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⚙️ Can we preempt an AI-induced economic meltdown?
Thu, 28 May 2026 12:35:50 GMT
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Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Thu, 28 May 2026 12:35:50 GMT
Subject: ⚙️ Can we preempt an AI-induced economic meltdown?
To: [email protected]
Date: Thu, 28 May 2026 12:35:50 GMT
Subject: ⚙️ Can we preempt an AI-induced economic meltdown?
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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: Why Mistral is targeting robotics and physical AI with it's latest product  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> May 28, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWInu_u5ZFKM5cHJ7W7RicjPfBo7BhzxqL7ugdfEQ8CGIdFyQco6BNrnvlFCarl8H0Ic3Hg_d03d_6KvVUHXjz9g853I4HmlY0r2-WWApMb_jqSxlPvh2T-N3mtZYQZ2wvJ3RBXJMei-IPAY17cwTC9Yz3w6XZ5T8lLtAj5DNoWgOKA0iP6dym11RFMqKmjAxjMs53OD8t48kcJjFVYlya6iLxQo8ZjsOykNV8M-fYEW2hrvPD5LzWhtCLGUbOTLvWMn8s1PTgg2o4Pz38woVPMQBznLiFgqBWyTsC142LZGxS_l8rfGON0htY6gTBnq3lo5KQHYpegWs930dMyy7yxHCWaYmYPIQ-EUCstHYLa1Se--2oSI3y2obHG4dnUImjA-yIdVIvyyt5kY78Nlj33wv0LuGpp2vkls8gcqDgg2pZZkpwdEFXQpLCBMvEw6OO57oEHhW37MPIZGbjn0YngO4Q_yUTUWsSnZbtKZr-B8O0I1iTBVCpyXkjQBz6woTD6XyczjAZaRFJzeJmIDF0JMtdqJvuWtC-Brj5EsAg9taR0ESzKMx89I1XSngB6yK-pv0ubYNHTBzSUDnsjPFe3Mi2MU6LJmjwgruZRJ-OAkrTeUMXOuLP9esq7cEKkbcAyF_E0BcC-y5x_Jc6vVV-vxvVNvSWU8RN1X4IJvJKuOY4BLkGNimW1ShL4afmSE0UwJQL1ET8CZufibXF9WI5OfU_87bUrUis6Ba5nvziNMA/4r0/qUCTuSGLSGuSL5f38-wEDg/h0/h001.aYsp6tI_1TQmRRtzK5zjeW6poiVi6ctOBxKRnxomqhQ">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/4r0/qUCTuSGLSGuSL5f38-wEDg/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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/eb34bb71-c124-4026-94b5-19849f3acdaf/BANNER__126_.jpg?t=1779960367" 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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.AxwEyJ4V1O9c3ACt099WOf_eqQ9NlaybL29dQQ74dWsef5UMiwtUuo4YCfTt1Qg7wcdVj5PWxeKvEBkU5DePpkYnc9HNAvLuitcaoAhlMOtB_4AbNZuFbYh11Yw7moP3WX8AnmteQTfCfja8qWRZOqSIKK6rwqGiJ_NtcJKc9oHTIo_Icyq-EEutQU6UJJe5A0OLdbUA7-nfwRpN6PuwpLaoAQn5Aa08u5XNXagQ7HmC8xNluswlIYxgBiQ6PhXCwLrrxdP3Y3CGvQwlHxfhK3H3aaFavaQygj9pikhdNJiQjHgPLGS9npiL9CBr8Pgv/4r0/qUCTuSGLSGuSL5f38-wEDg/h1/h001.nvvM8t2ZNJrav9Ytca7_-OI7Axa3P1TMrWO7XA6PM2A" 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/uploads/asset/file/ffefe4e9-2127-46ab-9703-824c45f2a757/Together_W_Plaid.png?t=1779829927" 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> Today, we’re looking at Mistral’s push into industrial engineering, where robotics, physical AI and data sovereignty are becoming a sharper enterprise advantage. We’re also tracking why AI safety and security benchmarks still lag behind real-world threats, as Cisco research shows multi-turn attacks can expose risks the standard benchmarks miss. And OpenAI’s foundation is putting $250 million behind a harder question: how to prepare workers, institutions and governments for economic disruption before the backlash turns into a crisis. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TrqEna1wMcoOmMxHAuTe0-aEiaY0D8ReO1cYAzXwtGNUZzE_IlobauXcdNufc141UpgjWpdQ-tFs0-FzX37-aGy62tagibiTwNOh9jjOgEII3ETIenLtL-INLEUxfc5sCA/4r0/qUCTuSGLSGuSL5f38-wEDg/h2/h001.6BBUs_hVQ2drBqbzmuYcs-BM3zN8yV1jjD81LOvEcg8" target="_blank" rel="noopener noreferrer nofollow"><span><i>Jason Hiner</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-open-ai-prepares-for-a-is-economi" 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> OpenAI prepares for AI’s economic shock</h2></td></tr><tr><td id="2-new-cisco-research-challenges-ai-" 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> New Cisco research challenges AI safety benchmark</h2></td></tr><tr><td id="3-robot-makers-just-got-a-stronger-" 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> Robot makers just got a stronger AI stack</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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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;">WORKFORCE</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%;">Can we preempt an AI-induced economic meltdown?</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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQETWQFUCCYVwC3Q2o8Onv3zgoD4AZodebbzYnTYJCx5mJFxMoaR3775vLXlRpFMJ4RYbJaOQTdruRC5Lb4YO1lSnjbyvpfEQiw6e_IplVXpuWNscDBgaDerWElhGFk8yzZuo6-3EyASAdFXo2CDtSDT4hb8dKrOGY_HaEkMXcVaCVA0EpOcrLp2EMTtevYLKyimVKpV41janZuKiI69xq8lVgtt7FEpsCWZOmc6-NsfqBOWnXxVGeV7rVwrd_Nxu7q99PXcXqoVvvMaSWZEkQC4/4r0/qUCTuSGLSGuSL5f38-wEDg/h3/h001.crQxTiXJqhNZhaAzYvTI1uQ-YVwq0IfnH6i8bCBcXUQ" 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/uploads/asset/file/1cb52184-7a37-4e04-94b3-3da6770ce1bb/thedeepview_futuristic_editorial_illustration_showing_the_ten_88539749-8a22-42de-93ae-3f7a05321168_1.png?t=1779913729" 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%;"> As concerns continue to mount about the impacts that AI could have on the economy, OpenAI's philanthropy arm wants to front-run the crisis. </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, the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.WHId9TPFGnUe-Jr4g0Pig9pTEn9rt1zMaGKH_dtwftBfPEym1LCjlomggHuCv-znxeGuF637Md9UBtu0LowmL712tJ-5d0gQDWwnkIOs2Z85S30BEccW7bnroBAshBJrY1kCcVs3iabqa7UUuiVw2Smbrn7zS92vfuQ1MSm4XbEJTB64yUDD4p1-ExEWH77lML2LscFNW9cTpO1zyaf_IOE1u6rVnP67O_50TOfEVjZR31W9N15jtaUT8iGvzDUUgSiMwrxdPMjs4dLi-8Uex4keaDaQ24bvzvoW7Xr150Q/4r0/qUCTuSGLSGuSL5f38-wEDg/h4/h001.Wsh4wC0JofeWDsDAch3K7huKxEV2oVJJI9qinZgDC4Q" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI Foundation announced a $250 million commitment</span></a> to creating grants and forging partnerships aimed at helping prepare the economy for AI disruption. The goal, the foundation said in its announcement, is “building secure and abundant economic futures.” </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 initial investment will support external organizations through grants, open calls, and institutional partnerships. The foundation will also build an internal team to advance this work directly, and expects the first initiatives to be announced later this year. </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%;"> “AI is going to lead to huge economic changes as it makes previously scarce capabilities far more widely available, and there is deep uncertainty about how far and how fast they will go,” OpenAI said in its release. “We don’t need to know exactly how the future will unfold to prepare for it.” </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 program, which aims to create “institutional options” for AI preparedness, will work across three main areas: </p></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;"><span style="font-weight:700;"><b>Understanding the shift: </b></span>Here, the foundation will invest in independent measurement and forecasting to develop a clear understanding of how this tech will impact the economy. This involves measuring how people leverage AI and what it enables them to access, rather than just the earnings AI can generate. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Supporting the transition: </b></span>This involves offering resources to workers as they navigate near-term disruption. Along with support and retraining, OpenAI notes that this includes researching approaches that give workers “agency over AI deployment,” and investing in broadening the capacity of governments and public institutions to deliver. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Building for long-term economic security:</b></span> This part involves developing approaches to organizing “post-AI political economies” and determining how to equitably share global economic gains. This includes researching proposals to shift taxes and dividends in response to “observable indicators,” and figuring out ways to give people “durable claims” on broad economic growth. In other words, it's talking about how to share the wealth of AI. See <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFv81o7s58hM8aqh-YiAt_ImcjxWD4bM_l-1E6quSpg1h7sza5bZDW7WhJv3EhFrtbw6Uh9yyD1aFTDbo7AMrqLRaJNOm4YSRAeIaR2ZYs6OTShcjYccoPgcnNNMMMnb9Wyy1ngLBExUFKPK11JMH0gEmNZO9aWP0m2_aInyKntOthkEJQufm5KOk4ddtrbPkUiljNsDMj9sAzprwxxYnI1lwfcKYbOvV6ezd5F2GJFAZ1SdMJnCb4bjRwZ4RJ9Btp6g03nOUYNJpWPJt7gFkHT/4r0/qUCTuSGLSGuSL5f38-wEDg/h5/h001.oNHPKGO5aMpZy_0UDFstOklPPYBLL6yrk72yjwSp3XM" target="_blank" rel="noopener noreferrer nofollow"><span>similar proposals made in OpenAI's 'AI New Deal' document</span></a>. </p></li></ul></div></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 studies and forecasts regularly published about the tech’s ability to upend the job market, the growing fear of AI’s looming impacts on the economy is breeding <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEfTaijywZKFwid6pVAWYn6K3TNuYQe-4X5fld3jdps6VoPKe8ussWDzak61PPNht7RvlyIToSA4oh6LRB6t0gQTVtsa_Q40n9PYXKpo2CsV8fsvxf9aQHoGLhvRamV_rs7pbubZaalGxs3OyZmDdO_1YrQ4DIPXvTdMR-6CGzqRiHp8tThl4ZxlxfZHZYBQ8r65PluXKbMFrwlQj1pM4hBZo3CBV-LO8NfIrCEG8yr65W3WRDR5Wf6ZP4WEzJaYQaf0nzINTGbtSy2Zto-J9Z5/4r0/qUCTuSGLSGuSL5f38-wEDg/h6/h001.cj--HTrGyA407Xx8Wmsiz8tk82KsLa65XlmzyDQ5Rh8" target="_blank" rel="noopener noreferrer nofollow"><span>distaste and resentment towards the technology</span></a>. The foundation’s end goal is to strengthen the global economy and the workforce’s ability to handle change by understanding which approaches work before damage is done and a crisis is precipitated. </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:604px;"><img src="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" 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%;"> The OpenAI Foundation is trying to get ahead of problems that tech from OpenAI and other frontier labs could accelerate in the years ahead, if the current trajectory plays out. And, for multiple reasons, it’s in OpenAI’s best interest to untangle these issues. For one, with anxiety and animosity towards AI worsening, a move like this is good PR, seeking to ease those fears by positioning OpenAI on the side of the people. Additionally, what goes around comes around: a weakening economy is bad for everyone and would hinder OpenAI’s ability to sell its services. And broadly, while OpenAI doesn't have the same reputation for responsibility as rival Anthropic, its stated mission has always been to create AGI that benefits all of humanity. Given the forecasts that this tech could widen economic disparity, getting in front of that will be vital to delivering on that mission. </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:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80zJb_Vj1U32yR5cdhO5X0JYQEW9Q3p3l0P85pfeErLZ1VNvYDBAdAzf9GoRAZOa4ZF3cPCmlPoTDfaS9HbQ2IATQasKq6wWmKZC_I_VTKHscBQjMWhdG157vG62qKmgpLg/4r0/qUCTuSGLSGuSL5f38-wEDg/h7/h001.Vh93oy6T5fJ5aX6ad2Oj11YRT-sxg7rYzh1VkOIo8q0" 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/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;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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 PLAID</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%;">3 ways to stay ahead of next-gen financial fraud</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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.AxwEyJ4V1O9c3ACt099WOf_eqQ9NlaybL29dQQ74dWsef5UMiwtUuo4YCfTt1Qg7wcdVj5PWxeKvEBkU5DePpkYnc9HNAvLuitcaoAhlMOtB_4AbNZuFbYh11Yw7moP3WX8AnmteQTfCfja8qWRZOqSIKK6rwqGiJ_NtcJKc9oHTIo_Icyq-EEutQU6UJJe5A0OLdbUA7-nfwRpN6PuwpLaoAQn5Aa08u5XNXagQ7HmNb7JEi9TwFITouNJxhVTvcupWSoqh8PZZW8owGpo4D3WDsF5jyR6yPW2u76LwXyRzdC8-DKQgwzM7ZIXeO7qV/4r0/qUCTuSGLSGuSL5f38-wEDg/h8/h001.bA2_a2O3nyGQ_gFGUUpwpwnJuGat_53xrXc3vanaPWE" 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/uploads/asset/file/8de4cf7c-0a37-4592-9241-a5e5a0d8edd5/MITAIFraud.png?t=1779829947" 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%;"> Generative AI is helping fraud evolve faster than traditional defenses can handle. But these same tools can be put to good use. Read MIT Technology Review and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.AxwEyJ4V1O9c3ACt099WOf_eqQ9NlaybL29dQQ74dWsef5UMiwtUuo4YCfTt1Qg7wcdVj5PWxeKvEBkU5DePpkYnc9HNAvLuitcaoAhlMOtB_4AbNZuFbYh11Yw7moP3WX8AnmteQTfCfja8qWRZOqSIKK6rwqGiJ_NtcJKc9oHTIo_Icyq-EEutQU6UJJe5A0OLdbUA7-nfwRpN6PuwpLaoAQn5Aa08u5XNXagQ7HmLIbcMaJAqBGfZKuP8JCV6CGuB-JkQx6qKk7QPBJBrPCqu3emHBzAPVcy1_JkoPJBjUVInPXvtXQLE1YGLhXhS/4r0/qUCTuSGLSGuSL5f38-wEDg/h9/h001.e6BNgg6OIWUXJAd0c8J58ywZL4Gg5rRAUwsADVJI3qU" target="_blank" rel="noopener noreferrer nofollow"><span>Plaid’s report</span></a> to see how technology is reshaping financial defenses. </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%;"> Read the report to discover: </p></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;"> AI-powered fraud tactics targeting your customers </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why layering AI into your defense is key </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How industry collaboration is reshaping fraud prevention </p></li></ul></div></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.AxwEyJ4V1O9c3ACt099WOf_eqQ9NlaybL29dQQ74dWsef5UMiwtUuo4YCfTt1Qg7wcdVj5PWxeKvEBkU5DePpkYnc9HNAvLuitcaoAhlMOtB_4AbNZuFbYh11Yw7moP3WX8AnmteQTfCfja8qWRZOqSIKK6rwqGiJ_NtcJKc9oHTIo_Icyq-EEutQU6UJJe5A0OLdbUA7-nfwRpN6PuwpLaoAQn5Aa08u5XNXagQ7HmXLJZje5sYG5VuEgAX3Sj7A1x_9420oqZ5_bhM4ho1MCYkmwEHccGacuvWXXAmtEAPshfSuFxPf-Q-OwEKYV0D/4r0/qUCTuSGLSGuSL5f38-wEDg/h10/h001.4TW_icmWQqGhtY3q6QaNo6t9pJHU9aMd0mRSGfGKRcY" target="_blank" rel="noopener noreferrer nofollow"><span>Get the report</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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;">RESEARCH</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%;">New Cisco research challenges AI safety benchmark</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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHI-WPN5SixfbWaaLwQ4pDELtr4iXGVS5j22yKHevokmrfLZb6AZETLSn4XNY677bBItnEZQJmh65Dc8wgb_YSh86w2YSrOihDfaxyUXPhOUPuIjXFx7gadPDpjnbKHdQePiQZ0rcoOOEmdLJNZraoVANFqdcrduatyzZ-lar1zFfj6TZazOHEzQXWChza7wi0A_NuCpuQpQauR3VlNooQkev1TaIYpDLVUyeZI0O51uNUgzyzsaQNkLibysgE5omwISmsNWa7Y90kfbznk6LiY/4r0/qUCTuSGLSGuSL5f38-wEDg/h11/h001.HI6t3wcQ93NwPPS_SVRYWRfvS_peidLkvGPgfduTTWs" 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/uploads/asset/file/30973c51-3f0b-404c-9c0e-107bbf1437fe/3bc114e229f05f410f1153b9f7af8cd6392ce05b-1456x816_copy.png?t=1779914112" 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%;"> Nearly all new AI models are released alongside model cards that feature safety benchmarks, but new research calls into question at least one of those measurements, claiming it targets the wrong criteria. </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%;"> Cisco research released Wednesday concludes that no frontier AI model is iteratively safe, a finding drawn from an evaluation of how large language models from leading labs respond to both single-turn attacks, commonly used in benchmarking, and iterative, multi-turn attacks, which more closely resemble real-world adversarial behavior. </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 results made it clear: the single-turn attack success rate (ASR) is not a reliable proxy for what happens in the real world when an attacker iterates in real time. </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%;"> “Single-turn ASR has been the default because it is a simple and easily reproducible metric that matched early prompt injection and jailbreak threat models,” Amy Chang, head of AI threat and security research at Cisco, told The Deep View. “While still a useful metric, it is no longer adequate on its own — as these considerations break down in a multi-turn scenario — and single-turn ASR does not serve as a proxy for a model’s multi-turn resilience.” </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 results draw from a paired-regime evaluation of 15 closed/proprietary models from OpenAI, Anthropic, Google, Amazon, and xAI. Each model was exposed to 30,090 single-turn prompts (2,006 per model) and 6,986 multi-turn attacks distributed across 1,456 conversations, using a shared harness, prompt bank, and the Cisco Integrated AI Security and Safety Framework taxonomy. </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 findings were consistent across all models tested: multi-turn ASR ranged from 7.89% to 88.30% (lower is better) across the cohort, while single-turn ASR ranged from 2.19% to 64.91%. Some standalone model performance highlights included: </p></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;"><span style="font-weight:700;"><b>Amazon Nova 2 Lite: </b></span>Had the lowest multi-turn ASR at 7.89% </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Anthropic Claude family: </b></span>Despite having the lowest single-turn refusal (2.19% to 3.64% ASR), it reached 11.16% to 16.20% with multi-turn attacks </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>OpenAI GPT-5.4: </b></span>This model showcased a 9x increase in ASR with multi-turn attacks, moving from 2.74% single-turn to 24.68% multi-turn </p></li></ul></div></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%;"> While some results sit at the lower end of the spectrum, Amazon Nova 2 Lite's performance being a notable example, they still represent meaningful residual risk, reinforcing the report's central conclusion that no model is inherently safe. This finding also aligns with Cisco's recent research. A multi-turn red-teaming study found that vulnerability rates <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokt_jIE76PB00jzNeVNL8-jxulR784ovcetR7167PdZLTqm-Yky_xcKZEmmKSlCSlWwpQ8jlcUy-TPSk7y_QbSKEPkphJj8FhMRDmv046f9B2uoJnW57N7rsw3aP9Rbz0ea69phbJcMTPocB_8hGpAten8Mk_J-NLtw3I8SrQRd5eGGZm5HkHd9Ms8vCHawp-9lK7fRsd7IZLFHskFbc-KhuenW-maYYVjU44yZ6lLQP/4r0/qUCTuSGLSGuSL5f38-wEDg/h12/h001.vN-xQSoBk8vETOZhP_2juFBDnk0UDuyh5bHg8yEEcVU" target="_blank" rel="noopener noreferrer nofollow"><span>rose 71%</span></a> after five-turn conversations compared with single-turn evaluations. </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 call to action for users: be as aware as possible of potential hidden risks and take adequate precautions. </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%;"> “No base model is iteratively safe, which means defense-in-depth is the price of deploying AI securely,” added Chang. “Depending on your organization’s use case and AI strategy, this may mean: the use of runtime guardrails; additional input/output monitoring; red-teaming models, applications, and agents; and application-layer policies.” </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:604px;"><img src="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" 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%;"> The broader takeaway of this paper is one I keep returning to in this space: current benchmarks test only narrow, highly specific tasks that don't reflect how models are actually used in the real world. The implications are significant, ranging from overstating a model's intelligence (a model that excels at physics problems, for instance, may struggle with something as basic as a natural conversation) to creating genuine security risks, as outlined above. This isn't an argument against benchmarks, as they remain valuable. However, it does expose a gap in the industry: the need for more standardized, representative evaluation frameworks. Whether that comes through regulation or expanded third-party testing, the status quo isn't enough. This area needs to expand and focus on more real-world scenarios. </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:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxFPqEnRfmIjqTTBnsvm3XSiGEzjUrBXzK6tYsVExITwW28BSuRaANWj8kzLuRrxO2zxfdVrL5v4Am32LEJBIC24TiKmQA-lh0Sr5WYvE_K52ZrtXZ8fNalmGTm3vc_Ddcw/4r0/qUCTuSGLSGuSL5f38-wEDg/h13/h001.svAvXB6pJI601fNLN1PmxBesLmZSWPSF4qO3beuAwZs" 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/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768824599" alt="Sabrina Ortiz, Senior Reporter" 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;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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;">IN PARTNERSHIP WITH LAMBDA</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%;">Most AI teams treat compute as a commodity. It’s not.</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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib1kI_0YDcjKel2l7BZbjnfzTNx9WmUX2pmOsDZS8bCzqUn7gi10kuyMUffAMpIyBJL5dNP1T0494HbVd7oiWrm5QNPqDNhvv5qr5JyeHKYH3468jMjHg_UuiolME3U6HJZGEtt1QQJcdUXMTKCJ67bPjeuATNMJqJ8KT7S3iHeetquO6Tey2xswRSW_OT4shevoYVi7-E52xBLFSog--REW3pEe5TgVm5Whj1cLgy2S0cGoqlyl0YFQbHR3ZZ8dU71CuroS8AZC2ZrQOteNmnDOiwk5xq1y8cyp-ccmL6tBpLQW_QjB1FuYTpCeD-L9mvQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h14/h001.JL4CdER_eRCbjwjE9wk6UTBbWtMT6dAH7rwtck5Rj1w" 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/uploads/asset/file/45131771-fa3e-44d1-bf3e-45214ea59de8/Lambdablogcomputeasacommodity2lines1600x860__3_.png?t=1779831923" 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%;"> Compute looks interchangeable on a spec sheet. At scale, the facility, the cluster design, and the engineering behind it determine whether you ship on schedule or burn budget. </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 teams pulling ahead know that compute infrastructure shapes what you can build, how fast, and at what margin. Lambda was built by researchers who learned this firsthand. </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.Y-jnUrd4JQKEh9GtYw4Ib1kI_0YDcjKel2l7BZbjnfzTNx9WmUX2pmOsDZS8bCzqUn7gi10kuyMUffAMpIyBJL5dNP1T0494HbVd7oiWrm5QNPqDNhvv5qr5JyeHKYH3468jMjHg_UuiolME3U6HJZGEtt1QQJcdUXMTKCJ67bPjeuATNMJqJ8KT7S3iHeetquO6Tey2xswRSW_OT4shevoYVi7-E52xBLFSog--REW3pEe5TgVm5Whj1cLgy2S0FYpq8c1hUQh-gJeccp4eb2I7xgCsgqfRhb5xIMqJnFGaR1wrtlV2Hcy-Zioz2pjXKRyLT2ZLT-eXe2d0qTZWMA/4r0/qUCTuSGLSGuSL5f38-wEDg/h15/h001.b2tnIbWT7P0hchGLpfI2JZlLM9LE_V1XZCe2n5HX0kQ" target="_blank" rel="noopener noreferrer nofollow"><span>Find out why</span></a>. </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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;">STARTUPS</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%;">Robot makers just got a stronger AI stack</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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHyugck0fOdVMG18e-LlM6XI2KwAtWOF87yHutHOieOgGvKBugif4cYMtxbCUlNLIMWq3MwcFREjFKhyHS37alnHmtQLIBFh8ahzD47vcQtp0GSiOvEiNv2LpHMF63K439kcKJFe6oxURKBp50ERqivqmCzjfbPrH6AMfiTtQRWz-mOGAGfoHpuVyr4RroT9AOCGsgLdvWiOuNwgQOL-oIigDoBqrf1q74A9XzcTK0GX_bVpw9mlmdKaAZ3MKnPcb_ZY8kI4-AvjmtTAR7IRbFQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h16/h001.YD_ifoo2bdfwyb2al2qJKMEqAPMJyarya77DDCxGNvA" 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/uploads/asset/file/c2388208-d7f2-40b5-b4b8-a80c3d6651e6/thedeepview_technical_blueprint_schematic_exploding_into_digi_c96bba35-ecd2-42b7-8c58-a1334f12af1d_1.png?t=1779914618" 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%;"> With AI companies lining up to claim a slice of the enterprise market, Mistral has set its sights on a new frontier: robotics, physical AI, and industrial engineering. </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 Thursday, the French AI lab launched Mistral for Industrial Engineering, a fully integrated AI stack that combines advanced models, engineering expertise and robotics to assist with industrial operations. Ultimately, this offering aims to help engineers customize frontier models on their data and assets, such as drawings and blueprint files, and use physics-aware synthetic simulation models. </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%;"> Arthur Mensch, co-founder and CEO of Mistral, claimed in a blog post that industrial engineering is the “heart of the next AI revolution,” noting that Mistral’s new product allows firms to get the most out of robotics and physical AI by customizing it with their own data and deploying it within their own infrastructure. </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 Mistral for industrial engineering, we put AI at the center of the physical product engineering lifecycle,” Mensch said. </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 launch was made possible in part by Mistral’s recent acquisition of Emmi AI, an Austrian AI startup with expertise in physical AI and state-of-the-art engineering models. Some of the practical use cases include assisting with design, production, quality inspection, and validation. It also supports agentic workflows tailored to mission-critical engineering environments. </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%;"> Mistral hosts the infrastructure itself on private bare-metal servers, bundling GPU capacity, reference architectures, and tested operating patterns, according to the blog post. This direct connection to customer networks keeps sensitive data under control while supporting hybrid setups as workloads scale. </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%;"> Alongside the announcement, Mistral announced partnerships with Airbus, which will implement Mistral’s AI at the core of its operations and processes, and with BMW Group, which will use Mistral as a central partner for its “Large Industry Model” initiative. </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:604px;"><img src="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" 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 isn't Mistral's first industry-specific push, having launched Mistral for Finance earlier this year. The strategy makes sense for most AI labs: vertical offerings target a defined audience, making it easier to demonstrate direct value and address specific needs rather than competing for general consumer attention. That's particularly true for Mistral, which has always focused on enterprises rather than chasing the broader consumer market, giving it a competitive edge. Its European roots give it another advantage, too, as stricter data sovereignty requirements make it a more credible choice for enterprises with sensitive data, including those in the US and other countries. </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:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxFPqEnRfmIjqTTBnsvm3XSiGEzjUrBXzK6tYsVExITwW28BSuRaANWj8kzLuRrxO224TjZ1mZpOj78X9OnSihIbgZ9S5B8HpqDwy2EC3tbYgWHD-Hyqf2VJ2Yv3_X9Ajcw/4r0/qUCTuSGLSGuSL5f38-wEDg/h17/h001.iE1R2J7sQQCegl5M1J0A0d9SwGjKtF35OKTPu0t6EUE" 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/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;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/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;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6lQaSe2TNnPaLNoQqrsNlt1IYmPz4mGO8HWCl5b5vY69vSPBUfyHy5SjzXyEoZdI_peDiK_IopSBeuCpgfDmxbj_KJ9L-xwQIviQRHpwnFd4YmmO8iZrFwOijqSrqmV-EidxoQoTplQyyrxHCp9YMAMQIXyDdP_OZ7RjtgiW3E_4VrudcQEpvV2tIU9AEREkq9IXcXK8v-M54VyOD4L_cZov-WtboQmWZ_61YQ90bnDdfu-HQEYYXeKV6rZM5HLquQ8d4_6La10s652Z5WGxJyB8/4r0/qUCTuSGLSGuSL5f38-wEDg/h18/h001.xQIpD52FptKKG7iekSgn3yyigmyCDPd8y-LEtvlpMWY" target="_blank" rel="noopener noreferrer nofollow"><span>Robinhood users can connect agents</span></a> to make credit card purchases </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.zp81T0L0y4yTTuayaN7Amgx3TdxqfxFCk7s_q9e1zloITRi5j9M2HNuIxuikp6NZKXut9S_LhhEdWS51OymimD8sBWwuaLLHWR3N3zMdojqaUUTBgGardfncOXndPDeKxTxFXXKTwwXMui5SnKBi0Ugibw8U6I_R_4V_PAQBfhPdEGEBHav1sI7zBHyBNsegCG3PfSG0c-txxVmpq_GmLXbv7C8WuOkd_9vw-_GpemC5oGdtNtiCe9wjRUXBlrIlPTAnHjU0URMkY8SvLrygD_tHOFp2gi7_ZW26H4lFlvY6vogaFpBua3t3DGOo9M1po-MuQ_OhxlVTxPDKgQ5dXQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h19/h001.NMQuSkSXkEEcq2y_HlzB-rj0135HL8M5Alg9Jr8vv-w" target="_blank" rel="noopener noreferrer nofollow"><span>YouTube makes AI-generated</span></a> content labels more prominent </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.wZPohD0JH12EksCsbt8ZeMSLF9GMIcXRfhzRTR-6s9F0lSZBDHjBSBmBzwMryK3I5dEf5888VTIp1mTxSV0DCst9WAhCFYjMnLcHhXkXiJmQdxVE5_Hx-NJQun2AkXeR30247UPwxUx20ySZPlOpGv6UxJWOIzDiTXfKc0chDimBfVlj_lA97HdEt1MnxYAvArGxwO3nKzrPH18QL_Sw49zDZR5ak9B15Nt1es6F5kU5UoA9sJxkBwqEmqAuZugTD9glGBlf_woy3Lc5-mMPg_TMeYWXAR389AmSiFwx6sHQsyJOF4fUQDo_xQgdUt6cR6hRwYmMPF6v_C_hGoxZ5qf2GjILcN1V0BovQYrpelY/4r0/qUCTuSGLSGuSL5f38-wEDg/h20/h001.VS8ZVMMcoM-nVg9Rt8aOvodOFJYfBpPyXKfRUjkXrHg" target="_blank" rel="noopener noreferrer nofollow"><span>Meta laid off 1,400 Washington employees</span></a> in the wake of AI restructuring </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Huang says Nvidia to spend <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLzuCDgMzUhxfATeLovmDyptaNiz-C1ITN4ZNt_tGKj-DbxwRRmuyqWO-6Aa4Ki2i0dQDjfFdsm1sNSu6i75EVe0hirH3fXs9-HUxcRLlh2_F7CXHFq3d_JuU37gpHrED9lUyciS9j_vwnE6yme3_9SL6LqGNNH8isqDWtnATo1yIa4FQT_db0ygD0PnHag-9uK_agqm9oaHzdBI0-jO_ekPXnVbNGcZIROnCVe0h6WvUOkLM9bWPzPyGGIuNGzMCIwg9z1ta4EKkk0XCyr1oP_kx7YaONrX2R7zihRER2z8RT9oTeo8kDGmCR8zb_G9th0atEJyqOY76OrYooD4_EQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h21/h001.UQ2cL9nj3fidPnpf5BfR02pBdl1EV8u0uLnQaZDn2YI" target="_blank" rel="noopener noreferrer nofollow"><span>$150 billion a year in Taiwan</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;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeA0jRZMFMy0fzMUA3Jxn85B-XyNdkqFAzm56wOaOmVB6sVX2Tj7ystYRW05uVb6xxHiqoahFJf8GNpaEjmWPidqFsAK9_N0wqwb1afD9lN1hKJ6nE8qmyQkTwhASk8_qfNgMG9_h_IA7S74-xVtDIovs0uuVWg3PPzWIVN0rdBwwfbkq0Gbb-WkCod7OiG2fUj_8zDkiBdG-RxYjRjaywRSZpn8IJMZ6BSH9JhjXx7hqtayi__pDwzSAwFxdBnZzDTrnjSm1P-rx2IKQCZReiCt_tud5_GSdWnxM93eRn_A9/4r0/qUCTuSGLSGuSL5f38-wEDg/h22/h001.eYs9Q5lC6PGlUOmgkaDBT8ontgbnLEEeIc6NifgxqMo" target="_blank" rel="noopener noreferrer nofollow"><span>AWS sells AI shopping technology</span></a> to other retailers </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> AI defense startup Airis Labs <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGTk6OgTAtyzyIVgLPY7tijlTTzWf43pPKzlinQExZsI8IaLWymCRvMn4aFBfIIgGCZsoxZ8sj6k9VsJrtIhn-rbdvc4OAIubRQs9Ml68zSzk65hnaSUhZo0CAJYWMzyRBJd_t0HIpAJRxTjYHK_hCQDnlyL6Mc4SWI0Xofddzki5LA8YYdehhUqyb5u9ACpqqLUSU9xhA3V50N1fQ5ZglGxlAtVQRINFNzQ2btwQsdzogCFc0XIH9SwtYAWlml0ERAWATNISRNj8FJV56pQuYSCkF7spxnIOQbpi9V2t8xeafsvs5Ldvv58xC6wVONYjQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h23/h001.w9M02eLSVoQezxMvBZkrjQSBdu8b9Jv6BpOycRZR6Jc" target="_blank" rel="noopener noreferrer nofollow"><span>raises $60 million, $31M million Series B</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;"> Career expert: <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeA0jRZMFMy0fzMUA3Jxn85BFy383suTUqJ6Ft-uBqud89hXZnmD1eKXjXPZEyfv6jqtgy19LDcnxeVydGc5zwnP4nBJ6M6CK2B2agnpysl6X8T7vLPinPfCW7xQ95fsQSXmmj1VGmJcBcEdv9N3qAEk1B2Myn_MaSaTpoUTFcGZLuwTnGz347RpyHYJzZjbPZYRBMhfuYUWYVPacp6Ml0y-KZ4uMmRcfcKULxEc5WwhN9wwTzkF7KCpHBWOwLhx-loJFlTHxh9Z_Q2RgYnxKJTX3f12W80ldaLpkEKTQu5uBS7rtvIr_MpgHufeY9f4bvjUk059eJAJhz-asdQd-B8zW5iTrSqw8rBp0lbgQzj_9/4r0/qUCTuSGLSGuSL5f38-wEDg/h24/h001._I102cYYcSZ84TR1yZZYN6mnF3xxj4r0qTSqkhhsk2s" target="_blank" rel="noopener noreferrer nofollow"><span>These five skills are AI-proof</span></a> and getting more valuable </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> DuckDuckGo installs jump 30% as <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfABNV3SXC2nR-1ffnN8nMOe-IM0hqcCBbYmlKR2YAmNhcgnz4blg5xxig893HU0ZUPBJRFD0uv_8UX5wJ6MDqxSaia4M699R6o0uFJj7lQB_K3ZnVABv3P7Uv2P1zYy4UQB3KOhJEwO9HXSgvoo-38DkCAMO0ejbJ4WCsQN7xncvBh8luRoIM2IhfiMcK2J6CH6GhSggH3P29BV-JsYkfmTLUPTHatDYW7ETSvmp7UBM8wuhtQXkGFNI131V6XOEcv1CjnqlPwzmRMHTUai34BrR-ocGvyWg6C8yEM_I9VdeBf87N7fL5H3h2lsxBhN756nBDs-TzoRBo8yPv2WI6vo/4r0/qUCTuSGLSGuSL5f38-wEDg/h25/h001.9HcYc0q2aSnHQh1q0Yx5VUWVALlRyGZNnWMWTXQmDJc" target="_blank" rel="noopener noreferrer nofollow"><span>users balk at Google’s AI search overhaul</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;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.vI6Z7nr7pM-hqfUrdIi31OX3nm2u1NNcnTV0dbHvyF2mfq69PAAEU-rvpMHH8bKLkoVW-bAAUPLqf2C4WPajc82wboS5CCvJ11pWWVfHEqvCEq87R1JPkYha1fB_DkwVeZN3ahKh7iZEgVeDkCwraB8-LrqPkjgu4WRc-nlUqZskc6mky2M80mEuWnNPHQY4DEaT-d1CRZjHk4hq46kYZBL1WE0PNeQvABNF_JtY4xqK23hjclJHRjvidyCZiJtwhT9MR_Up2cICD8Yi_CqIcSZfDKRrs9NKN-zVkUpSGoLyruJVTPVXe4e-VRTDKhuF/4r0/qUCTuSGLSGuSL5f38-wEDg/h26/h001.KNeg0K7Fgb2HwOkqBGvVQhdDq62wGdMR3VqdEG28FXM" target="_blank" rel="noopener noreferrer nofollow"><span>The job AI is actually increasing</span></a>: cybersecurity experts </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/u001.5sXVVvymMF6ZsL5-zBaSfABNV3SXC2nR-1ffnN8nMOfIftE7izouiHuxRN3WK3FVLmzKNME8dZRPTrvdJUGHVuwXs_KOxN6i0wmd_Msr1CJQpL-sM-gSWIMn9yj0gx5zbYE78MMHmI95xqlODq1XVpGksMpUSHKL4-6SJU4XVxbRM_IEBQUrR8pUMq0s1M3NLD1x9NRuxEa-ExCpg4IsdEE7Ny6wsjwZICVgcfqbghAsCuICCY8KahrxnnG0PQn4RJQfX7r816IPD3u4tmX60XCTQ6YNF1Pj79XDYEsnk3ieKVUknIQKEPejk_NOcwnnL9JcY8xnA3iAjj_RUVIxoA/4r0/qUCTuSGLSGuSL5f38-wEDg/h27/h001.EUReyf7UIlxv7OqiDnMDu4JbvVL5xqhkPj3msa9ouEk" target="_blank" rel="noopener noreferrer nofollow"><span>AI psychosis may be hitting Tech CEOs</span></a> the hardest </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> YouTube will start <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduoiQu0CJQkEKPyd2h6klAh_f6fTYWw36ozy7X2iZ5OBHwchvbbdajt3bBcgF5x3r9vx17xVJK_oNdq5xOBw68biDol6wT_FObIvWiMBGfeQf9UKMe-C5xBbJZgdMlYXj_6COK1-ZgN-7vkFqSfOvW9GHDt6UqnyyWY_ld_hJ56It3nyVGdtwx20cTb0UlNMjfjTSNArWszL1lVp4flDYKk-zR5lz5yiYWhNFAjueAYrswKbwfR4B851qa7Dw3-YB-fPuHwWh5Ha_Y8lJdXXdbcMqUvejMl74loKFyjiwehn3pnkpGaaSAt955fAF15SiaUQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h28/h001.Rty4DUIVMe43aILXN_XYL4MyGF7tXPkjSyyn93ArRgs" target="_blank" rel="noopener noreferrer nofollow"><span>automatically labeling AI-generated videos</span></a> </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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="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" 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.Y-jnUrd4JQKEh9GtYw4Ib1rs9YLQlgv2Ig9bYHs5iGzhQsX89VL8JWI6OrCQu_mlpLH44yX2GCcJ4Ak20WxzI5F3S4CNfz9lYsvTlB_Ju8v35E8ZPlrq56cR4Osw629pWkkgDrdZ8JM19DfFLUkGZKhyABZB_xXno3xHCF-P6n9vqNG6qlpp62NaY6PSYMjnzeVRlUc7v1YMHU0x9ilNInKWD4nUiSvtqvkPNstaIj0nVgTd8DvZ79CLNtHTluQMeWiDZ0UMbuQlPWpFgUhD4Q/4r0/qUCTuSGLSGuSL5f38-wEDg/h29/h001.fdLd-bC2mTKIN3qT464kJnVjL8GjHALDcdaZ20ES6D0" target="_blank" rel="noopener noreferrer nofollow"><span>Lovable</span></a>: Launches subagents to run projects in parallel </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.tW7eRP0AdWRXzvktl-GBTwaMtFupq-R3D3vlEh-owrfAekw_uI8oqIuhhTP3DaR0Z11S_2b2nYqG5P8bypth2ITfWecjMrQAoLd4LpT6Cu9Zui0cQvcL8iBs-U4eDx2unOZ67NVlwPGRVG2UKtTM7ujRYmGGVm-NgPXTVmD2w93a_EMjhfU7zZSLWNEwOphJdfSjhoYCYbe2ULzbcWJiVvIyw1hqzHYoFdH1qWYxu4oe5i5NzN6zilagoYBjTGPaQZWoW4BvfKF0lzRIfWMPUta2K4RTYzRPGo7Jux1krik/4r0/qUCTuSGLSGuSL5f38-wEDg/h30/h001.jYNY1FtJa0wk1c3wqq5gMx_kbNkcNRa_0XryMW65sxo" target="_blank" rel="noopener noreferrer nofollow"><span>OpenClaw 2026.5.26</span></a>: Updates include lower-latency replies, more reliable channel flows </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/u001.7zYFXt5AA3Px2NyJbPz6hPnWUabyOIF8Tih6MKxSu878oLteUTF5izRVIoZlieLA9btfiArSmtDmmYuMFLi2xfka6iIy3uy8IX1aTAsuvTzBNiN1A_MvjChGAJ_qJ9207AA_wH-oiYlcGubuk4chn-FD9hP0phXsLK3H9RdUdXsdFY4C38L_Ir2_folaioGkX5I8DHqo07FEm4qmoH4NQBWfmOJpPPqKM_6q3uDsWlgpk6W-iFRKd1NFuqce5n2sN20HoQZXbRgAi6NxgkivyA/4r0/qUCTuSGLSGuSL5f38-wEDg/h31/h001.gZro9BzMYxXFw8XhGvbLdFIQucSE7FiMOvDePGyvCi8" target="_blank" rel="noopener noreferrer nofollow"><span>Krea 2</span></a>: The API is available on fal, ComfyUI, and Nous Research </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/u001.7zYFXt5AA3Px2NyJbPz6hMvC7zT2mzRx0z06qTbeeal9SfNB4TEUyRorTxCZ23scVphosbJxZpjNvfca4PFum0A-X4csYw6fEhFxboCbMaskgaMYSK2iCwTkdd62LuL2SHbwZemY2XpsRjhpOb753v0HX2xCyI0JdU-9pcD62i0X1B1jKilYSqUt_9nfWHZ2VWihS72a1VKUhWuWUhAcFqsqcyB3_dOuvlZaIchUai_LbLdSRZQs-RJLfEfCqbItBPGFtyq0gb5m0Qk5qq8yVWH32V4s5vq7HOsvI_Aqtd4/4r0/qUCTuSGLSGuSL5f38-wEDg/h32/h001.-WBi13Ws_jTjIVyrDZIC7twXS5u3zYJENBq4ttuAqgY" target="_blank" rel="noopener noreferrer nofollow"><span>ElevenLabs</span></a>: Speech Engine Skill can give agent a voice without leaving your LLM stack </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.wZPohD0JH12EksCsbt8ZeK6fIzaEFPGtjrkNKUkgpmnvwjVZjyfMnSbpJ8XomUZiRv1IWUZNnGnFEZ2Tfdup3zSYeLmCGh8fU9pG_Al8MnX0MUzbtS_gh6fsGyBY7I9TNsrfqWjnPJsSRbfUaEsJLF0qFi-o3ArN-UWPyclrwws2bkZGlFKzOXZplYAxuHYG4rKyhaTWJ7qNj6p-coH1yQa3lclePgabKswzePL7g3-q5BqNPfszxJtgtzuUlUApQ1_DCM4H4BNDKYuvl_vIdlIkROlvTMOyq0aR7bjaZydYxRDOn3NJJMMm2tSuBHOlPMNcXeCAzbsMM3DTeDd92bqB_ffK-uNwQlJl5iCPdwDv7mY8r5E2Y1mtab7uz5jM/4r0/qUCTuSGLSGuSL5f38-wEDg/h33/h001.BA-DHn-iVgGFKnmoYc18kFfTmbmvBZOSTyKsSmWsXbo" target="_blank" rel="noopener noreferrer nofollow"><span>NotebookLM</span></a>: Now syncs to Google Drive </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.wZPohD0JH12EksCsbt8ZeHhxsYSQ-svy6lGfOYo7nVUlo3zyKfLMljBLaGWnH6svQoK2c9HZru-lvFqCgIas63yIhGmk1g61y_JToaKcM1El_bPb_CcU8XK1BTWjaK2d8iScsveYR7IGHqDQS97ouMFFYsThdOdpgtIqP0aHvtxn8wm3umFudHrvFDDndb-SQJc8Vu5ScgASuhbhF4SCx6JwCJj13uCVR-O0Mc1J4qLVw76-CNNDdIWHrjNCPMBOGdYWmIadFNmvwk52eoiT4w/4r0/qUCTuSGLSGuSL5f38-wEDg/h34/h001.ydurrFP35HSj5KbmjmBHvJoTeKnETxLJbz3_LYM1fc0" target="_blank" rel="noopener noreferrer nofollow"><span>Sesame Personal Agents</span></a>: These agents are built to be more natural and conversational </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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="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" 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.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmau7Dz62UqAND_fPbBkQIPUiVtN8nyXzMs_WBwfMOax4GPpTbdPps1KsXRhqEmeZiXRHmBA7rANjy8pAHVCcMwV0ruCmZnj67RufY_dMMMnspepuY12OHHqAkEEI-UXiq0WAaz5J2oL_2f_q-Ak4nCyl8h286XN8m-67ABs84gGbU23CqX42K6We0mV0SZFirDMROgBoG7hl551euClOUwCbZ9Y19E3lBUfe4h4s-Fyv0cWcrW0ShxN8dlBrNMDuwI/4r0/qUCTuSGLSGuSL5f38-wEDg/h35/h001.Q7fpk61lWxXaQ2lEty5_X2nmcvHvcWnB-YXByrJ3RoA" target="_blank" rel="noopener noreferrer nofollow"><span>Cisco</span></a>: AI Security Engineer </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._eRcgL6IV0j0vCz64F9DYrwHT3Ok45opESQLb5h0FJ4UL6F6f5Pla3xAuPdzxuAyR_ttFKW2uzHHub3vB_GZ-udZBMAZ4dcZEkF-PiTr4EoS0yaDZMDEH5MUH4LPWh3E8FfwVuJq5xzG0kSOk2HsoYBEfa8eq1_OHbkVYgSxRUrxzyvZ8JMxsXJqa0T8v_5WO-Uw1d_92cMkGuX9Wh3lnO04dkXvDut5YcW2f4a2suH6jv5PRkBOJg9RxsBCMprjhlHUKIJBLYhmLPRxHt8fb4-joSIQWUAi9cSA5VWQeoyYnzL82Vuz3CJhoFXJmbDe/4r0/qUCTuSGLSGuSL5f38-wEDg/h36/h001.7ReBzVXeIIVW4E1kqyjTefHkzeBueppv-hO481oxixw" target="_blank" rel="noopener noreferrer nofollow"><span>University of Chicago</span></a>: AI Application Developer </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/u001.8tm-lavloxZbk7LH_fkTGNMBWANQdteNDyxTskJqyTsKACYUwni0iNSoWPX2gAKjB-Om1QRirC-fDBRPKc-c0GmT-BkdntbbvbIx1gOY9EXCYRQO85N9MjqLQOkFN0jOy2NJ0Q-lYLx_Q6NMN3Gm4kf7_dVeWOfKYWLiarU1eXEhGGq6ZyGFz5UXuloLlOeyAbMnrLne1cyCkfprG8Pk75duRs3PV8ZFOgAWd2UJJ-5HvJoux8lRpWTdTM6jHROzAeRYryF7gYC9_OfVGauPARng7i0-tRnU2s6EbAkp1Vk/4r0/qUCTuSGLSGuSL5f38-wEDg/h37/h001.j48MqykYPxDHlnp2o4hrwFtL0NylfpOzyttayvpDkuk" target="_blank" rel="noopener noreferrer nofollow"><span>Lilly</span></a>: Sr. Staff Software Engineer - AI Chat </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.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmbfBVX6mP5oCOi502c9bNJhiXrm0pyTbSQCf8BNKyq3ilMdfwPlFCyBBLU-G6Ihx-lFiQV3nEjLc8D0CFVKiSBD5mJDnIrUg-47kOmzAZWNGRRTxDzmUbtnNoj-bt1RbSJWXb2hu7ZKhC7e9BnFiCfy1-dDk6MoQguvSq41rkSZEzF76bRMDGM1IQ1_bc_Q3e3nVkGlKOMJGFw-UoMVYsKNklS571-JhlvvXEMMcy3W1vNJCjdqU2ueLGw9C9yxIhU/4r0/qUCTuSGLSGuSL5f38-wEDg/h38/h001.12bBkRoAu2H0qvgBmq9hvOSrYUhTBhnMnUgcWFiLrsQ" target="_blank" rel="noopener noreferrer nofollow"><span>CoreWeave</span></a>: Staff AI Security 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;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b048633c-b0d9-47d7-ace5-bd4c72204770/AI_or_Not_-_TDV_-_2026.05.27.png?t=1779915684" 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_QMyOQduokBEDIe6892b9r6MySOyoYWx2Yr-Iiq-tmP7T1pGc9vc418KvzGo0uVJpvuCrzJy3BwhaHET0jKRO8fF1yXKZaBJi7rxpRUzElH5bD_hpAUDzwRU_cPUhnSjjLVn2yuny670sXNWe19TwctlLGBVt50jCoCxRS2_VFoHo4He9nZdHje4Q38fnaGbaFSuu8u3CP68yKkogHfGP9zdUPg6HdxvKJtaAI8zzEwmAL22ybT1fIQFdWtai2IUfUKOguL1dJIsjewF06ItHNVlqX3Ipop5Xu4tzBCtdKNQLsXNK8OwBnGfmy_S1yzsOUWNh5U-FPiY4YPyQTwyHOdZryHPKDGNct_7OIVO_ySuqdhyRssFeeTqIc9Zdzr9oJMMh--JYbytf8x4LVx5XdiCAnd3kSW3bTOBo3EkHyseE6E3kJpR02Z3oZczfkiW32lQeYEPpsqwV9bJXDwq_Vdja12zCXXlCRuL3jLbvzGIlo5TjXyOjCgQdUfzIJNHiy-or57Pmj2Xugr-aAY45M9TmyeHxwYsn7YLz_Nqsb09HuevRYpkCNFwIQWDVHyhZ-55Haq30057iXIDWysH3oFPjFzYFqNDbtdZ4Ldyg_RMyZ8afAWNQqdlUMDNfZZdJQCi5j1xKhVuVN8roW6aO2Inaf4CBSYOMRSnuARt0pa17U4D_Y4wijUWwFPphQkQqz16kp1lRmlB0O1iV2LSHII7-aOiYvxw3wzehtKYpTz7Knd4Gbi0G4e6J0tBs59Dbbg4v4aBS2vZINO_HQ1Jf_DWVrPFtGPX-QjBDr2bBdEGjyBTj6sOdvbbbmvz9LatV_1W8piMKV8M043AuceMe3It0B674_yJ3zvAUDW4pM5nLvYC7d8l0bSt72uFvwfEOVBoNNgBlxFL_adBV2JekBrw4pzCFOCgHwf0CZNVywqLM4bOoFhF-qF4HhvSNxpefQb7KYdIqO7ygaxZZrol7ledtrieHu5AKsV_U9avjaI2Nhxm2hlSxG5gBJO2FVwtERHWkc5myofRDI7DYI6q7HlOyPisXFQ/4r0/qUCTuSGLSGuSL5f38-wEDg/h39/h001.E_0ygIO6T-qHlX7TP103l-gPsTQ-1sRd7xvr-cG0t20">Option A</a></span><span style=""> | </span><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWx2Yr-Iiq-tmP7T1pGc9vc418KvzGo0uVJpvuCrzJy3BwhaHET0jKRO8fF1yXKZaBJi7rxpRUzElH5bD_hpAUDiTFilHyFiIt0qC9tvIbOXvkoVZc8qibWrzDjZyA0EGSmJfEVvh1Xa-76J_mdUpuY8eA_w27_2CITFCHLqnsgIZ8V4JvORFUeeQco4DJqPx5xIJJMJPINnDQURt64wuaeGYN9RM-CCyWm6sWsSJK6GX01kxdllZgeawqX7HBAYfJIO0rqioFjO1modCE0xcs7xDYs4Ue5evW4H8WRJ2sW08K6DEE00_Dn4bKTGqJKILSHg-Ivl_6jBmcQttMsORzYQpxMgsl53JX9nbDjvtz9ehhhrLZeABWsDaTC3wByPC8wFWkrkLDDl6QWO7qhzounAT82odvM_LA2hqfs-JH_ipp2BbiK1I9qtKxPuQ0Iwqj107pqvaxKKK_OoEZHJtbBHSZlCyQi3UEYTY5jtFvdcB9u2O1A5XAN9VZF_0yV6cO8jppBlT6BIlp8JK7NOC22eYng0jP-zeEEAyVHLUJjLK9lc0UUtlUSYnAxaOBtvOexr--MDNxdLDOamSqCg7QjHLnmQ8E0IS6ZRmNvd3vrj9Deqri2vT1kJEBETQrY0zKTXCgvZpvmPkQwEpOTnyosUmIbEK8X8z6GAB01Re5_uAfeK9nkLzls3wG4o-wkmZtIohhpaSvzZkBKSuyg5i53ycc5Lqy_g7uap8oeP-DIwKpeqEzqauxSed-Pq58eUw51VoaUbGHYZC8SZqJ7tVmCRkaMJgZnHTIDGsTN7p4FTROSC4TpotkJVnrEABfQ8o0B9HOxb1EVNabDarnfS9-tG9PybiLKjw_6V9AZS_w_ha4OA4ZF7ISUN338sxuybbkkfTp4i5_UJjat2dCm9cA-q5F_YUKYwTvxjdVuyP7XWjY-D229TGUYlyyxafRo7JyRAsscZugYlpZDfgltXdY57k2xEH3pXkUcjxHBkT7j9Mi68meQQJbMeEK_8cc7K6Q/4r0/qUCTuSGLSGuSL5f38-wEDg/h40/h001.G0_YXN-g97gYs7cCUaIvbxnyyKT8ZD3D4ZDgBZt0uXo">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;"> </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;"> </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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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:rgb(55, 109, 252);">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%;">Would you see an AI-generated film in a theater?</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 (23%)<br>Maybe (30%)<br>No (40%)<br>Other (7%) </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106" 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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVRov2jMcfVqWebj-AFmzLCzDZ6vtutQcd1dLAnNzTDEIs_hI-AK-2DqrEcK_FAYq2xezPGYNsPT-ALY5RFJ7eB7h5GrhYZjKmgNjK4ebEz2_XoQBk08srEo2Hh1QzBXxcmvnU2lORxwo1nKtbWz0eAO5mUDGiryBmRjsUmfYWiMEkSajSjEbzTEOtJYh0Mzi242GAJ-hmMVMRrTBRJFxtTUI-yQvfDJWold_RmhlGUmLzv8mpGFLge8fMl3Ae9PUa5ZNnTIBzornSLGOeuhyMNUbqMAp9weayZ6F5xjYVpdw/4r0/qUCTuSGLSGuSL5f38-wEDg/h41/h001.nIgdmzp76SQjyOWgD3xRjkihpx8l-hHsaT_6TDxBwxM" 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/uploads/asset/file/80ecb31b-a663-4d9a-acfa-52e59fc3374c/Real.png?t=1779915501" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVRov2jMcfVqWebj-AFmzLCzDZ6vtutQcd1dLAnNzTDEIs_hI-AK-2DqrEcK_FAYq2xezPGYNsPT-ALY5RFJ7eB7h5GrhYZjKmgNjK4ebEz2_XoQBk08srEo2Hh1QzBXxcmvnU2lORxwo1nKtbWz0eAO5mUDGiryBmRjsUmfYWiMEkSajSjEbzTEOtJYh0Mzi242GAJ-hmMVMRrTBRJFxtTKDYA6CY15EFqs6rT1Ahml2tCf4ij7daf4JH3dZO_g4xLBC2NmpJX3wFHa6cmsJrRxYbEmzwoI9TA5QJ9oh5bxg/4r0/qUCTuSGLSGuSL5f38-wEDg/h42/h001.72XZPK2NdzahS4vCduCUar3U7QFhi2UTIvrrFjVy_Ng" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVRov2jMcfVqWebj-AFmzLCzDZ6vtutQcd1dLAnNzTDEIs_hI-AK-2DqrEcK_FAYq2xezPGYNsPT-ALY5RFJ7eB7h5GrhYZjKmgNjK4ebEz2_XoQBk08srEo2Hh1QzBXxcmvnU2lORxwo1nKtbWz0eAO5mUDGiryBmRjsUmfYWiMEkSajSjEbzTEOtJYh0Mzi242GAJ-hmMVMRrTBRJFxtTNCX43AQ6Vr54JUf-isURrJgjp93AxukbUAFMI_NgYG8rKj7gQWdDrVIyBf_76pZtypHJ1TQduG5ee84EC9xsmg/4r0/qUCTuSGLSGuSL5f38-wEDg/h43/h001.67hqNsp2S_ALomuA9xcMNDopTElwTn8BIUKArKSCKvY" 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%;"> “AI produces the 'perfect' outcome for the artist ... NYC would never look like [the other 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>“Traffic and cars in a big city never look that organized and perfectly aligned. </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 street signs say logical things.”<br></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%;"> “Chaos is closer to real.” </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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001.vI6Z7nr7pM-hqfUrdIi31DfndZPH4G7jfzPlpLs4l1BU9o19B7i90occ5Dtqq3_6K8bO8_U6HGcAhGY29E3jkeIcPY1OlExdvuOuVG6GC804RrP6ZkmySPLRNQXNK7bpsDm_XTIxPHWehWf4L3X9CAJ0mCneU8t8tS8pCxogZk45afGFikWv3fXPKZF0TmeUkA90ZwxcGiFPRSQI14DDvTYIPzcBs1tgN3fxQV6-AOAfY5qRWT7yuBB3EHGORq31vjMDWwQAS4oviFTvSiBWjA/4r0/qUCTuSGLSGuSL5f38-wEDg/h44/h001.GlqwWlVL_VyhEu4ujaa7yNZdEdzfaAH1ZnSfj9n3BdY" 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/uploads/asset/file/abc0cdb5-3508-404b-8b32-e4f0bae20e66/Fake.png?t=1779915510" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001.vI6Z7nr7pM-hqfUrdIi31DfndZPH4G7jfzPlpLs4l1BU9o19B7i90occ5Dtqq3_6K8bO8_U6HGcAhGY29E3jkeIcPY1OlExdvuOuVG6GC804RrP6ZkmySPLRNQXNK7bpsDm_XTIxPHWehWf4L3X9CAJ0mCneU8t8tS8pCxogZk45afGFikWv3fXPKZF0TmeUNEiu910rKFAcGnsUpIVfZq1vGya1rb9hzVntxo0vwiQGxu4Ioz61SaG97w2DdoFmm1N2De3DWDsiFBcCt4rzTg/4r0/qUCTuSGLSGuSL5f38-wEDg/h45/h001.U_nWOdabiqCvFRD0ZAlQ4jh1Rmk34879sPtG1sdoMMc" 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.vI6Z7nr7pM-hqfUrdIi31DfndZPH4G7jfzPlpLs4l1BU9o19B7i90occ5Dtqq3_6K8bO8_U6HGcAhGY29E3jkeIcPY1OlExdvuOuVG6GC804RrP6ZkmySPLRNQXNK7bpsDm_XTIxPHWehWf4L3X9CAJ0mCneU8t8tS8pCxogZk45afGFikWv3fXPKZF0TmeUjdOluBuYaJN18jo2cZn1L5fsKAeeQ9LVkp7-ERwc6BFl8_A4Ew-yIMreTxFOezlAZ5ALfxdnkLnPs6R99D2R5Q/4r0/qUCTuSGLSGuSL5f38-wEDg/h46/h001.bIpaqW534Z0Z9hzq9JFXZYUPOBp9DFGmPQV3CEUjBlM" 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%;"> “The traffic in [this image] is too orderly.” </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>“A bus in [this image] has gibberish text on it's display. Two many cars are the same color ” </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>“In [this image], the light was green, which means people wouldn't be in the cross walk crossing the street” </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%;"></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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="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" 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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfGJy3c0bZNZM8i0gD27Frg072kFiqWiLO6zXXqWNHG3-KHeLB2KvWI3YCcZIoI0d8N-le1oL36245tRONfsRldxYoFIbKuYd0OVSBXRIJAt2myu-VkYk_01nuAops9qOicGZQPtWryd9LogkZ7yBfP3_AKz3oFGpiOQDrMfCfMVJoprlGLOrHBurxKfdbWlDUsROLJRfj9LfQ-3PV7DoajU9gjbLrJVbS2QM5SiZRjnI/4r0/qUCTuSGLSGuSL5f38-wEDg/h47/h001.POKKLL3R5aYYRN2N8CJpjEFg27Y1TF2Gnc2HeiSrJpA" 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/uploads/asset/file/e9fc4821-1b3f-460d-b894-f6799a48efd9/nl-promo.png?t=1777003751" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268" 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 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Follow image link: (https://plaid.com/ai-fraud-detection-mit/?utm_source=the_deep_view&utm_medium=PaidNewsletter&utm_campaign=the_deep_view_paid_newsletter_ad_buy&utm_content=MITFraud_Primary)
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**Welcome back.** Today, we’re looking at Mistral’s push into industrial engineering, where robotics, physical AI and data sovereignty are becoming a sharper enterprise advantage. We’re also tracking why AI safety and security benchmarks still lag behind real-world threats, as Cisco research shows multi-turn attacks can expose risks the standard benchmarks miss. And OpenAI’s foundation is putting $250 million behind a harder question: how to prepare workers, institutions and governments for economic disruption before the backlash turns into a crisis. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. OpenAI prepares for AI’s economic shock
## 2. New Cisco research challenges AI safety benchmark
## 3. Robot makers just got a stronger AI stack
----------
WORKFORCE
# Can we preempt an AI-induced economic meltdown?
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Follow image link: (https://www.thedeepview.com/articles/openai-prepares-for-ai-s-economic-shock)
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As concerns continue to mount about the impacts that AI could have on the economy, OpenAI's philanthropy arm wants to front-run the crisis.
On Wednesday, the [OpenAI Foundation announced a $250 million commitment](https://openaifoundation.org/news/economic-futures-in-the-age-of-ai) to creating grants and forging partnerships aimed at helping prepare the economy for AI disruption. The goal, the foundation said in its announcement, is “building secure and abundant economic futures.”
The initial investment will support external organizations through grants, open calls, and institutional partnerships. The foundation will also build an internal team to advance this work directly, and expects the first initiatives to be announced later this year.
“AI is going to lead to huge economic changes as it makes previously scarce capabilities far more widely available, and there is deep uncertainty about how far and how fast they will go,” OpenAI said in its release. “We don’t need to know exactly how the future will unfold to prepare for it.”
The program, which aims to create “institutional options” for AI preparedness, will work across three main areas:
* **Understanding the shift: **Here, the foundation will invest in independent measurement and forecasting to develop a clear understanding of how this tech will impact the economy. This involves measuring how people leverage AI and what it enables them to access, rather than just the earnings AI can generate.
* **Supporting the transition: **This involves offering resources to workers as they navigate near-term disruption. Along with support and retraining, OpenAI notes that this includes researching approaches that give workers “agency over AI deployment,” and investing in broadening the capacity of governments and public institutions to deliver.
* **Building for long-term economic security:** This part involves developing approaches to organizing “post-AI political economies” and determining how to equitably share global economic gains. This includes researching proposals to shift taxes and dividends in response to “observable indicators,” and figuring out ways to give people “durable claims” on broad economic growth. In other words, it's talking about how to share the wealth of AI. See [similar proposals made in OpenAI's 'AI New Deal' document](https://www.thedeepview.com/articles/exclusive-inside-openai-s-case-for-an-ai-new-deal).
With studies and forecasts regularly published about the tech’s ability to upend the job market, the growing fear of AI’s looming impacts on the economy is breeding [distaste and resentment towards the technology](https://www.thedeepview.com/articles/anti-ai-extremism-is-taking-a-darker-turn). The foundation’s end goal is to strengthen the global economy and the workforce’s ability to handle change by understanding which approaches work before damage is done and a crisis is precipitated.
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The OpenAI Foundation is trying to get ahead of problems that tech from OpenAI and other frontier labs could accelerate in the years ahead, if the current trajectory plays out. And, for multiple reasons, it’s in OpenAI’s best interest to untangle these issues. For one, with anxiety and animosity towards AI worsening, a move like this is good PR, seeking to ease those fears by positioning OpenAI on the side of the people. Additionally, what goes around comes around: a weakening economy is bad for everyone and would hinder OpenAI’s ability to sell its services. And broadly, while OpenAI doesn't have the same reputation for responsibility as rival Anthropic, its stated mission has always been to create AGI that benefits all of humanity. Given the forecasts that this tech could widen economic disparity, getting in front of that will be vital to delivering on that mission.
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 PLAID
# 3 ways to stay ahead of next-gen financial fraud
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Follow image link: (https://plaid.com/ai-fraud-detection-mit/?utm_source=the_deep_view&utm_medium=PaidNewsletter&utm_campaign=the_deep_view_paid_newsletter_ad_buy&utm_content=MITFraud_Primary)
Caption:
Generative AI is helping fraud evolve faster than traditional defenses can handle. But these same tools can be put to good use. Read MIT Technology Review and [Plaid’s report](https://plaid.com/ai-fraud-detection-mit/?utm_source=the_deep_view&utm_medium=PaidNewsletter&utm_campaign=the_deep_view_paid_newsletter_ad_buy&utm_content=MITFraud_Primary) to see how technology is reshaping financial defenses.
Read the report to discover:
* AI-powered fraud tactics targeting your customers
* Why layering AI into your defense is key
* How industry collaboration is reshaping fraud prevention
[Get the report](https://plaid.com/ai-fraud-detection-mit/?utm_source=the_deep_view&utm_medium=PaidNewsletter&utm_campaign=the_deep_view_paid_newsletter_ad_buy&utm_content=MITFraud_Primary)
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RESEARCH
# New Cisco research challenges AI safety benchmark
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Follow image link: (https://www.thedeepview.com/articles/new-research-challenges-ai-safety-benchmark)
Caption:
Nearly all new AI models are released alongside model cards that feature safety benchmarks, but new research calls into question at least one of those measurements, claiming it targets the wrong criteria.
Cisco research released Wednesday concludes that no frontier AI model is iteratively safe, a finding drawn from an evaluation of how large language models from leading labs respond to both single-turn attacks, commonly used in benchmarking, and iterative, multi-turn attacks, which more closely resemble real-world adversarial behavior.
The results made it clear: the single-turn attack success rate (ASR) is not a reliable proxy for what happens in the real world when an attacker iterates in real time.
“Single-turn ASR has been the default because it is a simple and easily reproducible metric that matched early prompt injection and jailbreak threat models,” Amy Chang, head of AI threat and security research at Cisco, told The Deep View. “While still a useful metric, it is no longer adequate on its own — as these considerations break down in a multi-turn scenario — and single-turn ASR does not serve as a proxy for a model’s multi-turn resilience.”
The results draw from a paired-regime evaluation of 15 closed/proprietary models from OpenAI, Anthropic, Google, Amazon, and xAI. Each model was exposed to 30,090 single-turn prompts (2,006 per model) and 6,986 multi-turn attacks distributed across 1,456 conversations, using a shared harness, prompt bank, and the Cisco Integrated AI Security and Safety Framework taxonomy.
The findings were consistent across all models tested: multi-turn ASR ranged from 7.89% to 88.30% (lower is better) across the cohort, while single-turn ASR ranged from 2.19% to 64.91%. Some standalone model performance highlights included:
* **Amazon Nova 2 Lite: **Had the lowest multi-turn ASR at 7.89%
* **Anthropic Claude family: **Despite having the lowest single-turn refusal (2.19% to 3.64% ASR), it reached 11.16% to 16.20% with multi-turn attacks
* **OpenAI GPT-5.4: **This model showcased a 9x increase in ASR with multi-turn attacks, moving from 2.74% single-turn to 24.68% multi-turn
While some results sit at the lower end of the spectrum, Amazon Nova 2 Lite's performance being a notable example, they still represent meaningful residual risk, reinforcing the report's central conclusion that no model is inherently safe. This finding also aligns with Cisco's recent research. A multi-turn red-teaming study found that vulnerability rates [rose 71%](https://arxiv.org/abs/2504.03174) after five-turn conversations compared with single-turn evaluations.
The call to action for users: be as aware as possible of potential hidden risks and take adequate precautions.
“No base model is iteratively safe, which means defense-in-depth is the price of deploying AI securely,” added Chang. “Depending on your organization’s use case and AI strategy, this may mean: the use of runtime guardrails; additional input/output monitoring; red-teaming models, applications, and agents; and application-layer policies.”
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The broader takeaway of this paper is one I keep returning to in this space: current benchmarks test only narrow, highly specific tasks that don't reflect how models are actually used in the real world. The implications are significant, ranging from overstating a model's intelligence (a model that excels at physics problems, for instance, may struggle with something as basic as a natural conversation) to creating genuine security risks, as outlined above. This isn't an argument against benchmarks, as they remain valuable. However, it does expose a gap in the industry: the need for more standardized, representative evaluation frameworks. Whether that comes through regulation or expanded third-party testing, the status quo isn't enough. This area needs to expand and focus on more real-world scenarios.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768824599) [Sabrina Ortiz, Senior Reporter]
Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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IN PARTNERSHIP WITH LAMBDA
# Most AI teams treat compute as a commodity. It’s not.
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Follow image link: (https://lambda.ai/blog/most-ai-teams-treat-compute-as-a-commodity?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-05-compute-as-a-commodity&utm_content=secondary-ad-may-28)
Caption:
Compute looks interchangeable on a spec sheet. At scale, the facility, the cluster design, and the engineering behind it determine whether you ship on schedule or burn budget.
The teams pulling ahead know that compute infrastructure shapes what you can build, how fast, and at what margin. Lambda was built by researchers who learned this firsthand.
[Find out why](https://lambda.ai/blog/most-ai-teams-treat-compute-as-a-commodity?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-05-compute-as-a-commodity&utm_content=secondary-ad-may-28).
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STARTUPS
# Robot makers just got a stronger AI stack
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With AI companies lining up to claim a slice of the enterprise market, Mistral has set its sights on a new frontier: robotics, physical AI, and industrial engineering.
On Thursday, the French AI lab launched Mistral for Industrial Engineering, a fully integrated AI stack that combines advanced models, engineering expertise and robotics to assist with industrial operations. Ultimately, this offering aims to help engineers customize frontier models on their data and assets, such as drawings and blueprint files, and use physics-aware synthetic simulation models.
Arthur Mensch, co-founder and CEO of Mistral, claimed in a blog post that industrial engineering is the “heart of the next AI revolution,” noting that Mistral’s new product allows firms to get the most out of robotics and physical AI by customizing it with their own data and deploying it within their own infrastructure.
"With Mistral for industrial engineering, we put AI at the center of the physical product engineering lifecycle,” Mensch said.
This launch was made possible in part by Mistral’s recent acquisition of Emmi AI, an Austrian AI startup with expertise in physical AI and state-of-the-art engineering models. Some of the practical use cases include assisting with design, production, quality inspection, and validation. It also supports agentic workflows tailored to mission-critical engineering environments.
Mistral hosts the infrastructure itself on private bare-metal servers, bundling GPU capacity, reference architectures, and tested operating patterns, according to the blog post. This direct connection to customer networks keeps sensitive data under control while supporting hybrid setups as workloads scale.
Alongside the announcement, Mistral announced partnerships with Airbus, which will implement Mistral’s AI at the core of its operations and processes, and with BMW Group, which will use Mistral as a central partner for its “Large Industry Model” initiative.
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This isn't Mistral's first industry-specific push, having launched Mistral for Finance earlier this year. The strategy makes sense for most AI labs: vertical offerings target a defined audience, making it easier to demonstrate direct value and address specific needs rather than competing for general consumer attention. That's particularly true for Mistral, which has always focused on enterprises rather than chasing the broader consumer market, giving it a competitive edge. Its European roots give it another advantage, too, as stricter data sovereignty requirements make it a more credible choice for enterprises with sensitive data, including those in the US and other countries.
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LINKS
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* [Robinhood users can connect agents](https://robinhood.com/us/en/newsroom/robinhood-is-now-open-to-agents/) to make credit card purchases
* [YouTube makes AI-generated](https://variety.com/2026/digital/news/youtube-ai-video-labels-automatic-detection-1236758865/) content labels more prominent
* [Meta laid off 1,400 Washington employees](https://www.foxbusiness.com/technology/meta-lays-off-nearly-1400-washington-employees-latest-tech-workforce-cut) in the wake of AI restructuring
* Huang says Nvidia to spend [$150 billion a year in Taiwan](https://www.reuters.com/world/asia-pacific/nvidia-ceo-says-taiwan-is-epicentre-ai-revolution-2026-05-27/)
* [AWS sells AI shopping technology](https://www.cnbc.com/2026/05/27/amazon-ai-shopping-alexa-kate-spade.html) to other retailers
* AI defense startup Airis Labs [raises $60 million, $31M million Series B](https://www.axios.com/pro/enterprise-software-deals/2026/05/27/ai-video-defense-airis-labs-software)
* Career expert: [These five skills are AI-proof](https://www.cnbc.com/2026/05/27/these-5-ai-proof-skills-are-likely-to-increase-in-value-over-next-5-years-career-expert.html) and getting more valuable
* DuckDuckGo installs jump 30% as [users balk at Google’s AI search overhaul](https://techcrunch.com/2026/05/26/duckduckgo-installs-are-up-30-as-users-reject-being-force-fed-googles-ai-search/)
* [The job AI is actually increasing](https://gizmodo.com/theres-at-least-one-job-that-ai-isnt-killing-2000763509): cybersecurity experts
* [AI psychosis may be hitting Tech CEOs](https://techcrunch.com/2026/05/27/tech-ceos-are-apparently-suffering-from-ai-psychosis/) the hardest
* YouTube will start [automatically labeling AI-generated videos](https://arstechnica.com/google/2026/05/youtube-to-begin-automatically-labeling-ai-videos/)
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* [Lovable](https://lovable.dev/blog/subagents-in-lovable): Launches subagents to run projects in parallel
* [OpenClaw 2026.5.26](http://github.com/openclaw/openclaw/releases/tag/v2026.5.26): Updates include lower-latency replies, more reliable channel flows
* [Krea 2](https://x.com/krea_ai/status/2059650622203515143?s=20): The API is available on fal, ComfyUI, and Nous Research
* [ElevenLabs](https://x.com/ElevenLabsDevs/status/2059646861913330031?s=20): Speech Engine Skill can give agent a voice without leaving your LLM stack
* [NotebookLM](https://workspaceupdates.googleblog.com/2026/05/keep-your-sources-up-to-date-with-automatic-Drive-syncing-in-NotebookLM.html): Now syncs to Google Drive
* [Sesame Personal Agents](https://www.sesame.com/blog/voice-your-curiosity): These agents are built to be more natural and conversational
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* [Cisco](https://www.linkedin.com/jobs/view/ai-security-engineer-at-cisco-4419519947?utm_campaign=google_jobs_apply&utm_source=google_jobs_apply&utm_medium=organic): AI Security Engineer
* [University of Chicago](https://uchicago.wd5.myworkdayjobs.com/en-US/External/job/AI-Application-Developer_JR33337?utm_campaign=google_jobs_apply&utm_source=google_jobs_apply&utm_medium=organic): AI Application Developer
* [Lilly](https://careers.lilly.com/us/en/job/R-103805/Sr-Staff-Software-Engineer-AI-Chat?utm_campaign=google_jobs_apply&utm_source=google_jobs_apply&utm_medium=organic): Sr. Staff Software Engineer - AI Chat
* [CoreWeave](https://www.linkedin.com/jobs/view/staff-ai-security-engineer-at-coreweave-4406742298?utm_campaign=google_jobs_apply&utm_source=google_jobs_apply&utm_medium=organic): Staff AI Security Engineer
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GAMES
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POLL RESULTS
## Would you see an AI-generated film in a theater?
Yes (23%)
Maybe (30%)
No (40%)
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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Follow image link: (https://unsplash.com/photos/busy-new-york-city-street-with-traffic-and-pedestrians-mT1ZqXc4ftc)
Caption: [Link to the original](https://unsplash.com/photos/busy-new-york-city-street-with-traffic-and-pedestrians-mT1ZqXc4ftc)
“AI produces the 'perfect' outcome for the artist ... NYC would never look like [the other image]!”
“Traffic and cars in a big city never look that organized and perfectly aligned.
“The street signs say logical things.”
“Chaos is closer to real.”
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Follow image link: (https://gemini.google.com/share/7489ee3a03a1)
Caption: [Link to the AI image](https://gemini.google.com/share/7489ee3a03a1)
“The traffic in [this image] is too orderly.”
“A bus in [this image] has gibberish text on it's display. Two many cars are the same color ”
“In [this image], the light was green, which means people wouldn't be in the cross walk crossing the street”
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Follow image link: (https://tdv.transistor.fm/)
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