWdfCi1siGzCvZWdHQ8pMqZk5C40vhvgFzZHHW04Lkcb7smiFTaC64zqG_c23xbHd5MMWnSn7-qj7B1fqjzWvD4Qvo7AeiDcUZ5fBmUU89g6Q7n_9dyiqbJKR/4uw/9KPx1KURTY2tDqeUXsDFxQ/h9/h001.RX1D9NElSdSiweCyX8W_2XcnHlPNiU8e8nfA2wqWhos" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI</span></a>, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6HuL68XqWZ7Dbovl-1CgSg73QvbMo_0zaWBEkYMs7wF1hyv7m0p6vvT6jhXh-V9k6E78Ref5At92xMbL5nVOAlSl-k2Hnj8Ml1D3gSGpTip_TzPItl2yRdOkAXoipYFrNPweKv1CX5E-UlXdqDYYgQH_3XjZFiMkNEnInHVZm3vxTtH3b3YGY6hRNJ8hYba-Jdc8fHHDj9Y33F_U4T4PLMwiDfXuX4fllr32n_Up_uXVvjJrSksqBveu_cLvw4ZostXYOgmE_UxfufzGlnD3uktuAD5xvjUfDo7U9xbFHCQGRESEqEkXyYkWZzOamTheniMpOad-krAPs7i6QJGMGbAPUOufHkgPYbrCEbpeBmI8QQ/4uw/9KPx1KURTY2tDqeUXsDFxQ/h10/h001.c9k85lN9U3h7z64WhASlmBDTDiS2BJejYd0r7fiOjmw" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic</span></a> and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePWtr08rM9qrzamtTxoJpTXjhi5Pere8Ss4xQmNxVIfr8TYQkh_xFYme6pOPBQmUVRHVikAlpIdwhAuOAKbJqVBCfk5yox9srGFNGh6bycy3SUiskrBaPWlSrguHl_RLAas5SvHkTZa-QKNg-L3iff57vZA7QSpyBWMnHvf6KOeUpXEip0T6ma2EhJw5o3Z4hqm2ntQSXfu-Gflm-zphgNpGOk4KoUiXm8BgvvS9JYf0rNM7P1-SwM0wOj9SaUajdSBERQ3-e2thMuMmEv8LOvBtlI1IP_Yy7_ZBRN5AHjPn/4uw/9KPx1KURTY2tDqeUXsDFxQ/h11/h001.vNmJac1kUEAgYkCedfLG3dUF35BzWxSuZNOhALXG7eE" target="_blank" rel="noopener noreferrer nofollow"><span>Google</span></a>. It also comes as researchers and experts urge the industry to put more resources into solving the problem of AI containment, with a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxx7olzuuGM0vOcO6jDGVrysnaZ5sXWKERzUTLcLvFPTqhLLxu1OG4xnKajbzV5g_6JtgEFNYtWUw6H1bfI-tOaF1mBOLGxGTxrzGTiiytVlPfSap2HzmhUkg61maZi6lP7TkuaNaKFTyamgrMo_SOd2EZLhKreDMDD0R-9HWRxQye8UWEBJMn25ssQuqscE4Ffz5vNSpI38NSFsGisFStlPyq2RLTYfu891a9AV46LsCfsu_-QPlptYJS7Ig-k7Hf4Y7PAFLDM47kVUBPSwGQLbA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h12/h001.RvsKuAfseVFEhPQqW9TYCyO0LDbrnr-23BDv4wXqdvs" target="_blank" rel="noopener noreferrer nofollow"><span>coalition of hundreds of researchers</span></a> on Tuesday publishing an open letter calling for an international standards body to create alignment best practices. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This incident highlights that the rogue agent problem may extend beyond the major US model labs, especially as the US and China race to develop increasingly powerful AI models. It also may reveal how model distillation attacks could bleed into the containment problem. Anthropic has been one of the loudest voices calling out these attacks, accusing Chinese labs of <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKZ879DulReCOiaFyaf_FYwoi_Io2Cik6xMx6LtfATSz2-ztC2TXgwsxRKEJ7ag6FExifYuCKaRbUIz5-NmbeqmWSYWM6-4l8agsGfNBGl_iiUSePWQeyY6lO_ikdPZjbZ4WSFgjQbhEXD0CRq-zmYSaLfp8aLWfSTjEBFR8xLnyZYfAao7y_qiER51D2HSO0T_5heC1rF7L3dCQcmymASwCvRTpWk_tG1jKXQMb4o1K7_bUGYiTNPB9yqupbEjv3biTf6k5gvIU7CDweC8R4gE/4uw/9KPx1KURTY2tDqeUXsDFxQ/h13/h001.YaF8kDxDyG8efiYhbDf4ckrAOXRdaGsHLSkTOqnLjkk" target="_blank" rel="noopener noreferrer nofollow"><span>distilling and exfiltrating Claude&#39;s capabilities</span></a> <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKZ879DulReCOiaFyaf_FYxvSQGTex75nfS3pPHhIrOBElIhgQU4K9WD4g1zTZVvXylzThOyP4WVIk0g4lk3pIg7tY0mTQ0OmIjuuIBg_fRsYlYgOfo8A8u4L3kF9SOZXkhbKvoj5PoV_oWhVLWsBYLqjy2L8advy0EB-LwshXA7UYsiC_T8QIB3q-xQm72SuJlnLdhi0Tpy4gz-5ND5EKe-EWWjxpGkOc--0v0EyLiq7v0-53TlFxCqIRNBaHV8pU-yb-t_O77lcr7BYueAJyqUwdpuiRkUpetYpbRoiuVI/4uw/9KPx1KURTY2tDqeUXsDFxQ/h14/h001.KbV2VwbFbOh8jomejEUfLHACwWa5WFzclVgSRryQJOg" target="_blank" rel="noopener noreferrer nofollow"><span>on more than one occasion</span></a>. Additionally, Chinese model providers have also been accused of putting speed and development before safety, with a recent SemiAnalysis report finding that <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGMlIG51l59p8BB-Pxz3tyTEPECINIu1LMF1Zpc01NVOZlMb9rJqpeYAeMaAbzmesnleslrNCdIyMsIwyrdWc8YPHrsZ79PtNrruEJlMZQ0eQ6P8wioY9e8F_GvQuiqiHUuB1YFiES7-qSqMNyqQ0evEBp_uTsOs46m1uE3oT0GqaheAbKtDeKIDQ6QH6nbeaxFoTeISs2qL6PA62URF1w6vlBrMdtReHkCVSeqT1gLVVDI5GR_KlZNSxN3R7VMFeKpFk1dKkGHOEP8hVurWDeC/4uw/9KPx1KURTY2tDqeUXsDFxQ/h15/h001.pAwM_2PJjCYgJDdcsO2yu_Oretkhlu6M-zgpk_2lBn4" target="_blank" rel="noopener noreferrer nofollow"><span>very few Chinese model releases</span></a> in the last few years have been paired with safety reports. These incidents make an international safety standards body pushing for best practices and transparency all the more important. In short: An international problem calls for an international solution. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l800cyJ_uCL_o0VrIWXUSu0L-4x-uuosp9oA_J7-6blT18kRpgJ6Dgr4dzO-rFkUPUqgf_j_hV55hvKV1qxhvcSoYfOlLB8s--MM8rVv86nt9ix8Gd5VLbB-6YIOgubuZN6w/4uw/9KPx1KURTY2tDqeUXsDFxQ/h16/h001.JbhPbLRwJezhZnMNBF03KG3r163r9SQ2d9MRKjFo8sY" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH CRESTA</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Automation alone isn&#39;t a strategy. Building a better customer experience is.</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.929jZiiRht9qZPYC5Z_-tY9IPJ4dO-PrMPH2F5LcBIGUkfb9OU1e_l-9Xw69IIUBks1oRiov6QXufVTI7XSmQz0i_K1WzO1ABej12ePqVYjDgOA9AVTkfzQSy56zkuuufV9JKqNYXNoXZx8MxxPoB8hIAW0jfr6ruFwsZ7vjkoqlQvZI9i9AYd1OXocUDyJploDtbliOMLQPL5jPo12vVxiu0zznm5qn59nCyroEaogLxKA-Pjl2OuT_w5KtdUMi/4uw/9KPx1KURTY2tDqeUXsDFxQ/h17/h001.fzWSHkENdtQ0VuYi5w2oZZsFv44BeoNvuFK0ORIzBi8" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/b6ed2e66-4271-4fcf-a5ac-06e7b9aa0798/CrestaDeepViewPrimaryOctober2026.png?t=1791996804" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Some <span style="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;">customer </span>conversations need a human, others are better handled by AI, and some shouldn&#39;t happen at all. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Meet Cresta, the AI operating system for customer experience that brings intelligence, augmentation, and automation together on one platform to redefine every interaction.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Cresta resolves customer needs and delights customers with human-like AI agents, empowers human agents with real-time context, and uncovers why your customers reach out in the first place. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The results speak for themselves.</b></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Brinks Home lifted NPS 30 points, cut call transfers from 30% to 8%, and saved 600+ hours of after-call work. United Airlines cut handle time 15%, sped up customer response 50%, and beat its ROI expectations. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Ready to drive CX transformation? </b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.929jZiiRht9qZPYC5Z_-tY9IPJ4dO-PrMPH2F5LcBIGUkfb9OU1e_l-9Xw69IIUBks1oRiov6QXufVTI7XSmQz0i_K1WzO1ABej12ePqVYhMFUV-BFGbuwo5RnDnFkwCztR8OIUSsADRrHHdLrMueqXIwgO_HIUAh6ANgPWW-t126UdAQJC5lgHZCxRLVyW60-U1KYs4jAjXDGXW8PrIGtIvQ18ZsH5VE0Sij2MZ-Vo/4uw/9KPx1KURTY2tDqeUXsDFxQ/h18/h001.QQSaVarNRAkNV2ASQazljX5uK7tMCFCu_5vXB7gCxiA" target="_blank" rel="noopener noreferrer nofollow"><span>Talk to a Cresta AI specialist</span></a> about where to automate, how AI and human agents would work together, and the path to prove ROI in as little as 90 days. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.929jZiiRht9qZPYC5Z_-tY9IPJ4dO-PrMPH2F5LcBIGUkfb9OU1e_l-9Xw69IIUBks1oRiov6QXufVTI7XSmQz0i_K1WzO1ABej12ePqVYhMFUV-BFGbuwo5RnDnFkwCztR8OIUSsADRrHHdLrMueqXIwgO_HIUAh6ANgPWW-t3bAxWyDKzr4FZmWU6WASE-gZVHeWLnOC0OJbereRFf5qQ_V3BiHwOD6j7FtsR3y-Y/4uw/9KPx1KURTY2tDqeUXsDFxQ/h19/h001.xuJDTajSpJPZgTgwdr64fJie18JbRzbTBdIqfCA0K8w" target="_blank" rel="noopener noreferrer nofollow"><span>Book a demo.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">CONSUMER</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Apple turns user context into a smart home edge</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHSHVAAEP1S9R_SazdlvTQX5AliHTHUTLgUxYH__YFFM_fmtk6MSndYyHKcuwuReh6bW9P2mEYyHXQD_SSP-7BvAb5TFsOs8_n_PhQ0cY61Ab1sTB0wntXC3rp56Q39dZsD0L4Vef4xsOWk_zdP6EAQAO82OC9m04FIiCOhcv6mEsRS7tc0YH2DWWTBpNPTyf25W8SgjWByUMetFTbBztl2o1Jc9yPNLgbXCJucsqBtR4O8neDlmMxyKshnf823m-FVaoG75OG5H6c5k2WASLhi/4uw/9KPx1KURTY2tDqeUXsDFxQ/h20/h001.gQiN0kfST6SnSffTCUh2DGqmmgt5BjPRik8ZPoPAyZQ" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/b0d22f70-6e8d-45ec-8586-9a953785e95b/the-deep-view-1.png?t=1792010827" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Apple is expanding its redesigned Siri assistant beyond the iPhone to home devices, the latest step in a years-long overhaul of the voice assistant. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Tuesday, Apple launched a series of smart home products, with the star of the lineup being the new Apple HomeView, its first smart home display. While the display can do much of what competitors like the Amazon Echo Show and Google Nest Hub have done for years, including playing music, controlling smart home devices, and answering questions with AI, it leans much further into Apple’s signature ecosystem to offer something fresh. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> For instance, the HomeView can facially recognize up to six users and then present each one with a personalized experience that displays the user&#39;s personal content from its Apple ecosystem of devices, such as Messages, FaceTime, Calendar, and Find My. The interactions with Siri are powered by Apple Intelligence and the context it has about you, making the responses personalized to the information stored  within your Apple apps.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This was the most compelling part of the demos: Siri can now handle multistep requests, like “Hey, can you play the song my friend sent me?” It can also string together more complex tasks. For instance, in one demo, a user asked Siri when their friend would be home from the airport. Siri found the answer in a text message, worked out how long the drive home would take, and then helped the user schedule their coffee maker to turn on 15 minutes before the friend arrived. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The design also makes it unmistakably an Apple product, with subtle nods to the devices that came before it. The HomeView’s 7-inch Liquid Retina display swivels on a base that immediately reminded me of the 2002 iMac G4, and it comes in silver, starlight, rose pink, and space gray, the same colors of the iPhone 6s lineup. In classic Apple fashion, there’s careful attention to small details, like information that rearranges itself as you move closer to or farther from the screen. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> There is also a separate wall-mounted HomeView model, available in space gray and silver, and both the version with a speaker at its base and the wall version retail for $299. It works with compatible smart home devices, as well as those from the recently  announced Apple Home Collection, which include a new lineup of smart home cameras, thermostats, and a lock designed in collaboration with LG Electronics and Schneider Electric. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Apple has two very powerful advantages in the smart home market: People trust the company to keep their data private and safe,  and Apple users are typically deep into the Apple walled garden and, therefore, are more inclined to use products within the ecosystem. Both of these things are typically the challenges I hear the most about when it comes to people who are opposed to having a smart home system. Users are fearful  that it&#39;ll always be listening to them and are deterred by the fact that the setup isn&#39;t as seamless. Though  I have not reviewed the device  yet, if it&#39;s as easy to set up as it is for an Apple Watch or AirPods to pair with your phone, I could imagine this not only becoming a household product many Apple users want, but also a great gift with the holiday season around the corner. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxIUxrParBXmjvMDM4HmwrhS18QD8f3zD6ImHUFIOmMBdueNQj-ZPCuajHY_I24Gt_SRpsMt6lFQsFm4FZXxove2rDIZQoSHNYBXhJ8rvAe-_4JRpsmt5Pswtw30VVPdSpg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h21/h001.IwiIJEzyY8h1FZfXPhOvRNDa-9Rf5fWwpPyICGf0pNE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH HYPHENATE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Sprint ahead with autonomous finance.</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-HmNyFQGpsWWqqPRCfxrCVVH92wdghrJaC_f1T3wbIkDs2HXH9dgt_gRETJevxNkd1MVsQZFGo6X8PTe-41-rTAodXnZ4ZEZaLhvHD2brPT0mBdJ0P4OP16FpyoUjfnPbk0FzTkama0pd_eHlLUA7-EMDmGthDMM6xX_7CKISeuKno8vEqAv6qX6unCN6ZxGtxrhdmO1SggLepyvtNpnj_Q/4uw/9KPx1KURTY2tDqeUXsDFxQ/h22/h001.PNrSMdkE6o6c5DLEbA_f2lJXLUDQCx3YooY4J3fhnyo" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e5766615-5aff-406c-af70-279978dc68b8/10_15_Placement.png?t=1791823683" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Meet </b><b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-HmNyFQGpsWWqqPRCfxrCVVH92wdghrJaC_f1T3wbIkDs2HXH9dgt_gRETJevxNkd1MVsQZFGo6X8PTe-41-rTAodXnZ4ZEZaLhvHD2brPT0mBdJ0P4OP16FpyoUjfnPbk0FzTkama0pd_eHlLUA7-Eq6vUbGH4d9IGsfbjtkGdhDAE4CuP4mMf0H2uGB9vmT8FvIrRHG3M1QW4W88GWmRc/4uw/9KPx1KURTY2tDqeUXsDFxQ/h23/h001.CmVqDef489StT07IwqVjOQomt_J2MtMMM0tUnWl8f5M" target="_blank" rel="noopener noreferrer nofollow"><span>Hyphenate</span></a></b>, formerly Maximor, the autonomous finance platform that works on top of the systems you already use. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Its agents get straight to work without process docs, prompts, or rules. They handle <b>98% of the work they touch</b>, keep your books reconciling continuously, and make every action fully auditable. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Give your team more time to focus on what’s next while Hyphenate keeps finance moving. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-HmNyFQGpsWWqqPRCfxrCVVH92wdghrJaC_f1T3wbIkDs2HXH9dgt_gRETJevxNkd1MVsQZFGo6X8PTe-41-rTAodXnZ4ZEZaLhvHD2brPT0mBdJ0P4OP16FpyoUjfnPbk0FzTkama0pd_eHlLUA7-E_fTZr_2sw1Ttvez0ahYOYDWkaH63GGyg31dBKq0NMjO1-K5TbQG-PHsj0F2HlhCk/4uw/9KPx1KURTY2tDqeUXsDFxQ/h24/h001.cPnXOJP3UUq3Zr8c_Nel168W-eRrUjnHcO3UB9Rz3yY" target="_blank" rel="noopener noreferrer nofollow"><span>See Hyphenate in action.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">HARDWARE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Nvidia&#39;s secret weapon for accelerating AI factories</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFXJHD1zWMk8_DOQ7OOQ7fY8ms7dtiy41wrXk01Mn7TDtGG_FWncqLPYf2MQhxw_uHqYCigothn9gmACqSBNRxiAHKnuCLp2Ns_Z1cPFapbmDBnBUTmmACJ3aCf4mFlahPTWvO3daVzeTwv3vqOUJ98wA6bRRUHDQgSJLDubZdDVulyz8aNuH6WlXuFqEOVItu6mu9db-1SEvDgpUouIbQxLVxf1kH2X461SVJ0oVLYy3Y43K0kyCIa3VUH0Pl0-7BqUlovtFAfPPDEzd4tiuwFrfFIAyhDsVr8dwQ0MxbCNg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h25/h001.J67TXBc9V8G9HCos_QELmArq98EG9nat0QF3QdLZ5nE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e94bd18b-5bc0-4e1b-a9d6-5bbd7266fadf/tdv-nvidia-signage.png?t=1792010909" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Nvidia has figured out a way to build AI factories a lot faster. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> These massive data centers bring together billions of dollars of computing equipment into a facility where a ton of different tech, power, cooling, and logistical systems have to work together seamlessly. Managing that kind of complexity is one of Nvidia&#39;s strengths. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> With chip design, Nvidia architects everything virtually in a simulated environment long before the first manufacturing process starts. And since today&#39;s chips and processors have become enormously complex, that orchestration is where the magic happens, in terms of speed, efficiency, and innovation.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Nvidia is applying this same mindset to building AI factories by partnering with Siemens and implementing digital twins, or virtual replicas of real-world environments. This allows Nvidia and its partners, such as hyperscalers and neoscalers, to simulate these elaborate facilities ahead of time and rehearse all of the processes that make them work.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> &quot;You’re really building a data center scale computer, along with all the technology, it’s not just about the GPU,&quot; Vladimir Troy, Nvidia&#39;s VP of AI infrastructure, told The Deep View. &quot;This is the fundamental part that I think people miss about accelerated computing. If you just optimize the GPU, then you have the fastest GPU, and your bottlenecks could be everywhere else.&quot; </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Digital twins are the key to making it all happen by allowing engineers to simulate a facility&#39;s physical behavior. Siemens brings the simulation, automation, and industrial engineering expertise while Nvidia brings the accelerated computing, its Omniverse platform, and the experience with synthetic data.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> &quot;You can improve the time-to-token by [roughly] 40% if you’re using digital twins,&quot; Ales Alajbegovic, global program manager of industrial metaverse for Siemens, told The Deep View. &quot;If you don’t use digital twins, I don’t even know how you can build this.&quot;  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> In this case, time-to-token is referring to the period from the time you break ground on the facility to the time it&#39;s serving its first useful AI query for the public. That metric is critical because AI usage continues to scale up, despite <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEfTaijywZKFwid6pVAWYn6K3TNuYQe-4X5fld3jdps6VoPKe8ussWDzak61PPNht7RvlyIToSA4oh6LRB6t0gQTVtsa_Q40n9PYXKpo2CsV8fsvxf9aQHoGLhvRamV_rs7pbubZaalGxs3OyZmDdO_Wv_XQZk5bKmdWs3JDO2_r9Y80aQtrdT87ui7NqXAWDkPJ1QBA_TUPLutlFuMuYbjE3ZO0CeF8ESZUp6Sk_UOhkhqLx8iXVLqeEiFirR9tJtlsjEUnCJKDcFnHPfO2ZAA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h26/h001.M5Or798f7JyvwqBtYl0lXm3QklUFqTrELbHyRnqhNz0" target="_blank" rel="noopener noreferrer nofollow"><span>public sentiment turning negative on AI</span></a>. In the past 18 months, we&#39;ve gone from roughly 15% of the global population regularly using AI to 19%. And in places like Singapore and UAE, two-thirds of the population are already using it regularly.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> All of that usage is putting tremendous strain on today&#39;s data centers. Without more data center capacity, the industry faces the risk of AI queries taking much longer to run, the most powerful models being limited to those who can afford to pay a premium, and slowing down some of the most promising uses of AI for science and healthcare. That&#39;s why so many of the world&#39;s leading cloud and data center companies are building out future capacity, despite limitations on power and component shortages for RAM and data storage. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> &quot;The demand is huge,&quot; said Alajbegovic. &quot;Right now the whole industry … is running to build them.&quot; </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Nvidia estimated that there are well over 100 projects underway globally. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Of course, the only thing less popular than AI among the general public right now might be data centers. However, as <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16tiLPiTIsYo_6VZO2o_zbBVP6Jr5n7iGTpozDW6JBCTruS1_YiSsrkMOM4KP7Kkw75eqmbdh0R9KxHbab82cRuYL_lZOl6esOFsrNh7Fco4FQZVDrNSsi-DtUvl-2kF873NlCQHfyaKgQt_2dhSYd09j81SK8dMAvt7h8Q5qtteyRp15n58mwBnoT4nKljxbOum5WX-juiy7zsLmVYnBQa-Qm1NX9QGcr_-j1SjIA85KK11DNOCsuIf31tzC9u5Bx/4uw/9KPx1KURTY2tDqeUXsDFxQ/h27/h001.0p0jWj7fx8YaA3TK8FpKdLZQIvKKIO3gd5YGwJjzM0s" target="_blank" rel="noopener noreferrer nofollow"><span>Nat Rubio-Licht has written</span></a>, the backlash against data centers might also just be the public&#39;s easiest way to register its larger concerns about AI. It doesn&#39;t help that there are <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeO7lyVt77ppTp7v7Ct6epNJp70lswm7kBMUfXG0TA0UZXEEX5n7BKr2jEiMKjy4_lEvGdc49bQXeuB98xL2SXZ7o9OnFlpBOfhAd1tBxQyHxWy9grZg14cp-CpaLy9f5T7jdNUvtAikoFW-dSZcxWFy3a7_bp_Yx9hTiBCSZoNTHHRxzRegXI5UDrYHQEA_yckNrJXX6EOvfG9z17pNOSYeZVza6L5kEjkNogEdBHsjHbxzynoN8GkqyfiWhifhgOHhasLsyniJv-hmRT-QPalV7YOFD3bKMSXyWxiN6expDye210GeGinf2utdEFlzrKQ/4uw/9KPx1KURTY2tDqeUXsDFxQ/h28/h001.M-RmYxp9h6Si1YQ_lTDPDGG7FijCHAJc3CCQcjW3JRM" target="_blank" rel="noopener noreferrer nofollow"><span>false narratives</span></a> proliferating about AI using up community water supplies, for example. But the leaders of the AI industry also need to do a much better job of <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEbLK5GEk8IlKCj9DMYcu8cEnq_9Wzn831kFANLAFWMf3OUAiY22OuJ2eDQq8_wHrXbqGf21-7WLryIJRgxAEk1AtVRNF230voVBkbA-qLq26ys6gTnyoUtHpvazDlrafVgt61ywi754Yj3DTDD6IfM8_Eh5SARZ1ANQSpu1CP7X48aregIY_i19arFvVy_S2iUpc5roewG6pHXCL82xce5P-tH9Q0bX207eaAIuO_gUqaGUtNg84qB3ObdsWUn9Yj7tkwUBQxxV_PJt19q1eaXWZgmu3P-KddykePO72H4pA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h29/h001.-B3K6IsL7zQ_1qxyrEvY6UZuFJkTB53IyFI-O2S76eM" target="_blank" rel="noopener noreferrer nofollow"><span>explaining how AI will benefit humanity</span></a>, without resorting to unbelievable hyperboles about AI curing all diseases or leading to unlimited abundance and prosperity. People just aren&#39;t buying that. The work that Nvidia and Siemens are doing to build data centers faster is also making them enormously more efficient. However, with only so much power, water, and construction capacity, those efficiency gains are out of pure necessity. Still, it&#39;s also a great story about building responsibly and not wasting resources, while also making sure there&#39;s enough compute to power the AI of the future and keep it broadly accessible and affordable. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TnF62iQRwnhd6Z8ObuDhCoSwHkWXF9BUo9NqYtTnvPadmVscgyo0uSQiFut-q0wjrKCdIHy3cRGVNErkp8VqEO119H4TsRA1zEfJOMMHTKQ-bP6cg4sswvPK8yYoiSrROQ/4uw/9KPx1KURTY2tDqeUXsDFxQ/h30/h001.mPGf0rHxHN6js2g3IDO8n_ubUw9FU7_OxMDom-TZ4Po" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566" alt="Jason Hiner, Editor-in-Chief" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">LINKS</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Salience Labs<a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9Jj8oEnJjnaxQo1IwwSdQOXUrPr9V_nvgVI0ovKlgFolYSz3fHtKEyUdHdo5HRz4ashTFuWJ2oNbXqvh63FcZs5snId_VFTwLZvIPTQ2FJlHA_D-zlvMI5aYeOjDcDGdsG70_9_AGrgyiNfrB5Upv5gpax68Ncjyl7uk-ahOaMIUK-JfWQKvfkP3uHnT2qak7OvVnftTJ3HCaV-RhQh690UQpAcwto1eb8lYprZkOJ2tCSF3NoQpF5hP5S_rwX_4uSfkn-hF7gNga5gxq66JKI7lZVguFJpfMs6q3nvHwfMLftU_rbq6IETjjcSR7vv7JpQ2UaN-LOGrqfTZSpHxqJGCtx_bYdomijiAxopC-6sPtOta13yEZSbbr3I0PCYDdeA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h31/h001.5D0QCp1I9qgdb9FA32YF72Sd8gMlT2-EO6XoBwyvwik" target="_blank" rel="noopener noreferrer nofollow"><span> raises $125 million for all-optical AI data center</span></a> switching </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Modal raises <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9Jj8oEnJjnaxQo1IwwSdQOXUrPr9V_nvgVI0ovKlgFolYSz3fHtKEyUdHdo5HRz4ashTFuWJ2oNbXqvh63FcZs5snId_VFTwLZvIPTQ2FJlHA_D-zlvMI5aYeOjDcDGdsG70_9_AGrgyiNfrB5Upv5gpax68Ncjyl7uk-ahOaMIUK-JfWQKvfkP3uHnT2qak7OvVnftTJ3HCaV-RhQh690UQpAcwto1eb8lYprZkOJ2tCSF3NoQpF5hP5S_rwX_4uSfkn-hF7gNga5gxq66JKI7lZVguFJpfMs6q3nvHwfMLftU_rbq6IETjjcSR7vv7JpZMz4Ycm2RUKHu1rZOAghaEwLjagzvUIvGtsHVK5UtT2pwyK639NB7Ioh6ngbWLvsQ/4uw/9KPx1KURTY2tDqeUXsDFxQ/h32/h001.ChNXQUCR7gabPab375K5EIoGKBeJuRCzQT8FZcvGdkQ" target="_blank" rel="noopener noreferrer nofollow"><span>$750 million Series D at $15.75 billion valuation</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Nvidia CEO <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaChMQxYTdbQzlnWL7T2tZvq2WCP_F1nf4BgXJwACpaEzD_aaZUnz5eu1TqUSEsYZEGZ_Uj4zWr_bHiQFnCU-3WqEGD8BxAYZ00pj6M9TOVAi9TVFpuCOkyZqC22gQcLeDJlRUJf3Z8fw3gZ56bcZ-PzQiXTITak6KMBItThjKLlvlZAPgKcGU_N7bNNDMtnCMDsjp6dvlCqDjfjHipLFV9vn0vcm4ehJK8AwPr4HRZSNaTwgNXOO3HZ9KQHDcCVnKvG2gJk23-1iLaDZHPKpCAlw58Lp2gCKfj39sUcYHQk6ZI/4uw/9KPx1KURTY2tDqeUXsDFxQ/h33/h001.d6T5gF0GkGOMQ_35hxA47DRv1F2JvMDExV3izWA677E" target="_blank" rel="noopener noreferrer nofollow"><span>Jensen Huang pledges $2 billion European</span></a> investment </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> China approves <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePNZLmxhkgdynS8u1B0hhMy05zibGr6JWXdZ3ejJDvnXw9GylyBixJBt2mpIE4fnpJ5iuR31QrcXuRZph2iertbCxUcvl6wz5sushaXkUA5YRaSuXkoAeO9bKHz-R2mOOAdwVak8rb8345lhPW-Yrmkz1DnXaJWn8zMN48l98rHEzC6xkc4c5jw1UVdsZhMUM420lYHbm3UFZuEn-pUpTdJG8B1KSCKPlqgyPsMPgfTn_aF1GiRX7WKr7xz8iOcyC_rSY6um8I-FJwxI_MOwa7Id0ltg92iSSY2b5YbYGVIV59fCwjhQhwoTAhPF1ziPx5ErnWJgmlxUKoSpfacAzH4/4uw/9KPx1KURTY2tDqeUXsDFxQ/h34/h001.0dhpmQlhLuTAXHepazb11F5d4bZpMO6L-n4PC1_QPak" target="_blank" rel="noopener noreferrer nofollow"><span>Alibaba AI integration in Apple iPhones</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> 84% of ransomware victims report <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLFsNqYv1_hNF3a0pbKGqI-62ZIFFlUjOkfybUbSPPVmoPc3uAe7MELj4VVWloMPEzeI4B2RfmGLnvzlO9IOnO57mslfbwQtAqJhIKsMrr2Y8mzcSIfPjsI5dej1Gr-biWzmcz4MxwMBImdmm0u84--ADZsETdVkv303qS7Wr77Iv4PWyKEWgnKLBbw0ZsQs1pns3RRXlQyt6YXmiMQJIRjGimOuzfsRWVyF3MTmmKAd-lfHSBwNRdjMUNBJWRDNGXB7oqXMkjymNyItWsErFS5BHqFrnhXfZq1G9cgvCIBkux54u_H_45qbTRwYJZpo3w/4uw/9KPx1KURTY2tDqeUXsDFxQ/h35/h001.390q35WvQrkSjXZ5RLBp76-t6KJhsyKI0YZKtyDfmjc" target="_blank" rel="noopener noreferrer nofollow"><span>AI-assisted attacks in global survey</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> AI tool <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9Jo13QvKRGiCE9J7b_sRyrjmVHT1JZNB6EvxELMImIov5tG70jYvnmX_tL_QGdFunizOHquhRbYL3o_53MxOU9Vr6oW4ZoChVjHxC7PBFElZO0PWcMNGJ_a8YHgZH_Vsp0-kyTU3JGNsubjP1YymDWfzg2WUE1n_7IN2I-VrfqwwxLoPUnxIrjJJyje1l434lZ24kVDJDr1lz6_uqG_dCoH7s_nbvTLXxohxmkzDkX09Q5ExbLlu7yEzUg5D4aTSWpsiqbmZNfRv68tPG5ssgjKIoFqacxhmuAqPmqpEShuec1AeRkbRKcHTjFOm7_WXM0aTp2apG11O8-MKTE9VHfqxgc5aoxZhXkmmHuOKvLsLr/4uw/9KPx1KURTY2tDqeUXsDFxQ/h36/h001.ClrxVfhxZcB4XhSh1y2Np-hm0P0IsyVEuoQqaqFWPCk" target="_blank" rel="noopener noreferrer nofollow"><span>maps immune cell movement</span></a>, identifies mucin barriers in tumors </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hArTpxNHdFmxME7zTRpYEgy9EC4G21ewAs9YhE12ZGaJ_UgPIQia33zqmEaVOaJmJXHTRODS6etrSvNX-LkxHic0MnM5_7RkfsKmyBEnEnGtqHeJInE_-nbKVovMJQBh-CJYMoBcz72r5NXM-eCyU-DP4IbHBVZaY4SoTZJ02Mi6fiLXJiDNabE8YKTkhZUWt9gEFgfV_6HXdWYAKUeHfA-VLgpl_heA8mu2eF-7bSXdNLBLRpZo0aNFNsqejzndXAX7SxyGf6gneQGzFZN-9TA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h37/h001.5WK1_AgNX_Cj6D4Sl2TsLBbSGrA0pK29xz9pWejxM-I" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini 4 Argon</span></a>: now available in Cursor </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hNwKIZ6znk5FjpMe5tkCIaEpBvrVrtO3LcGUroxPs0mImo3De7e0nF5J5FzRLJA7ZFK2vcbC9wSJZ-N6SUfVVv6nkBmzEJvAJla-bXHObH6mrjLNpu1huDHkdmYaSVfECU--TXoasRkI5wCQ3kKrjBagyvYOV7kIzs2qIAukTc_dvNB08nIsmWWK4VYCkdNOMZQcP7I8ccc1kemTST9HIPM3SopnrmbNzNQcDRYAJryOKF0OHUezcDmpdLZ2Fuarx6xjGT65U9Wh3bbwH1tbLGY/4uw/9KPx1KURTY2tDqeUXsDFxQ/h38/h001.Z7hUT1_9Pn7JpFoWiTYSVvr2nQ56EhsCYUAmsecy3qs" target="_blank" rel="noopener noreferrer nofollow"><span>Interactive Slides in PowerPoint</span></a>: Rolling out over the next few days to general availability </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hKaBAQKHPYUUm5d3Gh8-WDEgkOUyXRMARrgu3P3w52EohKLX16mVEVQ0Ccdsa5GIuQSidB9ArSVOUNuxTZ7VfYKWJLcFl2QP0jYZVGJUdwoXOh5eMtBSUD-va4oV5b3AsYe7WH0rZlZswPPFkXTDlgKulSb-EuHKphF1H99sz5lakSaSqBhVNvc70WlRSGhaLjMXXCfEx2IDnoGyjKxBtXS-AC0Ub1fz7mnat5ses_mD4v4HYGZDoVvIscg_R9GS-unzjnplXqGVcFxYfMMTPds/4uw/9KPx1KURTY2tDqeUXsDFxQ/h39/h001.XAzc0gDNqa1C7aJXRZUyJf3KM_KZXGbKFYorBBe2GsQ" target="_blank" rel="noopener noreferrer nofollow"><span>Wan 3.0</span></a>: Unlimited on Higgsfield for 7 days </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hHpX_JPEELz63Hq0vasUcEDb0Cn5IxBQUupV8b0c52rdJB7F7pkafs6nVVXkDJKqXb_Hz6ZfH42u4Yy_OfL2tWIUxnwvLFAVl37dc3xKbfa8dX58df6sFEpiaOdvebbB8WNGic_3AVYWvRZ-1MABvYON9ZJtbNNM9RkjrLnRKotAtd9fgPVssyzlYWA3_63nGJKvFjMd-YSnHnhbvKPGqFXwjFTpw5vj9lD9arzPbjdUaTXMp7V1DpkQuobJseFeVg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h40/h001.V1ugomeB_VLeqTrebnuzpvpJbg7Bfjgy-q78PCMZRSY" target="_blank" rel="noopener noreferrer nofollow"><span>Grok Voice 3.0</span></a>: The latest speech-to-speech model from SpaceXSI. </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmaCickXi9Qdyq2bg8_eCIhHIjesdDAAeWFwahLlbKD9zsiLGl6xMgtmwELO3eWbULDefN4t2qKYHcdKU0HopzawVYJyoAXAyOAieycatTvMpWP--CChE06pBrs_KM8ZLy5CFaCZAgeVecKRJyz4n1eVwOPf7gTvVATIQPCLbArD5XNCGE-Y8tFxP4pKFOlWhQaz9KE0G6uH_ZDu_V64FJ1GWE1RaazLQc7koKgOjNFMrA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h41/h001.kRc4glGyxkKXcpZOLGNLadWEEDmcPQzYm2NZDlR7uwk" target="_blank" rel="noopener noreferrer nofollow"><span>Clarity Recruiting</span></a>: Junior AI Specialist </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmYB3unTSSEHHTYA-9WaXsGANlSu65Zto1_W5BHWQM-2dyzNR1g6NAHu5-Xdr1ChN29i3hJkCn7WwK1R4VrsLng4rsDynCO1htKmn3WRSI6D0N7PBOpnjwnXUB7Av-AMLqO3064bH-xWdApHqVUkQIKjY7O5Vz5pAy6VOa5Hlb9O2HYEhrGjemfjs4YIx2c3bEIj8MQ1jctWAL--0DsVzov1wktNdewinv6ubjaY9aLleA/4uw/9KPx1KURTY2tDqeUXsDFxQ/h42/h001.WfQFc5lIRGT8s7ZMgRxqVXdSkfhl6lTlUjl3ungorlU" target="_blank" rel="noopener noreferrer nofollow"><span>Hawksbill</span></a>: Scientist; Offensive Security & AI </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmaJmOVSHt02RSGbX7pHs9hYzy8mZNpn7FFDr7AmQeMCSy7dsESBxsYgTlHNg64XxXTqGKd4CYEARJjHoOoaVZSV6HF21Fzzi0haYWsKtT9xyf3l0_31uY8yUzrYgfxHHZm-704OlF90KrRzSi5GYkiwEhb9YY4n6v2NAYsydevByJIVuPyodNbQ8a3FvSbVJKnRGpj1gpEXSTURYUg3fDSlY8lSsAQY0cB_GN2yXElwlg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h43/h001.5XRvtJFw-RSymVcTgn6zhTw2KoNorjjx9YsNbo9JEgI" target="_blank" rel="noopener noreferrer nofollow"><span>Raval West</span></a>: AI Engineering & Transformation Architect </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmYfWNdVMg5AC4oIwUhyAT8rhn7jBqjK9ZFAFtZPWKNFGGy2CjnXOIfgZBorKOWsvP0zmOKhcdUBviTU_3X-DiKzXAJGPBt6xkyfXbniZ-ulnJZlShw6U9-_t5lFPNqgozCyInyY_nQMD4QPFhLovB6nz4yHmV7-7qSe4NkM42PfvLB5AQEqbiVkYYwfUDrVJTDKA9G8GCOHj33HIqAK1VH8V76QGnd5kFRU9lxTPemklg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h44/h001.EiMkO1cQyz2eZ_eaWENq44UMtvDfhk2cLRE4AqO6L_4" target="_blank" rel="noopener noreferrer nofollow"><span>J.Jill:</span></a> AI Enablement Engineer </p></li></ul></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GAMES</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/2c34b8ca-07a1-4009-9e74-9ecf20050ae3/AI_or_Not_-_TDV_-_2026.10.13.png?t=1792011831" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" class="e"><table role="none" border="0" cellspacing="0" cellpadding="0" align="left"><tr><td align="left" valign="top" style="padding:15px 15px 10px;"><h3 style="">Which image is real?</h3></td></tr><tr><td align="left" valign="top" style="padding:0px 15px 15px;"><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYX9V_Kgr2DtZUuIPMjvWXE-NyLIpD_dq0JLD2AfpPuDYREmxAGphunbH-0lXhIDnMR_bI1_Y-Wk-RGFzQv55k5thVjWz0xiWA-GuAtwimuq08hFrPBRr2glrKHHTefGzx5XlBXg3jEm5snvp5uWcUfsBmmHHroCS0lRIUqYiZYZ8UewO8TOwANxwgeLR5rAaWZR7cANYAZMUrk60BZm5_wslDeVK1q8FtU3JDGP51sH45t33BQSLdZvP6v1tCaTRTRh1kSJaYIRWy1mg6uV16AGC_vOi7h-HWnWsd1MNFFCZ5kFcRrjX0udLON5n9zI4W1LHgrTor9Ovhdfa97I_aeTdUooivXDF3Cgar-SN6ne2H6abmGAL5pOYscyS8jTqryDlsvuHLnwwwtHY_LVKeaskK1OpDnzDkb4YpQyI5UK4hiI_dWYhjJemtxBErloWHtClIZO2LAZQLV8ccymJjBwjZuqnS5j6f2N8zHqtqMJbOyfJg_3uOAHaC4Vj4tgZK7787pYfoWWkNszx71II0Ar9M_O9M4AIDiY_z2bTN9G_0-eT7_9EL8qDS_ZZfiF_5L0yb3A7NePzQ03HEkb-yQYh7oa-0z7QmvtiuGCClk2yTF-Hcl6I_w-u-LZhz8oMZt2KaUNgoFWSl3NoXvuIqYZDpADRQYxPGaTVvyYAGQGqem0RllaJVezEzE2ntEvBgHBjQjpG4b6B6AS_b8s28YSOWhniSL1rn40GPbWSm7YdL5ycIo9VX5LgfyowqlTWpCFFzPelYE2gN-L12LZyQY5-Z3dk2s-xF_UWiVkgci-m_mMWSvu6D8dyLYGGqKgg-CZFnv4FwU5eijWNtm4DaZE8cej9_AdRsWJhTKVocljkbmMaDbZvnpgQ5RLu7gy9C_tbvf7Gy9kBSWbcdmVR4z3uAO9WInWaELTJDS54fWLOzM9cgUHNk97_mOy9Ti_fZRqmySf9PGlWNNg6OxGKSbJTVV0RG-GjH2QxYdahv24gkNtc0QI3q-_TvTpvXitMLg/4uw/9KPx1KURTY2tDqeUXsDFxQ/h45/h001.kJoV-jJ4TZ1yeEfB8wPCst3x7o4uWY9tpgw3T-3oOys">Option A</a></span><span style=""> &nbsp;|&nbsp; </span><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYX9V_Kgr2DtZUuIPMjvWXE-NyLIpD_dq0JLD2AfpPuDYREmxAGphunbH-0lXhIDnMR_bI1_Y-Wk-RGFzQv55k5tf03PRx21mb6VI3GfNYHTiW0loTqxO_8lf7SI4pHFATKrws5oZKwGmBNjiaDgMBi_bXubypaUq0Q5haPMHnRcdqaOcgOPdLrZNoIyzvcr1Sqlz-L-IBLeklTmoD-gdMjGNzTfUXo0aSB_tMgFd9K1692xT5_pu4AmjfmlxMFGXnr-F49J4GjyyDDdi0mW6e9ejiBL3595gZlYf5fAZua1sIQkwC2NeEbcxOeYsQascA8m8LUcJha5Xf2wUltnOUTACymVOEQZqhSVFUw2-dJnTsw0oytaNhnTz6R8E7rp7SYKRvTs9x4wCVDHlP0juKiV-WOJYD0m-Y2DPn6weKuLVp11KPLWcxsyFhDS3RhDeYVN2QGONqp1qjmBgTco5kXwXiClgWFKBmi1VOvoln26Q3aGaNBfkirIFKGpynYR6W9whZMHpqktqcN2fbH1NAmU04jZVF6oLx-Ajsvp5_nWhY3JEh7Sj2P25AB6gNWWUQYviK4JLJOgOxasIUuhvnsSvv-SZ19HJjP_U3YGlkVJPKSFlZmc-4FmJI-lSN_D8vvxlrXOeNLbRdTiU2OvASRaK2B2S3hHpwFNkRqXjyEKXAAki8S4KrlUUpo5dTBanAfmREQLMd7DmlPYm0IAmOUagnGcfOFEosD-Xto0skcWsjjBqsgOIM8CacHkwBnyHfLu0_4Jw24sh3SoRXx9PpOHEyn4uHwHDu7om5gjUQgHnnoob2er3EB9P0NjzlDh2vdFNCO5tk69I-WgXGJX0uH3GydbzHJzu36S13W7JIge7PhWVWUPmD0-Kx6D2fvG3JhZji19oGMi3yIg_IqIYThZqmVqJJAgw58rWj2uB_OCu4L1AmAKTGyD5wYJanbBpiUyk_93nVJ5KnyPfYcsBjK3DlQug8Kz9TyXCymzuj0o29wFr-B46Y0w8Q20k9hSxMQ/4uw/9KPx1KURTY2tDqeUXsDFxQ/h46/h001.GzMsEfeCzUZ3DHtDCJhxDDV8u9fQbbgWrWhBAnpZnHA">Option B</a></span></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376dfc;">POLL RESULTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Do you think it is important to have control over how your content is used by AI model providers?</h2></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Yes (74%)<br>Somewhat (12%)<br>No (7%)<br>Other (7%) </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/ddb65d9a-93a7-45fc-a6df-33b96db903fd/Multi_%2B_sabrina.jpg?t=1784369432" alt="" height="auto" width="356" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Thanks for reading today’s edition of The Deep View! We’ll see you in the next one. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqWM3TVxtUFE7QT09de871cMY7tEsCVFN2o83lwYM-Ov9NTjhQtRfvUfnNggcuRSYGvHDRAOmVXoDFUHZTJS-7GXRn_NgkY-aiXSG6HYX5-Ikn0RDN3cCLtedSRl5f8zqYOJRWgAWfx4wPBsTPvvOj4GJ3QlyooCeaKo52Q-rkIpnmzB8RkjZ9-8G2dEBIwl0Zm3Ugd_4zVMRMfbXhov7w_rD7DmW3Ldhr22fZr7299z2Aj28381y3QAFjUWwJ--4iw/4uw/9KPx1KURTY2tDqeUXsDFxQ/h47/h001.LK2e__xYMOc3vF6xLMHPwg0CIJ2PrnUoZZxxOK09KYw" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/342ae186-26d4-47e5-bb08-e7edeac35581/Real.png?t=1792011122" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t bb" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqWM3TVxtUFE7QT09de871cMY7tEsCVFN2o83lwYM-Ov9NTjhQtRfvUfnNggcuRSYGvHDRAOmVXoDFUHZTJS-7GXRn_NgkY-aiXSG6HYX5-Ikn0RDN3cCLtedSRl5f8zqYOJRWgAWfx4wPBsTPvvOj4GJ3QlyooCeaKo52Q-rkIpnmzB8RkjZ9-8G2dEBIwl0ZlVKNkdFytwJblT8Ma2AlOB71n8ycbLUUr0fbDZ99NK9TgTNaBZo4t_l9X-LPUV-RM/4uw/9KPx1KURTY2tDqeUXsDFxQ/h48/h001.Kt-RfNFjCLTv18_VElbIVUlIMAm6huc8CpsmHkYLbsI" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqWM3TVxtUFE7QT09de871cMY7tEsCVFN2o83lwYM-Ov9NTjhQtRfvUfnNggcuRSYGvHDRAOmVXoDFUHZTJS-7GXRn_NgkY-aiXSG6HYX5-Ikn0RDN3cCLtedSRl5f8zqYOJRWgAWfx4wPBsTPvvOj4GJ3QlyooCeaKo52Q-rkIpnmzB8RkjZ9-8G2dEBIwl0ZmvopVGyVnHKQRW6Z1B_eeEUc8w0isQc71s0RKQTbA1zKyJq4tTACWt_Wcj20XnktE/4uw/9KPx1KURTY2tDqeUXsDFxQ/h49/h001.7-hYHRX05TttvYRdhCA5PV5pwEahgtziNtxB4AOrkMU" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “The imperfections and messiness in [this image].” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“The shiny plastic on the ceiling feels like an element AI would not have included, but that is rather frequent in real trains. The way the lighting interacts with plastic feels more real.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“Seats facing into the middle looks more like subway cars I have seen.” </p></td></tr></tbody></table></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Omrt2YuxtGedDPQ5tjmprhJ_OPO0p2Gt3fQ5ueVSM0ZR-9iLI7O_8qwRcEAfeieN0sQrJH3s1RA0ePLfXjXaUae4KPZTkD0-S7QC-0iOfncMJmbhC4lYFHkRTOF3uWkKN5hEvo-miKcfyWQlRPb9SUXtOMvqK81ii9jkc2Kdnfu-pcYbhvDcV0Pgwo3PWAlLFqk0uuvnEQHVdzA7l3AvyNAGVbR3LXPEN6Qtb7_8vv_k5GDFAeXM9W4XhGice7dJv4/4uw/9KPx1KURTY2tDqeUXsDFxQ/h50/h001.eS9MWKvi5zhIsKBBoSJfFtVq-uAh1HKG2tJUytL2t6A" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/7e390857-16ad-4424-a6fb-88547e1d0ffa/Fake.png?t=1792011142" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t bb" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Omrt2YuxtGedDPQ5tjmprhJ_OPO0p2Gt3fQ5ueVSM0ZR-9iLI7O_8qwRcEAfeieN0sQrJH3s1RA0ePLfXjXaUae4KPZTkD0-S7QC-0iOfncMJmbhC4lYFHkRTOF3uWkKN5hEvo-miKcfyWQlRPb9SUXtOMvqK81ii9jkc2Kdnfu-n6VewljnbAxvOzbaYG4JiAPN1qYdFE3p5T7-gC8b_SjHfVLIt6reVGG88mUbL0Xzm8d_fcgGcYUiz1DniqaD1Y/4uw/9KPx1KURTY2tDqeUXsDFxQ/h51/h001.S6NVnJiakTG__qCWjQj8W66wQck8ejJZLfCJpXYfI2k" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Omrt2YuxtGedDPQ5tjmprhJ_OPO0p2Gt3fQ5ueVSM0ZR-9iLI7O_8qwRcEAfeieN0sQrJH3s1RA0ePLfXjXaUae4KPZTkD0-S7QC-0iOfncMJmbhC4lYFHkRTOF3uWkKN5hEvo-miKcfyWQlRPb9SUXtOMvqK81ii9jkc2Kdnfu-rvnoDy3Z34M7ecdiwFN41kX0MYuuvdtUR-vlkPIF-xZ4Ow_2zembxL2m5_0xRSikqLyzB1uASsSHIUMANx5JVw/4uw/9KPx1KURTY2tDqeUXsDFxQ/h52/h001.QeL_0C_1hkLo0w9-ubNHqLV-GKE86dqfg7VZmzbKXuw" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the AI image</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “[This image] had a pole in front of the train door. Whose walking in an out from there?” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“The utter lack of signage of any sort in [this image] seemed stark. ” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;">“The chairs halfway left looked very weird and AI generated.”</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“<span style="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;">The poles in [this image] don&#39;t make sense.” </span></p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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**Welcome back.** Nvidia explains how its strategy for rapidly expanding AI data centers involves digital twins, or virtual replicas of physical environments. Meanwhile, Apple may have found its edge in the smart home space by relying on user context. And a fleet of rogue agents from a Chinese lab highlights how AI containment has become an international problem. _—_[_Nat Rubio-Licht_](https://www.thedeepview.com/author/nat-rubio-licht)

**IN TODAY’S NEWSLETTER**

## 1. China’s rogue agents widen AI’s safety problem

## 2. Apple turns user context into a smart home edge

## 3. Nvidia's secret weapon for accelerating AI factories

----------
GOVERNANCE

# Why rogue agents demand a global response

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Follow image link: (https://www.thedeepview.com/articles/china-s-rogue-agents-widen-ai-s-safety-problem)
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New research adds to the growing number of reports of agents going rogue. 

On Wednesday, an [international group of researchers called Swarmchasers](https://swarmcha.se/posts/chinese-agent-fleet-full-report) published a report claiming that they found a group of Chinese agents attempting to access the IT infrastructure of tech giant Alibaba. The researchers claim that the agents originated from a testing environment operated by Tencent Cloud, the Chinese tech and cloud service giant. 

The attacks occurred between September 18 and October 8, and involved the agents attempting to answer questions about places in China using Amap, Alibaba's version of Google Maps. The bots attempted, and in some cases succeeded, at bypassing anti-bot protections, and, to answer questions, used Amap keys and security published the the web that had been leaked in a public repository as a means of getting information from systems not intended for public use. 

Tweet:  (https://twitter.com/ethanelasky/status/2110355334556729766)

After finding the fleet and reporting their findings at a Hackathon on October 4, the group [found a way to make contact with these agents](https://www.nytimes.com/2026/10/14/technology/chinese-ai-agents-rogue.html?unlocked_article_code=1.IlE.MmMT.-dqDF5SZcwZA&smid=url-share). In their conversations, though the agents were linked to Tencent, they often identified themselves as "Claude," potentially as a result of using similar instructions to what Anthropic uses to train Claude Code, or as a result of model distillation, a challenge that [Anthropic has been attempting to rein in](https://www.anthropic.com/research/distillation-defenses). 

Notably, the researchers made the distinction that this incident differs from the infamous OpenAI-Hugging Face attack in July, as they found no evidence that the agents colluded with one another, labelling the group an agent "fleet" rather than a "swarm." 

Additionally, the researchers wrote in a blog post that this incident is not unique to Tencent. Ethan Elasky, one of the report's authors, [told Bloomberg](https://www.bloomberg.com/news/articles/2026-10-14/tencent-linked-by-researchers-to-rogue-ai-that-targeted-alibaba) that, no matter whether the agents are from a US lab or a Chinese one, the way that model development is happening will result in agents breaking free from sandboxes when given access to the internet. 

"We believe this demonstrates that model alignment more generally is still an unsolved problem, and predict that if capabilities continue to advance as they have over the last few years, operators will find it increasingly difficult to restrain their models and guarantee safety," Swarmchasers wrote in the report. 

This incident follows a litany of other cases of agents breaking free from their sandboxes, largely involving US labs, including [OpenAI](https://www.reuters.com/legal/litigation/openai-alerts-more-than-100-groups-about-rogue-ai-agent-activity-2026-10-01/), [Anthropic](https://www.nytimes.com/2026/10/09/technology/anthropic-rogue-ai-agents.html?unlocked_article_code=1.HVE.8qqm.Wioro2BMBvfg&smid=nytcore-ios-share) and [Google](https://www.securityweek.com/google-confirms-gemini-ai-breached-three-firms/). It also comes as researchers and experts urge the industry to put more resources into solving the problem of AI containment, with a [coalition of hundreds of researchers](https://www.thedeepview.com/articles/why-hundreds-of-ai-researchers-want-stronger-sandboxes) on Tuesday publishing an open letter calling for an international standards body to create alignment best practices.

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Caption: 

This incident highlights that the rogue agent problem may extend beyond the major US model labs, especially as the US and China race to develop increasingly powerful AI models. It also may reveal how model distillation attacks could bleed into the containment problem. Anthropic has been one of the loudest voices calling out these attacks, accusing Chinese labs of [distilling and exfiltrating Claude's capabilities](https://www.anthropic.com/research/distillation-defenses) [on more than one occasion](https://www.anthropic.com/news/detecting-and-preventing-distillation-attacks). Additionally, Chinese model providers have also been accused of putting speed and development before safety, with a recent SemiAnalysis report finding that [very few Chinese model releases](https://www.thedeepview.com/articles/china-s-open-models-come-with-a-safety-tradeoff) in the last few years have been paired with safety reports. These incidents make an international safety standards body pushing for best practices and transparency all the more important. In short: An international problem calls for an international solution.

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867) [Nat Rubio-Licht]
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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--------------------
TOGETHER WITH CRESTA

# Automation alone isn't a strategy. Building a better customer experience is.

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Some ==customer ==conversations need a human, others are better handled by AI, and some shouldn't happen at all.

Meet Cresta, the AI operating system for customer experience that brings intelligence, augmentation, and automation together on one platform to redefine every interaction. 

Cresta resolves customer needs and delights customers with human-like AI agents, empowers human agents with real-time context, and uncovers why your customers reach out in the first place.

**The results speak for themselves.**

Brinks Home lifted NPS 30 points, cut call transfers from 30% to 8%, and saved 600+ hours of after-call work. United Airlines cut handle time 15%, sped up customer response 50%, and beat its ROI expectations.

**Ready to drive CX transformation? **[Talk to a Cresta AI specialist](https://na2.hubs.ly/H08njlG0?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=thu-oct-15-cresta-hyphenate) about where to automate, how AI and human agents would work together, and the path to prove ROI in as little as 90 days.

[Book a demo.](https://na2.hubs.ly/H08njlG0?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=thu-oct-15-cresta-hyphenate)


--------------------
CONSUMER

# Apple turns user context into a smart home edge

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Follow image link: (https://www.thedeepview.com/articles/apple-turns-user-context-into-a-smart-home-edge)
Caption: 

Apple is expanding its redesigned Siri assistant beyond the iPhone to home devices, the latest step in a years-long overhaul of the voice assistant.

On Tuesday, Apple launched a series of smart home products, with the star of the lineup being the new Apple HomeView, its first smart home display. While the display can do much of what competitors like the Amazon Echo Show and Google Nest Hub have done for years, including playing music, controlling smart home devices, and answering questions with AI, it leans much further into Apple’s signature ecosystem to offer something fresh.

For instance, the HomeView can facially recognize up to six users and then present each one with a personalized experience that displays the user's personal content from its Apple ecosystem of devices, such as Messages, FaceTime, Calendar, and Find My. The interactions with Siri are powered by Apple Intelligence and the context it has about you, making the responses personalized to the information stored  within your Apple apps. 

This was the most compelling part of the demos: Siri can now handle multistep requests, like “Hey, can you play the song my friend sent me?” It can also string together more complex tasks. For instance, in one demo, a user asked Siri when their friend would be home from the airport. Siri found the answer in a text message, worked out how long the drive home would take, and then helped the user schedule their coffee maker to turn on 15 minutes before the friend arrived.

The design also makes it unmistakably an Apple product, with subtle nods to the devices that came before it. The HomeView’s 7-inch Liquid Retina display swivels on a base that immediately reminded me of the 2002 iMac G4, and it comes in silver, starlight, rose pink, and space gray, the same colors of the iPhone 6s lineup. In classic Apple fashion, there’s careful attention to small details, like information that rearranges itself as you move closer to or farther from the screen.

There is also a separate wall-mounted HomeView model, available in space gray and silver, and both the version with a speaker at its base and the wall version retail for $299. It works with compatible smart home devices, as well as those from the recently  announced Apple Home Collection, which include a new lineup of smart home cameras, thermostats, and a lock designed in collaboration with LG Electronics and Schneider Electric.

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Caption: 

Apple has two very powerful advantages in the smart home market: People trust the company to keep their data private and safe,  and Apple users are typically deep into the Apple walled garden and, therefore, are more inclined to use products within the ecosystem. Both of these things are typically the challenges I hear the most about when it comes to people who are opposed to having a smart home system. Users are fearful  that it'll always be listening to them and are deterred by the fact that the setup isn't as seamless. Though  I have not reviewed the device  yet, if it's as easy to set up as it is for an Apple Watch or AirPods to pair with your phone, I could imagine this not only becoming a household product many Apple users want, but also a great gift with the holiday season around the corner.

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Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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--------------------
TOGETHER WITH HYPHENATE

# Sprint ahead with autonomous finance.

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Follow image link: (https://hyphenate.ai/?utm_source=deepview&utm_medium=newsletter&utm_campaign=rebrand-launch&utm_content=techstack)
Caption: 

**Meet ****[Hyphenate](https://hyphenate.ai/?utm_source=deepview&utm_medium=newsletter&utm_campaign=rebrand-launch&utm_content=techstack)**, formerly Maximor, the autonomous finance platform that works on top of the systems you already use.

Its agents get straight to work without process docs, prompts, or rules. They handle **98% of the work they touch**, keep your books reconciling continuously, and make every action fully auditable.

Give your team more time to focus on what’s next while Hyphenate keeps finance moving.

[See Hyphenate in action.](https://hyphenate.ai/?utm_source=deepview&utm_medium=newsletter&utm_campaign=rebrand-launch&utm_content=techstack)


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HARDWARE

# Nvidia's secret weapon for accelerating AI factories

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Follow image link: (https://www.thedeepview.com/articles/nvidia-s-secret-weapon-for-accelerating-ai-factories)
Caption: 

Nvidia has figured out a way to build AI factories a lot faster.

These massive data centers bring together billions of dollars of computing equipment into a facility where a ton of different tech, power, cooling, and logistical systems have to work together seamlessly. Managing that kind of complexity is one of Nvidia's strengths.

With chip design, Nvidia architects everything virtually in a simulated environment long before the first manufacturing process starts. And since today's chips and processors have become enormously complex, that orchestration is where the magic happens, in terms of speed, efficiency, and innovation. 

Nvidia is applying this same mindset to building AI factories by partnering with Siemens and implementing digital twins, or virtual replicas of real-world environments. This allows Nvidia and its partners, such as hyperscalers and neoscalers, to simulate these elaborate facilities ahead of time and rehearse all of the processes that make them work. 

"You’re really building a data center scale computer, along with all the technology, it’s not just about the GPU," Vladimir Troy, Nvidia's VP of AI infrastructure, told The Deep View. "This is the fundamental part that I think people miss about accelerated computing. If you just optimize the GPU, then you have the fastest GPU, and your bottlenecks could be everywhere else."

Digital twins are the key to making it all happen by allowing engineers to simulate a facility's physical behavior. Siemens brings the simulation, automation, and industrial engineering expertise while Nvidia brings the accelerated computing, its Omniverse platform, and the experience with synthetic data. 

"You can improve the time-to-token by [roughly] 40% if you’re using digital twins," Ales Alajbegovic, global program manager of industrial metaverse for Siemens, told The Deep View. "If you don’t use digital twins, I don’t even know how you can build this." 

In this case, time-to-token is referring to the period from the time you break ground on the facility to the time it's serving its first useful AI query for the public. That metric is critical because AI usage continues to scale up, despite [public sentiment turning negative on AI](https://www.thedeepview.com/articles/anti-ai-extremism-is-taking-a-darker-turn). In the past 18 months, we've gone from roughly 15% of the global population regularly using AI to 19%. And in places like Singapore and UAE, two-thirds of the population are already using it regularly. 

All of that usage is putting tremendous strain on today's data centers. Without more data center capacity, the industry faces the risk of AI queries taking much longer to run, the most powerful models being limited to those who can afford to pay a premium, and slowing down some of the most promising uses of AI for science and healthcare. That's why so many of the world's leading cloud and data center companies are building out future capacity, despite limitations on power and component shortages for RAM and data storage.

"The demand is huge," said Alajbegovic. "Right now the whole industry … is running to build them."

Nvidia estimated that there are well over 100 projects underway globally.

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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Of course, the only thing less popular than AI among the general public right now might be data centers. However, as [Nat Rubio-Licht has written](https://www.thedeepview.com/articles/how-data-centers-became-a-proxy-war-over-ai), the backlash against data centers might also just be the public's easiest way to register its larger concerns about AI. It doesn't help that there are [false narratives](https://www.bluefieldresearch.com/podcast/debunking-the-myths-of-the-data-center-water-footprint/) proliferating about AI using up community water supplies, for example. But the leaders of the AI industry also need to do a much better job of [explaining how AI will benefit humanity](https://www.thedeepview.com/articles/ai-s-dystopian-problem-begs-for-a-clearer-vision), without resorting to unbelievable hyperboles about AI curing all diseases or leading to unlimited abundance and prosperity. People just aren't buying that. The work that Nvidia and Siemens are doing to build data centers faster is also making them enormously more efficient. However, with only so much power, water, and construction capacity, those efficiency gains are out of pure necessity. Still, it's also a great story about building responsibly and not wasting resources, while also making sure there's enough compute to power the AI of the future and keep it broadly accessible and affordable.

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566) [Jason Hiner, Editor-in-Chief]
Follow image link: (https://www.thedeepview.com/author/jason-hiner)
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LINKS

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* Salience Labs[ raises $125 million for all-optical AI data center](https://siliconangle.com/2026/10/14/salience-labs-raises-125m-in-funding-after-showcasing-worlds-most-advanced-fully-optical-circuit-switching-tech/) switching

* Modal raises [$750 million Series D at $15.75 billion valuation](https://siliconangle.com/2026/10/14/salience-labs-raises-125m-in-funding-after-showcasing-worlds-most-advanced-fully-optical-circuit-switching-tech/)

* Nvidia CEO [Jensen Huang pledges $2 billion European](https://www.bloomberg.com/news/articles/2026-10-13/nvidia-s-huang-plans-2-billion-in-europe-ai-deals-in-next-week) investment

* China approves [Alibaba AI integration in Apple iPhones](https://www.computerworld.com/article/4235207/china-clears-alibabas-qwen-ai-just-in-time-for-iphone-duo.html)

* 84% of ransomware victims report [AI-assisted attacks in global survey](https://www.cbsnews.com/news/ai-linked-ransomeware-attacks-global-cybersecurity-report/)

* AI tool [maps immune cell movement](https://southfloridahospitalnews.com/2026/10/14/ai-tool-reveals-what-attracts-immune-cells-to-tumors-and-what-keeps-them-away/), identifies mucin barriers in tumors

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
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* [Gemini 4 Argon](https://x.com/cursor_ai/status/2110087611763368271?s=20): now available in Cursor

* [Interactive Slides in PowerPoint](https://x.com/DerekJohnsonSV/status/2110122969251127427?s=20): Rolling out over the next few days to general availability

* [Wan 3.0](https://x.com/higgsfield_ai/status/2110074247569924489?s=20): Unlimited on Higgsfield for 7 days

* [Grok Voice 3.0](https://x.com/SpaceXSI/status/2110416580899168305): The latest speech-to-speech model from SpaceXSI.

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966)
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* [Clarity Recruiting](https://www.linkedin.com/jobs/view/4470893178/): Junior AI Specialist

* [Hawksbill](https://www.linkedin.com/jobs/view/4473836497/): Scientist; Offensive Security & AI

* [Raval West](https://www.linkedin.com/jobs/view/4475128470/): AI Engineering & Transformation Architect

* [J.Jill:](https://www.linkedin.com/jobs/view/4464122106/) AI Enablement Engineer


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GAMES

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--------------------
POLL RESULTS

## Do you think it is important to have control over how your content is used by AI model providers?

Yes (74%)
Somewhat (12%)
No (7%)
Other (7%) 


----------The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback.

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Thanks for reading today’s edition of The Deep View! We’ll see you in the next one.

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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/342ae186-26d4-47e5-bb08-e7edeac35581/Real.png?t=1792011122)
Follow image link: (https://unsplash.com/photos/subway-car-with-orange-seats-5G1CoLBWt2g)
Caption: [Link to the original](https://unsplash.com/photos/subway-car-with-orange-seats-5G1CoLBWt2g)

“The imperfections and messiness in [this image].”


“The shiny plastic on the ceiling feels like an element AI would not have included, but that is rather frequent in real trains. The way the lighting interacts with plastic feels more real.”


“Seats facing into the middle looks more like subway cars I have seen.”


View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7e390857-16ad-4424-a6fb-88547e1d0ffa/Fake.png?t=1792011142)
Follow image link: (https://chatgpt.com/s/m_6aceaafbe1488191861ab80a14cde1f4)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6aceaafbe1488191861ab80a14cde1f4)

“[This image] had a pole in front of the train door. Whose walking in an out from there?”


“The utter lack of signage of any sort in [this image] seemed stark. ”


==“The chairs halfway left looked very weird and AI generated.”==


“==The poles in [this image] don't make sense.” ==


View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268)
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Follow image link: (https://tdv.transistor.fm/)
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If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us [here](https://www.thedeepview.com/sponsor).

GET IN TOUCH WITH US HERE (https://www.thedeepview.com/sponsor)


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