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⚙️ Why OpenAI's compute spree now looks prescient
Mon, 27 Jul 2026 12:37:46 GMT
⚙️ Brands are losing sight of how customers decide
Sat, 25 Jul 2026 12:36:48 GMT
⚙️ AMD’s Venice chips arrive for the agent boom
Fri, 24 Jul 2026 11:37:16 GMT
⚙️ OpenAI's Hugging Face breach is a warning shot
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⚙️ Cisco bets small models can solve AI's big problem
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⚙️ Most nations risk becoming AI dependents
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⚙️ Why rejecting lock-in keeps Databricks sharp
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⚙️ From risk blocker to innovation driver
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⚙️ Anthropic, 1Password fix agent password problem
Fri, 17 Jul 2026 12:36:38 GMT
⚙️ Demis Hassabis offers ambitious AI safety plan
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Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Fri, 24 Jul 2026 11:37:16 GMT
Subject: ⚙️ AMD’s Venice chips arrive for the agent boom
To: [email protected]
Date: Fri, 24 Jul 2026 11:37:16 GMT
Subject: ⚙️ AMD’s Venice chips arrive for the agent boom
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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: OpenAI, Anthropic launch competing voice AI features  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> July 24, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV7wWqEyR0vuzruH8xp7PqCM_rWpQukkIrY3gIPBl5cRafVhapGNigP-oeDHwjQ-ng_m65jdcZOJ7IgOjj0BfRf4tVT05pnjummSA5sUV61WFTK0_S4xfJUZ28BYlw_PntFwwUOv4Yv8rWbNfpqHsocNphwzWZ-Kuy2z93l4IDwnC0sQd7jkWR2zjll-d1fr8CMvjhSbxKFJUrXjNo4NvJ5DLchgYbpjY90xbt1RPKJQjNHpBIe-qDsfWLIxkI-sSZphaFRvWPsb7_fIu5P7DAImmUTWlNu0PXwnt_8kJ8TAJnBoXHD7IFtZELKUO0scnEZlhTly2YwVs4NoRbPMf4ZSrHejh16YmynDWf70pnFmFezDbbwyZOCmIUbeZ6UC_SghYdaHNl1t5Oo0l4YwQNDjT-BJGa-QIEzz-frGYiMMVs4I9NxJnaeQnIOdI1s1FslXABm6B0m96XfkCVcM_PckH_Wjv1w_6SGRhGPgh01HvP_wIEMCrlXv2F2UJ0RHtixXTmd-h-IYZyv6PGexixV7CeaIz7Cd6Ks5_XGptAJuZLOndlLBSJ45PO2A7rx7iTTjsF4ZamHZfzJo_dnIvNo-Gv2eqrJjLucw_yvN3th_Nei20YH_1rexaDpeUH37Rug9gG2oSTH9JbDkFNx1GtiSqAKAgUy31VcOrz7WKF9mY_CBCqLsg0_iOxYHDZLlljjHQWgq72W8jFrCbPoL-JTc05awXcaglYs-thIIrhrPHY-B-6MASwp4Vewh_iRktY/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h0/h001.kRuDIwgtImfDqxetLoXRMjm9N0IbrsKyFLQS4S2ClMM">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/4sl/fBt3zwlbT1KIVkALZMJ3Aw/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,width=1920,height=3840/uploads/asset/file/32d2d8a3-288b-4105-8e41-f8941a9d1363/BANNER__163_.jpg?t=1784884583" 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.wZPohD0JH12EksCsbt8ZeHz0N-XHqU40qgVrv96DemRk2Q2XacwqRHyOmhzTiB6-Ll3MQ9OFFjrrQ9M_RnHW7_Yr2AdWSfwaVYID4qAumJgXrkk6j2DStRSlIfwMvALmtEEvKTXfKxlBSZzglSHODUWHwKpMl4YCLPfIvkXPIizvbKHs8K3TyByLcXTDDc5sMKzMWx9iyxi-ujXT8j3Zq2yRY34_h31rh-8P0kZFQAf6I789GPRlarPIyY9cE7WZVBqxjYSP2ljhS43PMKPyqDArWVCG9n_DpeINmiD8A9vT7kdDCaU0rZIrpQSMH8SOyvPaNE4LAWJnZ-7iSC9RQJ5cyLCadY-lt24SfPsmO364HhWpRSxHR7TWco_xOg2OqeIu8r0fWN2s1M5TdUfpmA/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h1/h001.GWepCw7O1qLDyLFuok5LKXmrmqlKPSpNe9MGJ9XF3p4" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/2f3da9df-efec-4696-bbe8-34a24d105d98/Together_W_IBM-_White_Pill__1_.png?t=1784741037" 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> The best AI users may be the ones who challenge it. New research found that workers who questioned and refined AI outputs outperformed those who simply delegated. Meanwhile, OpenAI and Anthropic are pushing voice as the next interface for making AI feel more natural and useful, especially as agents take on more complex tasks.. AMD’s Venice chips arrive at a pivotal moment, as agentic workloads drive demand for CPUs, efficiency, and lowering the cost of compute. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TqoVDmdGMhjwJQHZeOgBkBaA2L61p5nxQu1cNIHQb3tagtljQ6cy73wMbVEROcrFJ0QLVVlY4t_z3naIM4yO77G8BJEBtliwgh_9a2m9gd5MIj1dU6FCH-N8E-MeM5Jigg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h2/h001.Lim9qgB13p9q9al4Z3aRqTbXGMk5KOlz1Ax9TpRHci4" 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-am-ds-venice-chips-arrive-for-the" 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>AMD’s Venice chips arrive for the agent boom</h2></td></tr><tr><td id="2-why-the-ai-voice-race-is-really-a" 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>Why the AI voice race is really about adoption</h2></td></tr><tr><td id="3-the-best-ai-users-dont-outsource-" 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>The best AI users don't outsource thinking</h2></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;">HARDWARE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">AMD’s Venice chips reshape the AI compute race</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHPSuYXJ10Bwv30dhI87vIBV6sXxDHUo-du4YH_x9yNtxBTztpe-2TjA2WGgujz8ikS1ZJJGhG3fRRf7U0t4JVN2AWm_2y8xISfQvJtKdWgCxOMAtcXlHMiJCd8LoU_Cq4lfqgo-AzLXzyfaEYOV_rhgnwUwYDQlIyhJ2Wu8IRoIc_9e7fHtcDSDd7eT913O_Zl9X-jQuZ73H2g0DyxJSllrPjMe1RtENrKZE4_blF4Pd0OyVvJujQ3MlE1ssrWr4Mx9aS9HfOVJCjdMQ7AFyBTnXtGATa75DyfTfOx-XqWHg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h3/h001.BJJBhmWTKuubv4HM3FyUM3y7lDnapWRFBSlSqlbOr3g" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/11f8d8ce-b0d6-4e5b-8837-724fcca75a56/74872b6e2f7bb6f2490536d676229cbb70173ba8-1672x941_copy.png?t=1784847785" 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%;"> AMD's comeback story keeps getting stronger, and it couldn't come at a better time for an AI industry struggling to meet out-of-control demand for compute. </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, AMD unveiled its next-generation "Venice" CPUs, officially dubbed the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePDRAppNEs3iN5Xi6O1wms2S9lvRe92IKgusegjIlnftw82EBIWHqMLLiqi442f7HHdwWUglfjekc4YGhZlmwuRjqJCNTudhG3dmfGhm3eKgLgYlre2Aw96LwSRap6xhxGPI-Te3tgErRIrPyilXKjEFTICcb4IPWVpObl2gD1Ab5Y4YeWUDESAqYuR3y97nSMHz0hPE0bSiwhl5oSXKJHL2QU1_0uFNEAuhEhcWlyR_UnxIfHD5P_NuYzhu4IhN4FkcXAW8UuMO6f7t_ZY5OTM/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h4/h001.MAgzGStyuRRmMkTrlEbH6Lup8acABOscymJkH0oEfgo" target="_blank" rel="noopener noreferrer nofollow"><span>EPYC</span></a> 9006 Series. It's a whole family of products aimed at matching the right CPU with the right workloads. These server CPUs are especially aimed at AI agents and high-performance computing (HPC). </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,width=1920,height=3840/uploads/asset/file/bd8e7e2d-9ef2-4eac-83ba-f6e527b73d3a/8d0ce4b29f9ecebc6de7d80d4cb59f06fa348eb3-2028x1141.jpg?t=1784876369" 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 AI industry is paying attention to what Venice will mean for agents, which have exploded in popularity this year and deepened the compute crisis by massively increasing demand for infrastructure. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduop28nOoVjEr7fpYc1iw4QBWsBnbd-GTIAEQtWc-BP9nCTvzFCIxKwhl1OXaSojnRZzHbE6_xvMAhCM1V-3spfB17N4ZyH2BRWs7MYxaTH6fK1qOq-9rpIiWaAnE1XFBbQ86BxzzHOnAuX1JUlQbkOrWtoNnUEoDbomqsabGcSyThKrUQiCHf5fsXblSKzMv96_r50ucvpyp1uNn34cEFkUio18Bkju-plmINA4VMmftXvRq5pZVHgZy4ES81TBXWKA/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h5/h001.j9Og2GMN-0hbja50fmdHXwp1l0B4-XlNrSqHWJU6yVk" target="_blank" rel="noopener noreferrer nofollow"><span>Research</span></a> has shown that agents can consume 1,000x more tokens than standard chatbot queries. </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%;"> And while large language models and chatbots rely heavily on GPUs, where Nvidia is the clear market leader, agentic workloads lean much more on CPUs for orchestration, feeding GPUs, and powering the enterprise services and tools that agents use to get work done. </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%;"> And in server CPUs, AMD rose to 46% market share of x86 server revenue and 33% of unit shipments in Q1 2026, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePGy_1YzUTsFni1RRngnNacMkV11uALjPa1qTfDA8ykrEl49sASe9dIRKDhOZvRDsJbxb1Dmt-F2QBtSLlaWVZDSFy77ozmxHL0TMEGjLYREMurUFeBhW6oWXvSj29vmR_VgpilRuehSv7ekPInc9QymXskND7ayP9qa3gjdZbTTKeYSIxtfXbbDUu8dvIHKtIzakC5ewnsfSFZZyhqvH2UA9OkfbaXua8L2D0mQzWMHHPmoyyipx0pZISImZ7jlLI-aZ49xxTXCkAJcu0vt3YxyTdXet13Z_33X2GeBvYZpn8GZTziafyIpiShOFqh0qFkWYqzTFKkKoOIAIcpP5r5erg8CY3FZqP1trlOgxd-BmSiUPV9mxOYI1V0kqbB_FvtUO9b3DNhBuzwwq0aehAtko6AWjYXYxd9TEdey6APc/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h6/h001.zPY4aFNhxUBMoGfkHQUvGwH8IOlBy9htdrn6Yi60mVA" target="_blank" rel="noopener noreferrer nofollow"><span>according to Mercury Research</span></a>. That's a continuation of its remarkable decade-long comeback story under CEO Lisa Su. Su, who became CEO in 2014, decided in 2017 that AMD needed to re-enter the server CPU market and make it a top priority. At that point, its market share had fallen to 0%. So approaching 50% nine years later speaks to how well the market has responded to the quality of its products. </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%;"> "I'm very happy to say Venice is in full production," AMD CEO Lisa Su announced on Thursday at the keynote of its Advancing AI event in San Francisco. "Customer demand is incredible. It's the strongest we've ever seen for a new EPYC generation. We're seeing every major server OEM and every major cloud provider on track to begin rolling out in the fourth quarter, as we start with the broadest EPYC launch we've ever had." </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 performance of Venice has even surprised AMD, which found that the high-end version of its chip offers 2.2x the performance per core than Nvidia's comparable Vera processor. That kind of power and efficiency will be welcomed by hyperscalers and neoscalers looking to boost performance and/or reduce the cost of their <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeHrd0pbNo7_CKwm_qsO2K9tB7r-fo08Zql5IXmjHjJbtRiejacYEdcU_hcWa8IBy15j8Z1QsHA7lqA0nn-tSd-1V5OTmaeYpVQIc604hKd3UI8_2Ztv2UnKx6RKUQTbKbHvs0XGdOVv0gk0aCbJkYWGGu1AsZbHvqBfSwjtFEP5KoPRVTpC9CTn76dmnKRatOnZsB4zaOWehIctrxf6wkeKhEuSDICcilwi9_uKJhdO5RrkwoB6bNEx2gm1m9c6CfQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h7/h001.HAoXNBjB-nrmrud_2TOzmXgN4n9teMbqz8AAcl3_R38" target="_blank" rel="noopener noreferrer nofollow"><span>intelligence-per-watt</span></a>. </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,width=1920,height=3840/uploads/asset/file/566205ad-ccd7-4bde-a641-e4137545e2f5/acceadd245efa383eaf565e1ef7699e655c4f967-2720x1496.png?t=1784876369" 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%;"> While <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFXJHD1zWMk8_DOQ7OOQ7fYDJbXpreX8hvWhTtWNuKBhn8zZeUbiYvUODFcEa9VIcSCKois6_gEV1BNobZKip6sjGaxxsLj7hXvpw1Sud2hu_fV03lS5OqwlbcBT5zWJ5tzZBJxiVzsq0l65pypB5zSgHyTvDRNhD1LPdGHwkkSNcclvajsU02rkx8e3G59rOpPodO6QLriaXIKwZDByXC2_glwXeEhmdwe0WdNLm5_Q76Ft0-DPneYjFvp0uhICK0WWYZYlxiCQC9-PF1427Mx267P56f9FENdhux7Rc6DaQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h8/h001.wz3VjTYnP3ey5mlMXxZewQDuGD0BLV_jwnn-W2kZXfc" target="_blank" rel="noopener noreferrer nofollow"><span>AMD now offers Helios</span></a> as a full rack-scale AI system to match Nvidia's industry-leading Grace Blackwell and Vera Rubin racks, the reality is that many server rooms and cloud providers go with best-of-breed options for AI by running AMD CPUs and Nvidia GPUs. That includes leading hyperscalers AWS, Microsoft Azure, and Oracle and neoscaler Lambda. </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,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Make no mistake, Nvidia remains the dominant player in AI accelerators with 90% market share, because those are still mostly focused on GPUs. And Nvidia will likely remain the leader there for years to come. But AI workloads are transforming with the rise of agents, which will foundationally shift the compute and infrastructure needed to power AI. The voracious demand for compute shows no sign of slowing down, but the industry is becoming <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxxoUU0ewlYhQCfnObWGDgMxTM_gHhLHaEGJ6vCS8uX5aV2dlsxtXarDIPtdt5c3ow0xLc6jcfxylRH0ObOegtvOGFCyezbEB-0qw1wtPnmZr2WHIeMIpmKKBmqCEdMXfXW-oF_ah6KaxKWOfEs1rKMOT-l5p0Jjq8xgnbKAckwdfkA6ee9j3o2bqJONabNRp-X_kUuE8F4Hi9OOtdOmY_J7Jdyk92tk-DmKS5Ybjn3ssW0jJuwHmnq1jWFvXDufS1wpLRf6F43rP1RLtxZiLHRyQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h9/h001.xHRQ_-8ucFQ1l8GpgfUk124844kKJwiYhJOEHoX-A38" target="_blank" rel="noopener noreferrer nofollow"><span>much more conscious about efficiency and cost</span></a>. The pressure will continue to be on companies like AMD and Nvidia to deliver breakthroughs in performance while lowering the cost of intelligence-per-watt. The other thing to keep an eye on is how AMD's more open ecosystem play (ROCm) will continue to contrast with Nvidia's vertical integration (CUDA) to attract different players and partners, and what that part of the rivalry will mean for the shape of the AI ecosystem as it evolves. </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%;"><span style="font-weight:700;"><i><b>Disclaimer</b></i></span><i>: Jason Hiner's travel to AMD's Advancing AI 2026 event was paid for by AMD. The Deep View's coverage is editorially independent from the companies we cover.</i></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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TqoVDmdGMhjwJQHZeOgBkBaA2L61p5nxQu1cNIHQb3tagtljQ6cy73wMbVEROcrFJ2MI10Tv44_bVoWqmEDVN0-1LgWGpJojKmCxJKDEtjXw2e1fcB6LWZwkXVI1vxzBig/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h10/h001.z5kD6bukshqxj34SQry0ouN2EPyiQi6sFZZjAjxUnHk" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566" alt="Jason Hiner, Editor-in-Chief" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </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 IBM</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%;">What comes after tokenmaxxing?</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.wZPohD0JH12EksCsbt8ZeHz0N-XHqU40qgVrv96DemRk2Q2XacwqRHyOmhzTiB6-Ll3MQ9OFFjrrQ9M_RnHW7_Yr2AdWSfwaVYID4qAumJgXrkk6j2DStRSlIfwMvALmtEEvKTXfKxlBSZzglSHODUWHwKpMl4YCLPfIvkXPIizvbKHs8K3TyByLcXTDDc5sMKzMWx9iyxi-ujXT8j3Zq2yRY34_h31rh-8P0kZFQAf6I789GPRlarPIyY9cE7WZVBqxjYSP2ljhS43PMKPyqDArWVCG9n_DpeINmiD8A9vT7kdDCaU0rZIrpQSMH8SOyvPaNE4LAWJnZ-7iSC9RQHlBcQF6O5XiVivtHH4G1N8Rot6z67vhyjqSWcbOfcNCAxuznBA3IUrqsGQ8fWFhvQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h11/h001.ww0qoePoMk1uFnna7kTILZwg5KWWMCebhVNMGE8aoR4" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/7cee6590-1591-4b8a-a6bb-bda381856281/The-Deep-View-July-24-1920x1080.png?t=1784741073" 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%;"> AI adoption once centered on tokenmaxxing, with organizations driving more usage across development teams. But many are discovering that activity alone does not guarantee results. </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%;"> Enter valuemaxxing, a shift toward measuring AI outcomes, including fast delivery, code quality, reduced rework and business impact. </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%;"> Discover why maximizing value is becoming more important than maximizing usage. </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.wZPohD0JH12EksCsbt8ZeHz0N-XHqU40qgVrv96DemRk2Q2XacwqRHyOmhzTiB6-Ll3MQ9OFFjrrQ9M_RnHW7_Yr2AdWSfwaVYID4qAumJgXrkk6j2DStRSlIfwMvALmtEEvKTXfKxlBSZzglSHODUWHwKpMl4YCLPfIvkXPIizvbKHs8K3TyByLcXTDDc5sMKzMWx9iyxi-ujXT8j3Zq2yRY34_h31rh-8P0kZFQAf6I789GPRlarPIyY9cE7WZVBqxjYSP2ljhS43PMKPyqDArWVCG9n_DpeINmiD8A9vT7kdDCaU0rZIrpQSMH8SOyvPaNE4LAWJnZ-7iSC9RQAZjkgvt2wk6yPEnpNr8Mbn52HXakfDs8teWe1hNUIC5Pmkz6oEbKtzFXs59KNB42g/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h12/h001.8miNsk4SgeDH9TA7PSaD142ZvxzAG-VTIX6Abbf2OAU" target="_blank" rel="noopener noreferrer nofollow"><span>Read the full article</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="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;">PRODUCTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Why the AI voice race is really about adoption</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxxmx6pksFe_eC0ZHWIzjlxSz-aHb0GElkxsiEKUfxjUkFxlTNhdAHpoU7gOP747hb43oBWSlGYWmbIR54r-3_Pp753mqB5WWC9HAtQbJyEsHT2F9auwL6X_ftjdr7hFlS1JA0s7XywnjSVe3rMmGhCR7qbXIFO06NJmrsK-3OJSZ7yeDmtqac6Kqog8PTa5a8_BiGrwait1Tec9Bw4a3CMb_DFaRYnQkllSP6vuS--6UzR8AnTG-ze8pjpiv9VdAYbjYCm-9ayEow_dJvuxg56Gg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h13/h001.LBZ9QhF-qaDmUFeBL5J1MDm1Dp-3x6JPrHQxeRZIz4Q" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/7d574ae7-da42-43df-9f5d-9a89cffa5653/thedeepview_cinematic_editorial_hero_shot_of_a_glowing_speake_2cde041b-71fa-4601-ade0-10d96b54edd7_2.png?t=1784847887" 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%;"> AI's two hottest labs are betting that voice is going to make AI better and easier to use for a lot more people. </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, both Anthropic and OpenAI launched updates to their voice AI tools, allowing users more control over their models through speaking. Both updates allow AI systems to integrate more deeply into a user's context, enabling more complex task handling through free-flowing conversations. </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%;"> Here's the breakdown: </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;"> OpenAI announced that GPT-Live, its AI voice model that powers ChatGPT Voice, is now available in the ChatGPT desktop app, allowing it to work with agents via ChatGPT Work and Codex. This lets users direct agents to take actions across their computers and on the web using just their voice, including instructing agents to start and carry out multiple tasks. The update gives ChatGPT Voice access to plugins, files, app shots and computer use, giving it a better understanding of a user's context. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Anthropic's update brings <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGEwWUd9pfAhJNlYSpfR-IkeUXnMMcYBQ9r7J_U6ObCroYuNQ2-ZUIEd7eIkyM6cIaBDOFSUQTLi7cl_g9MgKEtRgevCBghV9Xz0Y0pjty9Q_0ia_KSFMfslGUv87IRqOXcu3m61e_duCJniUF4jHzGwEteTmamW8r-9POLhAG-Dv7atDu0so0XX0os1RjkWLgLLNeXYfa7c8CSCVuoH_iUKFkH7VdqKLL3pbwLH_1kG_A-yi7fPkCYxBKeD3wdQYfiLVqYb1rVg2chFq05Sv06PEAqzEvl0svkG0fqo4DWtj/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h14/h001.5HsdEYWufiWjhTXwscGyJQogt8WUIyo9jgZA9FoGG3Y" target="_blank" rel="noopener noreferrer nofollow"><span>Claude's voice mode</span></a> to three different levels of models: Haiku for simple tasks, and Opus and Sonnet for harder problem-solving. Users can also now connect their voice capabilities to apps like Gmail and Slack, giving it more context for better task completion, and it's available in a wider array of languages. </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%;"> These updates are only the latest signal that voice is becoming one of AI's next growth areas as speech detection models shift the way that people work. OpenAI made this clear with its <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLJZxZnmr2LyGKHSrQc-oAoK4WgsMP2UZL2i3d_5viTYyGIBnkpCoxAj_NbrzpdlJcIevmbvCmxITfwsFcvzI0-Zw2WIL1eoK2NopNHCTCkEEhPgM1FonN_9JDd5olGhvivxbhyHGYcXlJZp8nopHvngUHH-eSnzRtXs1VaucpnfKaVGwfuClSzVDQvGbcAifayGMTH06meknRUKB1QyjzrR_TBGkgyWuznwxHrbIpqRxjf0aZlnM1ao4-38Z8LkMQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h15/h001.PnIytDP7nkNhdFhL5_lE0uEawB7AFDvjCcKa_0RYIs4" target="_blank" rel="noopener noreferrer nofollow"><span>launch of Codex Micro</span></a>, a miniature keyboard built for vibe coding that's controlled primarily via voice commands. </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%;"> And rumblings of this shift had already begun earlier this year at CES, where a large pool of startups showed off <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQE9Lde_kJ-Jdr5bH8bwEox06G_MhE2g8SbT7gUAy_d58gtMPD5-wlJp74QhRrAvkJy3s6WT2zFpTHgHKL4DOi8m5kTeeWrw7fcVLpmvsBoKYpbj0sisxwo1hTdpzJvNMihkqXjTyQmm6Vx3u-u6jO4qLpnc_gl_To-RrLsA1z5ah4RaNItWGWQZkJc_MIK5mvR-wPsZnVxie8vYOj0GIrPVPWi71CTIkLphbijBO0bBUFVtw32_NYRbTiud-nVsdhAdC-7ARYj9dhg0AaTSoBPb/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h16/h001.BjpnkO8SnCxELk2Q_6rlxRpK4FWyhGTKoq8uxN2pL9g" target="_blank" rel="noopener noreferrer nofollow"><span>AI voice companions</span></a>, from voice-powered earbuds to rings to hands-free, voice-controlled manufacturing use cases. </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,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The name of the game in getting people to adopt any new tech is seamlessness. This is exactly why Anthropic, OpenAI and other startups are leaning into voice. It's a technology that can pick up and make sense of your streams of consciousness throughout the workday, and that could become incredibly valuable to almost any user. Getting as many people as possible to adopt AI into their day-to-day lives is critical for OpenAI and Anthropic to shepherd the AI transformation they have promised, as well as meet revenue goals ahead of two of the most high-profile IPOs in tech history. However, the seamlessness strategy only works if their voice AI is actually seamless. If not, it may have the opposite effect of what they intended, frustrating and turning off more users, as Apple has learned during its rocky history with Siri. </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-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l807m2Oue6JbmsA3cftElSCpK4P1oYoFK8aTF9XZY4KjsUYSdRBXxiIP0pnJsgeWXa40evVd3xkmjh8V2y5YTBX057VSMghUtr2_PCL4CCHqfIeJiPsQpgUxA_3F8e_9txPx7FGq4L8e3ehv_e13OdDZg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h17/h001.1WxMUpPSl2pblXofTetp2gt-n-Qiqx9tHw-0y3KYYKY" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </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 GRANOLA</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%;">The best AI notetaker is the one you barely notice</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.vI6Z7nr7pM-hqfUrdIi31Kdkp90Ostq9pYh6syjk9QbOXQCjbafwdFg9olH8gHnsVf8zu8PMs2Oxbm_nj7rv0oeyV6H9liuQIGBbiEoK8KEeL8Gl9hn6kN2hKeW7lBGfcjdDud68GZP-2xrDIOI1CsRPoK1O2lKOBt9YCHMaZKMgfPK2_WtjhD82tTMuzInnV8tikEp_8DX6I2aiKCBnpQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h18/h001.5-DcMmzKPCL7kWmnHEItxEA_crEbMxv-6j7FN5b_QGI" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/b79b7459-1929-4d15-bb0f-ef1d26283b5a/GranolaConceptualAiShould011920x1080.png?t=1784837268" 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%;"> Most AI meeting tools are too visible: bots join your calls, notifications interrupt you, and afterwards you're left with a pile of transcripts.<br><br>Granola was built differently. It's an AI notepad that stays in the background so you can stay present in the meeting. You write down what matters, and Granola quietly captures the rest, turning the conversation into summaries, next steps, and context you can actually use.<br><br>You can even chat with your notes to write follow-up emails, prep for other meetings, or turn conversations into actions. Giving you, not your bot, a little boost. </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.vI6Z7nr7pM-hqfUrdIi31Kdkp90Ostq9pYh6syjk9QbOXQCjbafwdFg9olH8gHnsVf8zu8PMs2Oxbm_nj7rv0oeyV6H9liuQIGBbiEoK8KEeL8Gl9hn6kN2hKeW7lBGfpMoR7AYtIAF5zuL8CFYzcOxuWAkK614cKpAroWzs2YPpRz_hBAsfcjmu56qDguUHg5jEKatX4KgcdBp7pWCD7A/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h19/h001.WxAMgkzW-sipoTn90c64xtmR1vd1Ft0ymBvNR8QHpcY" target="_blank" rel="noopener noreferrer nofollow"><span>Try Granola free for a month with code THE100OFF.</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;">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%;">The best AI users don't outsource thinking</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFvohib3kjvXWl66kUhtWSRq9FAEs-TcbLO7Ss-jxVJluTrL9nlZCQD1nOa3xoZR1PcaEkIE8ceGE9eA7aZviakWbLKS2XmFr1L28GVkOl-KbddpYHLUKuH50clyuHYtKnH6ZZWItjTEjVsyr2hbUPwEq4RpGioDWiqitwo8o9jkG8FeLZowfanaLG0L2OOQcQTpvIGXVHPf2OQCeuX0Lx2ZFS25vp1BAdlyajKyhiFG6Yp2YQskl7eemonFO9frQ12mfgQ1V2id1V0CyQ4d7oZ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h20/h001.fnKVpLColL5Vkc-nT0bz_7vzQCkD7nPxqJjK6Zo9WGw" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/ebbb33fc-895c-40bf-b8f6-afacd9035478/thedeepview_A_cinematic_editorial_photograph_of_a_modern_know_14130c4d-97a7-4ae2-a3eb-4c1a51f64355_0.png?t=1784847942" 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%;"> AI doesn't automatically translate into better work. But using it intentionally can. </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 new <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-ICcl-m7YTiojqtFJCW-S302HpXyuPlnXkzJsbDr20x-XHjJMp6s03-P6rTbsEiXVvdjgJbcx_ugELzvzZCSE6SXUvrYawRS2ETrWO8N5Ar-7SVRGdnPcmhQrFzB7ZmW5cWGIjon9uHl2PnW0h7Ps1dArD4vkfsZhf2H8k34bJJqum1Yabxl4yPL0MJkmSiFEHqd7M8LnASbrnvLGp7F_Ns0Xn7bMcrpiIX5Lw7E1Hw4hw4E2IKIDwoBOrgVg6iv7K0b42doAgOwo-p8wyZwLZ38GIXdY2rJmGg9c8Dhm7qZZ89f3QG1UCXb8L6szEoxUBXzGau4Fq5gr2krLp05l2FGYk6ldgIsiE7BahWIfuXT/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h21/h001.zPz1m0FC0BIVPVINAEOdxERJO3hGK4ebKZcSTNgcleI" target="_blank" rel="noopener noreferrer nofollow"><span>study</span></a> between KPMG and the University of Texas at Austin found that early-career professionals produced the strongest results when they treated AI as a thinking partner, rather than simply outsourcing work to it. Researchers found that workers who used AI to interrogate their work, challenge assumptions, and iterate on results outperformed AI on its own, revealing the limitations of passive AI usage. </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%;"> Researchers gave 523 early-career professionals access to an AI agent and asked them to complete role-specific tasks. They then evaluated participants based on both the quality of their work and how they interacted with the AI system, comparing their performance against the AI's standalone output. </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;"> The researchers identified three distinct approaches to using AI. Half of the participants were classified as "AI amplifiers," who actively steered AI throughout the task. As a group, they produced work that outperformed the AI baseline. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The other two groups saw weaker results. "AI delegators," who accepted AI's suggestions with little scrutiny, performed about as well as the AI working alone. "AI apprentices," who engaged critically with AI but often redirected it toward weaker answers, scored below the AI baseline. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The findings suggest that foundational skills, defined in the study as critical thinking, domain knowledge, and AI literacy, remain essential to effective workplaces. But they aren't what separates the highest performers. </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%;"> "We weren't simply looking for people who knew how to use AI," Ashish Agarwal, professor at The University of Texas at Austin and co-author of the study, said in a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.3NjKXaTebdaQdJXVOXKf16v2JSgj4E8GJ2fOEHUBRERmap3umhx1syVhz03gsOhmrC3n21W9GwDHVoghG35uZR3Aec7QfXWySt4L_GlmXK_w2v3VEAbGTwbCmGsCMNOlXOYb_m0Ln7eFNlgwwAuXfSZDKmN5dxcDhJOm74O-ImVs0niSsDcfqe55NRIed56dn5-GBH5_jUEWVGPUwU1CwIpmYG6tpiQC_jecjcDLJaWKx_rDMsGt2rvgcxxu6EE-FHizNC1yAsd9zJYyDP1PHtqCOysC4GzyOCNfmFS-kjmQETau53KXwQOUwN0VQqlGoQtGHWM1IXsrio_YCRRKjQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h22/h001.2YMt3nnPdwRcRYBdIM_Y4SquQx-kABWd00lFty6Vdbc" target="_blank" rel="noopener noreferrer nofollow"><span>release</span></a>. "We wanted to understand what enables some individuals to consistently create value beyond what AI can produce on its own." </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%;"> Workers who paired those skills with deliberate AI collaboration consistently produced the strongest results. It’s a takeaway that researchers suggest companies must consider if they’re looking to reap the benefits of AI. </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 is the most AI-native generation entering the workforce," Rahsaan Shears, who leads AI enterprise transformation at KPMG US, said in the release. "If fluency with the tools isn't what sets the top performers apart, that tells us something about our entire workforce." </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,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Using AI with deliberate intention may be what separates quality work from slop. As companies increasingly mandate employees use AI to boost productivity, emerging research suggests the technology can backfire when used poorly. In some cases, AI is creating extra work as employees teach themselves how to use it and spend additional time correcting inaccurate or incomplete outputs. At the same time, some workers are becoming overreliant on AI to complete tasks, raising concerns about deskilling and the erosion of critical thinking and human judgment. It's difficult to pinpoint the threshold that constitutes responsible AI use. But if companies insist employees incorporate AI into their work, they must be equally invested in helping them use it well. That means developing training that strengthens the human skills that make AI most effective. </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:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG31lyoeMpfbhK34Ty5Q6OC8V_twUd6gKJaHg_cMwXzRgvE2pmY0k0D8DI5sTT6V_LyaIrNsbcxH9GUZVKLssVsj0cNXAI5Jl33lCzdOIGHCuXV-kjk3D1CQ5rydyAqLtODjfatRNKD0vJMjHHlxsKAIlz4C2_nm4x6kseUtL2Jyq4rk9RTx-fjhEdup_4RrNhsKk6u_n8U1INz-0nC14rMcaOl3TRGv8tbsXVR25sTXg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h23/h001.Y3wPaKsIlW_bnG7LGrEKDmn5wktDbhdTzyFuJbl_JEE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/ad666d41-bade-43e3-aa4b-b583ba5ac227/Frame_1410104612.png?t=1767841494" alt="Aaron Mok" height="auto" width="294" 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,width=1920,height=3840/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Defense department signs <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeA0jRZMFMy0fzMUA3Jxn85B83luQhYskkN1XNTE5ItUNnLnikhaAeHhmOWB6DIbCW1yRju5gd5FyVRbvG76OiSFVqJOfVvBMP1D2Js2AWZ91geImCYSKWrrGFl1pqJcSXfiT_YLXFPB9gnQwZMr9faI9ohAcakH2AeZlbP4Ld4ZuHTQG8_FHqQPWCVdY0M3HYl7qFHGt5ZQCNaEQ5TCp-jqYj_WUlFd9DPQSAUhhrpu1V3xoxMmZdofKaD01zewbUKyBH3h18gywjG15C487Pqk_fBtvEbLYt2LedZF2kmsDTt2kkObalPsgKNY_4exNCAJ_ayEX86In-cvpLZnBKtc/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h24/h001.oMwSoXRfVGol2ZmV66bj10pfq9x10MKRZqHQ37_xzKM" target="_blank" rel="noopener noreferrer nofollow"><span>10-year deal with Oracle worth $7 billion</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> AI hardware startup Etched raises <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFv4szKhG-BVWS26Pgw6GutfoW6zIn2PMShAZbzat0MvfrNWkzpp7lRfFUeDqKXBSYFB03YZJi2UG0r6bapDXP0x24sNr2KC1qh8XCZ6khkDdg72urRqFyUpNc3hRy42K5dTYI2lTMmO-embHqio8higtLZwFNQsMHyHwH_hUFxotJTzpC6kUU-eFcgRkX3VsNr6-oDy7JKnBrU0YLANKg3BAad9rWLQYkT7vkPBumIXFKOU31y_zhyekUFQtbs0YNJe5jMvuZSrEuv67OrSI5Co2mTIZXlCzeqGWfrNPoiX51Eosfp22yVvkwRD5wl6K3TmMe4YFEsdqu6Bv5jVaKF43D_7QEFmIqAbES2dy06Oz0cEDLZGcgHl_itFrARq8xG0aL121YFic010XYOewcwzXStA2GjkMm8ZvLymles8/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h25/h001.xFpB6NLHBpvtT7Lz5Z1gcV0xFhOJ9l34BmV_Bl3w7ak" target="_blank" rel="noopener noreferrer nofollow"><span>$300 million at $10.3 billion valuation</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Yelp, ChatGPT <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeF_q12zPaNrF03aEtFoZY9UqEjzdo43WdB5F8D11mxj68KhM-IgDexibrvzX_EB_NsDCNGm7OHRy_cVVXpj1Hdv4EPWx-nX74JEC8MfK8p7deHi2bT4sX-3ozqe6-d1nM-9vghoj5NanV506q35cIieghjGlbZEJVgfAwucwQxmM30DC7htYczlk8HZ6zvQJEtuz-8t80_37Gc5aFCYqVGXkrBZV5_eRDl0uWNzdRNHroYP2GI01YzJwQXL2AOOHQ1LrzpK1KL9Se_5G-eRP_KsCeFghMLL9GKnMn6oB8wBx/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h26/h001.JVyXvPvFxybqRbgPATDZfpx9ROQmVwnvwHRdAtto0m4" target="_blank" rel="noopener noreferrer nofollow"><span>partner to surface local, real-time reviews</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;"> Cognition <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGC-YiZi6DJtMoVl0KUaymZW_7P8ehWJUA38tfkB2yQ8oBx50C46ld5dG6ORGnp_XeGZ0_13k0ALE9Y4jJ_z3znCRew5vg3zX6LtH7YnTGcuGtZAp3UL_36L-tkKS_vV49M5D9sm8elmwI2KlUhTj5Cl0eF9r8gccbsCZ7AQ88NYVDuYmBQQXO_MwWDpDc70nAp5V3GRI1V2M8-CEuTWv-YoTBGsGCHe_zciP6OAxleo-OWKLG6Jv_YKuE_Cu2l0IdA/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h27/h001.zkNcuFShbMRY4Fu_E7jJUVZXqcHmdPS2CJRhNxEFaQo" target="_blank" rel="noopener noreferrer nofollow"><span>acquires Interaction, the makers of agent</span></a> software Poke </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Microsoft <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaChkI5QIat4MWieus7scG2RoOHM2ql2d7bMqrSnPRI_H5smGbK43rOPpvq2rGhxMgQSCtfbS0mH2yw3qUp1F_OWVwAaFWUki9xg5Ki-ScSqZE-2diOikO1bgoQBdy77mpDTSTKkxtz2dEGh8z1LWtRq_xqrX7X9R8pQ-E0Ck2ocPrfjZe2CNpKZVN_uQ_WoxrN0mKJ7T6GcZhPFa97AbOoek-ma8jykchgc-Z0hR4UHDO8GWmaZ0Q-bv2ifehaLATMZPBScm9_mA-OnMhJ-DJv4CDYcbqr5vepgeK-c65cXxbwI_Q-CqfTt2kEDbz9l3oBi/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h28/h001.EkJFwAKPYvunDxMoO-U_E3oSMos7ECm-nqBIXM3dFXg" target="_blank" rel="noopener noreferrer nofollow"><span>nixes OpenAI's image models for its own</span></a> in PowerPoint, Bing </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Samsung's foldable phones <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHq6TUO0IfzvRz1woDaT0aI4-rMLuxTvWjqUZ8eSkseDhw1nEybqz5gB-KoFvOYqVbFKM2dtEl2PFlN6EJQdtLpVsA9tOrRkZbQI1kDK9NZRF9rO5p7FP7yDECYgCPpO6tTa_HP_aUowFVWg4rHyRABn4YYvCe0dCF0WHO1Z06PZgICYl711wjvO7FnlpfudaR2Tt3YsiExBNPeIiUX1dEKKyTbZwEsfGHv_uxdHeB-i22b6MyoZ18sCu_8GWV-_hP52wJFgpgkBeh48UHKHv-26o1zGx1xTT6KGLx-GzIDoQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h29/h001.xpp2msh1NmOBok7A3chP46CoQV67G76v1s3dz-oXckk" target="_blank" rel="noopener noreferrer nofollow"><span>bet that AI can push the form factor</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,width=1920,height=3840/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hI3VX3J2o2u6k8eACqkYhdfXpdj-RTxmO1-AUw-TL4dDZ8m2MHDOWaFH6VJDqOhUOpry6cG5TF5nNhqLuaeXpm1Z95LwUGnJiBzqYQggLcCOIFZMvEwFkVXEzRSaGyoT5TjvPWNPX1C9wG9lp65fbe78eljRBgob-xzIjfOPFAhYIS6OMxoW6tU2Wgxav2xWRXfwXHep1b2E05pe8phUDL01qEPheEHLQgWcacVEbQfAYq-6T95wSftI-kDnOuJrYVkjigDMQ0HwYJDNS7ZXVso/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h30/h001.pfOxpFkO05X_R66ypYXCAtHGwRdmHBH3wvNYB0CHKTc" target="_blank" rel="noopener noreferrer nofollow"><span>Qwen-Image-3.0</span></a>: New model from Alibaba, the third generation of its foundational image generation model. </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-1ffnN8nMOcwaLV50tgLqURVbH5wIWL0UMQLyQwR72wRj50n-BVEQeJqDxiWku7T3AS7avQ6asT0aeU3J3-MUX-NfFP6IFp5-CrPPestzFrKqiR3icTw5z8-8stFPm5H9s_QeK7_Qqur0XoaOm8NABXdCBWcpRR9C9WVkbgrW4bBEehnM9iFHpYErgoMAhyUSQUhJ95DA9_46RlrTDJDdyjpRdRVWmYkdIeRQcey3Equ2scwWBnFWL2QXHVqFS7BO2T8cNo4aA9DzlWpUIzttLNl61l4XE0_VQDOZ8fi6MkPYodJHt43VW4eI8EMeScImglcPbxP_es/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h31/h001.0cJyA5PrI73RbgPgmDo2dYwuVdPkmT3L4oueTsOWuFs" target="_blank" rel="noopener noreferrer nofollow"><span>Runway Media Router</span></a>: The AI video startup launched a tool that automatically selects the best image, video, or audio generation model. </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-1ffnN8nMOdkpKNRtTeDjXRf9Nx4v9bTVdkHwRAuWOD8KVHWxM6xYV08GwaHrwVkkWb-2hAwKGbH8XVWu2CPb216ZdKqEOJVv6Ezx8F8BNuNqW6Q3E5JJ5oBhfBljCXS3hnJYqAY5_9hmi1V2p_oJwAX3xjjgyyXhHSpIA2KrJTfiBzQHBQsK5y2xr9gLITrBou57Cg_At-wj5EwL1payQrFhhyfHiG3P-uwxkHiP-3de5LD9vt0WTsctqubsjWmUY3t0ZioEFZNnlkjYc636wkRqIaGFK1cHi6tfYTLFDFFQAjoZYDk2Q/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h32/h001.SqACjfJELysHk_2EBO0XljWPIrC2c9wad6xor03dzf8" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT Health</span></a>: OpenAI's health tool is now available to all US users over 18. </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.zp81T0L0y4yTTuayaN7AmnrLNPzFwS1dpkfmU0f5BJkEApf8HFewouCDzy-qgw8WjfxGoGhjBt0lEI2R5t0HdW-oOft9VL9RsXYBw5fhJN3IfCv2ivyxvbOdANto2MBCp2p6UgSNoLG6DgmBj76UX5PRmGOlXdN5cTJpOO-Vvrm7q9MGQu6YwFdPokvHpQFV7Mzn1rZmVsry7fM2Cs3Xgj7TfuTRHKWyX_5QHZFsvW44tC95BXe9DqyN0IJXjJ_7EHFWAbTDQ2E5W2vtC8ij9R18Cp6ywuyMGn6CqRKt7kWXeLEH6ouEWmxhwJcl_rGntiB8yoweI9d4SsxZa-dov71UiRmZb556T9yUIrsNSg5tLmwpuH2c3wqGXdHku8OaMofL8RBbcZyRvF1RLNAZatNLx-VoZQR2zldY1mrDt7qBaPPFxCduPadYTa25666A/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h33/h001.xZkZncwvrwo0Hkygt0Lj4C0vNPAIYvYaA9lM9_KsmmU" target="_blank" rel="noopener noreferrer nofollow"><span>FLUX 3</span></a>: The latest model from Black Forest Labs, capable of generating images, video and audio, as well as use in robotic action. </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-hqfUrdIi31Lz44se2LlBJiZcLlue4vMsykHYQonB8_CvfQ60pUqhfIzHnFUpNU7BRYsSUcu43d1AJB5ii-OI2ZeETmx0UKimQ_LMywQlAW_XWMPyWqkd-S0Ue7AqiR67YaQ2eloBdMy9qQKRlPWrp93SzVVnrz714e6PMjFm8Z7KU_O9kNJnuLje_AvDloIjRHLw7MwpuLyThsSJaEsk2wmNBbhIY0igVrFbVjc_tXvj80721xbSNej1OiuCi6_KEnRJKkElelJbHC7q0m2bBWwQ3frcp4yPfyP9yv0fL93tOc-tGUrzG0hlOVL2yjT5dkvwohuqiNbvHiQBql_4c5-_7qdLO_vPo0anfvWPEeD4F_3lEuM2O3kP7a1P4J8raji5op_XGTCYTgYM4VmQWdYlEniJg9k37iCxEClrBdjGakw_RS9RI1oyY6sS6YsJgQk6O_gWvBg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h34/h001.pOMIdevkc1CLSvNYx8WE1vINWGEPFHL7G0wXtTwLdDw" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini Spark:</span></a> Google expands access to personal AI agent Gemini Spark. </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,width=1920,height=3840/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-w1qZST6l0M48sKI8DOnjTTFt_B6hPOuMeUz6tMLfJ2sOrEVjs2cBhEZWSU4UgxX1V_wzNIOjl23Q5AwQR0Di4_qO-fvu0QNU4_N4A9sljyyYXRXm-J0TQB9QkZ9c-JKKbMZ25Ue7jxo3eV9K9p5HMaXBaStRfXDQhSLTU-WRK-CoZjLttUjghBblelBWyoIJlVV6M5AUzPdqxTGne-6g_sASmCPlxBLOrMwjsTUAFNv9utUPdMqB4mrGRBpI0AKNHXM4xVLrAE1Wu5CjHdyVps/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h35/h001.5-Vk1vQKfVDQcTmFQyYd7cZfp49hTIErvC_WTmFdeS8" target="_blank" rel="noopener noreferrer nofollow"><span>Postman</span></a>: Principal Offensive 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.wZPohD0JH12EksCsbt8ZeCG4HXNLhVGAChhc6sAARazAMv7mszGpZ9Di_3V0IFSo7vbSh3JbKX-E0uBv8gBvKZnSW2th7zC4P2MsID0k7RvgJsrvqb-28HaVreDPfAyu-uvkYfsAhm-7b9UyNyUBzlbejtsBPMkXJ-jSFPllDfx_I082y8CZSN90iSPhT8-tWFFkAbCk6ZmREMUDpyCicfsHoTgootXh6Esvf-K4rwTREVDCFWUZPHv4qp81g4xXoeYB31se5Sf96u5UhNn9xtbihwv_bAEYOGDy8ABqaoNLHGmLJvBOhkqgLo8LkyvTy03jYFOINqZWv6Lt_CqQAHE_8Ez42ZH6pRvyOmsY3PA/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h36/h001.uFH_DYjo09HafE3o24PlgUPZ4QOrlDOEy5YZH1hBylQ" target="_blank" rel="noopener noreferrer nofollow"><span>Google DeepMind</span></a>: Senior Security Engineer, Agentic Red Team </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.sXXnxCzQc4R7kmkfT58w-0tSpIUFbSIVn9kjR3WszapuvzJM5nFC8DlkoQomoj4zxdUnt8PAMr2xp0W3dswikySGxsYmAhVcuJ2kbUvDJeTZuBJ4zlzoVFleI6PIF-vfUhPM2J5DVwlaPwZ6Hcczo6RJI-1MXU9-VrHrGGmPJnBMymNHJXqZjLvDrHQYwQngvonPnNmCXsBhOO9RKhwUgLCUpqDPWt7Ui3joz7p_Lj3mMpu0XAtbb6z-iYWigJd3Ptm3obUObnjcoBs2Rskmr_M0VYY0bjwfsJysZ32-2zCiksGEH0QRq1iZhle2x2DxC2tX6yT6rUm30eGPY147HA/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h37/h001.czB8Y1oKTJ4TzW0K4CB17QcUhgnGFlMjymPbLsUXs8I" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI</span></a>: Agent Post-Training 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.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmYk2e7aEVRYV8FhqSvbn4uHY3mdUmWagdHDv3RyNMovzKYGztOTnLA9lMHIDawuaqK8iBjjl1CQNKGnYmlediGjAQWfKefvKWVALgeVtUAac0qO2HZtVr1g2_rdFsf4kriY0OzFlz4Qu6Tz0K6dySV86Ew68m6G-Ww8DgdVaFhQwCsDoyq6eJHSfv-zdy9R7Ci2Gw_tk4g7Jn84qUKbFuuZcVmaOZegKnUIWDFdRRFj3Ypmr_2-taKGHyX1nGGTd8I21QlM8DpqDrDzjpqP_mjLpfXK_O0QFhYMWAPQ_SwW9Y2ih70MY8YtJKYBafDxJh89h7htBvgnsqtdmN4cCMwrz8w-iYGj8x8rsCAuBsUgM4d00LQRhyTHRluEwLzwX562JO_RHr3vJw98T9aN0qtt26QZI6j97JZOoAvYCfJ6iv1rG_xBfLINERebp-XQ9MvVwLX5li8Zs-rL5gqd9XpqmgBvyEBJ78s8k7s5x-9Z_wvyY1xq5JDWUj5_ak0aLzURK0NZ3gZbx3uYlwlltHcux8PfI2U24folfvipmNthYWgONfIL1ltO3_zoMuz-8KAKR0VAlGtiLvzVXdqE98m3lRe3Al2ZBehUcJGw-jVOdFkwpgDUksK6H7GtwBaC5z2LfaV0qo__iT5-4OoWZsRnSbrt3gMoM_zg0xK50tEp_-nW2TRvbO_S6MAtrOX_RXuzlgPLTqvEVLuPGJGC3DNPXUx6M5PXWVg_ZspQZzP35m_hHd7nBME8CH3YT6usecKGlzZPNyg1w_IFmzN8iuui53VEZ9Te88Fi-Kj0tpWnUInENMa-q8BhBfsm6phOjERHzwCE1YOzIZlOzS0Zerkt5kSI18Fxa1bIiMQaxTRrt27Rl8SZNd8uul9x7CBVzh_p1SYJJ0zdUhEybRRApvI-UYz1H0s7MLbLUx7_BN6B3jnzwCeD1KFB3z4w66CM0kYmoeZpSjRSG325WVFKzIureA8oWLxBVkflr5EjIVWYGnAjGedoBkU3rqShQXDngFm36Tudt7qIMc1vS3H3A3A46AR-gNN5UYRJumuft6DpNJiojl1c_tD-NkYpK08f8arzCvkyS9ANnhn5OCkDS9nb/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h38/h001.XTOVZJiC_uLOjol-GsweZRj810ohyseUQNb-chB6AQQ" target="_blank" rel="noopener noreferrer nofollow"><span>Okta</span></a>: Staff Product 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,width=1920,height=3840/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" 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,width=1920,height=3840/uploads/asset/file/85f8d8bd-c707-4b3e-ab8e-62afbf65df55/AI_or_Not_-_TDV_-_2026.07.23.png?t=1784848636" 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_cPUhnSjjLVn2yuny670sXNWe19TwctlLGBVt52LXpp_uuGEYSl8WgEbao3Wua96UHnld70H1pzAONnW42MXPPCK7eFTyGuFwaOw0duC2Ymar_W1wwRGeF5C5MxdyK9CR2lWOcr_j1o9uu0KKYfYlHoR5Uq0-ZTNhsB26Rl9uZojMIuqhOfDkdBeJfl13H7W6pc1nEhqdlw_a8BG9xuvB-60_6YxmNTUjk2Iq1i7K2QqzWvAdExB259pjXr48kn8UOdTV9JLihq7Ss9x7HPMlicp-IkYT86Hy4wexr359shJW7jdELdiAtSDosq5MVd9yQ8u178ILXHx2mY9bxbUKublXZoCMBwuutnehB4ERF-7qnE1HEzGSQS4kM36Idhg-4Jnj0i8EnHDDRBF9ODOnhd2P6Bmbih3-u2BsvttgZkLPeGtNObQcOK0bmbBVy4n_rfyV6TA-E85cJCanRAtZ2BGP-cb2R7voJqXqDtfYOqaZoYBHPdSP4J97L94NFHxF_vIF1zTru_DupwzUvkDnGMNDZoQE6XeFLNMXcyUf3_sD1CzBmqw7_pbzn2qGPRmIxV6ACo1Jmj4RPK2f0Jfmv2CIv_MjC7sqwleAiMa8dXv7UiSLSi-LaB4-nGI_ZAzuz-tkXJpQNLkZ50xSasBv9bM5y5f5jBajtmlm_aEchOUGS4kkiUHgohUiRSr1TW_NEQiVx1jq1p7xLCyDBpFBYrALCD3LkM2EQP8yEtCd6Xz8APaYR8Usm6Xj9QinhZOAEg9-U5_jY3vCC7xAIT5_bWIjxVuioex1gx9nOWNAtmoZrQst6YDrBt_weO5_zqAgQOPRlXTjqa1zRhHzZYCv38eU8gtz9eyO271FmBE6gUoOZzxvrgrGVsuincRtqcLdwiF4Jr_mAegOPmRJqKU9JNWiZrnPHoLJ3AvVIc/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h39/h001.qzOVH5RzhfE9tgrs6yQF8etZZEa9S7acMBTp9FScpT0">Option A</a></span><span style=""> | </span><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWx2Yr-Iiq-tmP7T1pGc9vc418KvzGo0uVJpvuCrzJy3BwhaHET0jKRO8fF1yXKZaBJi7rxpRUzElH5bD_hpAUDiTFilHyFiIt0qC9tvIbOXvkoVZc8qibWrzDjZyA0EGRlZKoHwKF1ujERZdNlgky-LvJx4nUqp58IiV9ExKXlMhOhWEYwCnsrw1Ev084EwevfaU3tWqaX_PXwF-6GcLC4ZrWq018tH537Xwv4cu2akqMpAEC1seUehistY7HQ2t2gasxbuk0pIMlIs66_IgVwcZCxRWpeaTlVu208a4sympWfgzRYYs_TiHiXtcnKu5mZX627RO8ikSPor6iRVxtSSyTNQtOwEBvdqcoKxrUT7F6yJBPKmcIIPhEiZQkg6xgoYB3AzrFiG7l4CqWb3WpO5NlwsT0-lQYfMUs52X95Nm4dwmdNYfP_in1Bh5XnaJhvrnmojl7JqyqgAl0F0HBPRHMqRJYhOt0DODVNGHy0o2ZTqu21iYwG9AESZRJy2v4_V256cxZM1kDjH58GUzhEOeqSbdwLUdxuTDjBSAMf6U7bCj8tzCPVQ7oGj2CXMhQFqdz24Zo25XpkCVQ75pRj-NAbqp_L20W-Wy1_V2kL8Dl4MYXABv0WG6dTXa0Gol4xH8WJwlMLRpv7I6ytvZnMxB3C3iFweGFCj8k05nzROpiF5QkKlGKDh0drJ6RejcbbqlELIv8QWPMU24cZaOncFoaYG0sKnnq7vgoUCiJgExMo3gLBonxXIEWR1NZ4bXoGlUyHdtiFsilqVXy9-LgfH0bmvtN_PIBpsPLloix-u_ddoNY28l75_k1J9E76y0o1Q2kj4AqEAsDQWL2CtlbgrSrn5IJ7vQ3q1Mm0FD85UE34248VKaVBT68Nrxv4IK3rIJdyR-nWvhtcCdwAiq7ti3DWwJkwfD4tRF8JM8VhKjcrvnARoz529SbdkyqQXiTNVKWRCrlb6WVrANhgHfSHPPCdEtqBV7RBTWyw2A3h-NVaD3eZdq2nDUg4QK-NTHs/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h40/h001.s3CSKu3DaAnu1Ga70pGzi4puKM9nbLhVb_c2bnHYRIs">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%;">Do you think your organization is prepared to handle AI-enabled cyberattacks?</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 (15%)<br>Somewhat (22%)<br>No (53%)<br>Other (10%) </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,width=1920,height=3840/uploads/asset/file/e5b4334a-50c5-4645-a9b3-ccdc2fc56e47/Multi_%2B_sabrina.jpg?t=1784368041" 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,width=1920,height=3840/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVjJxzSH402C8xzYaDT-gbyIm4JhtjYfPwR0Bw1LYhjKLEqfIlnh38nKYqZpj6cQLh3oKBcw27ljnH8sP8XR9AtHqvwfjTf1WcTtgPfA0WL5Pmu39zqWNXInGYEgI2ZkGmrNXzWfUfeZx0Q_oTo2EqHM8PVgQBdPUoeKULYDg67xgzHioe9xxiRD5eWa05U_lCOE0j9CrV91ENEgMhA7l6J4MwQyB-kqJQLR2C_9vYwUcHTo3hL3TbfVDpxy27SLnLubFtrydX6p5HdP0JL8FiP/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h41/h001.GJBkfhT9feKX8ex-in20pfDayGu-HwMCtVojkMsImg0" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/5db5b11f-e647-449a-b3a4-3d66ce2fa257/Real.png?t=1784848382" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVjJxzSH402C8xzYaDT-gbyIm4JhtjYfPwR0Bw1LYhjKLEqfIlnh38nKYqZpj6cQLh3oKBcw27ljnH8sP8XR9AtHqvwfjTf1WcTtgPfA0WL5Pmu39zqWNXInGYEgI2ZkGmrNXzWfUfeZx0Q_oTo2EqHM8PVgQBdPUoeKULYDg67xgzHioe9xxiRD5eWa05U_lCOE0j9CrV91ENEgMhA7l6JU80i67rs49wM2AtUVvMklVvTBNWUT_oQA_-M5YMbhzgukvPiqBCF3No_ehMo4UuW/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h42/h001.yEZss9zhjf4yqDlNh7DdBNIyb8J4XT5lTHBwrL_4hG0" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVjJxzSH402C8xzYaDT-gbyIm4JhtjYfPwR0Bw1LYhjKLEqfIlnh38nKYqZpj6cQLh3oKBcw27ljnH8sP8XR9AtHqvwfjTf1WcTtgPfA0WL5Pmu39zqWNXInGYEgI2ZkGmrNXzWfUfeZx0Q_oTo2EqHM8PVgQBdPUoeKULYDg67xgzHioe9xxiRD5eWa05U_lCOE0j9CrV91ENEgMhA7l6JeqPu5HPOqKzpbuPMvl2dmdeYSr26oMa9gnh3sifF1IvgLb6V9yOQdMyWas6lqvzn/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h43/h001.hsmn7Te44d6Kp8RlJwsC86e4a4olZDjqY2LevgKlEks" 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%;"><span style="background-color:rgb(255, 255, 255);">“Pear is upside down. Only parts of ribbon on hat visible whereas on the other photo, shows fully and perfectly.”</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“The cut ends of the wicker at the base of the handles and the imperfect pattern in the center of the hat confirmed the real photo.”<br><br>“I tried to decide which fruit to focus on the and shape of the red grapes and the light on them, and [in this image] they looked imperfectly normal.” </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/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Ol-CJvQCnGRsfE3MHEHLVpfmV5VkeQV-60FmejcEl_v728sZWfMN48Pv2qIA6CxP5yXN5f68tPihTum_U6SzVkhUQHMcVsfqA27_JIC8wc5Y0obzj0rjp9_A4fDZJQ4EDud0KgYNXIXuTPmWyByG_l9Enq2bpmMGye4-QKWjxW4WWxiQYY354QEqLP3KBsiJqrVD7qChvkXNHqpZEKv0qSqAnvS5vbcLukywE1DEeiKU9I29n5CT_245gGSQfpTcVQ/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h44/h001.Oj8SAaApxT3180rUHMBh8LMsDun0TWaSRpf5OrPVDNQ" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/71ccfdb5-c339-4fd2-8d64-c82730ab7a41/Fake.png?t=1784848401" 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/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Ol-CJvQCnGRsfE3MHEHLVpfmV5VkeQV-60FmejcEl_v728sZWfMN48Pv2qIA6CxP5yXN5f68tPihTum_U6SzVkhUQHMcVsfqA27_JIC8wc5Y0obzj0rjp9_A4fDZJQ4EDud0KgYNXIXuTPmWyByG_l9Enq2bpmMGye4-QKWjxW4WWxiQYY354QEqLP3KBsiJqqhBT_sBcXrECpSm2ow3nXSQwAaV7x1yEzSZzYDljwP5KJWuFKy2UPz3E1pU9ppmkk/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h45/h001.yITXMS3Tt6LRocw8AjzDBo4f0pYc6DDdXCnp0BfPUO0" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Ol-CJvQCnGRsfE3MHEHLVpfmV5VkeQV-60FmejcEl_v728sZWfMN48Pv2qIA6CxP5yXN5f68tPihTum_U6SzVkhUQHMcVsfqA27_JIC8wc5Y0obzj0rjp9_A4fDZJQ4EDud0KgYNXIXuTPmWyByG_l9Enq2bpmMGye4-QKWjxW4WWxiQYY354QEqLP3KBsiJqpTNN1cwHxEALgwjurZy4pukrczFLXn56Lmg-j_nt08S30a5WxqACVeHvg_Txp3zhg/4sl/fBt3zwlbT1KIVkALZMJ3Aw/h46/h001.Kg6922pK8aMYwvqCY4KSVOhrnRtMQncQGxiBskyd8Zs" 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%;"><span style="background-color:rgb(255, 255, 255);">“What gave it away was the smudge of color at the top of the pear in [this image] that didn't stop at the edge, and the light reflections on the grapes.”</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:rgb(255, 255, 255);">“AI can create things that are beyond a natural setting but not realistic in the setting that most people don’t or have the means to create.”</span><br><br>“The contrast of colors is too stark. The fruits and the hat are too finely defined with all the spots and stripes.” </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,width=1920,height=3840/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" 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Follow image link: (https://www.ibm.com/think/insights/tokenmaxxing-dead-long-live-valuemaxxing?utm_content=PVLWW&p1=Newsletter&p2=%25epid!&p3=%ecid)
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**Welcome back.** The best AI users may be the ones who challenge it. New research found that workers who questioned and refined AI outputs outperformed those who simply delegated. Meanwhile, OpenAI and Anthropic are pushing voice as the next interface for making AI feel more natural and useful, especially as agents take on more complex tasks.. AMD’s Venice chips arrive at a pivotal moment, as agentic workloads drive demand for CPUs, efficiency, and lowering the cost of compute. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1.AMD’s Venice chips arrive for the agent boom
## 2.Why the AI voice race is really about adoption
## 3.The best AI users don't outsource thinking
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HARDWARE
# AMD’s Venice chips reshape the AI compute race
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Follow image link: (https://www.thedeepview.com/articles/amd-s-venice-chips-arrive-for-the-agent-boom)
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AMD's comeback story keeps getting stronger, and it couldn't come at a better time for an AI industry struggling to meet out-of-control demand for compute.
On Thursday, AMD unveiled its next-generation "Venice" CPUs, officially dubbed the [EPYC](https://www.amd.com/en/products/processors/server/epyc.html) 9006 Series. It's a whole family of products aimed at matching the right CPU with the right workloads. These server CPUs are especially aimed at AI agents and high-performance computing (HPC).
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bd8e7e2d-9ef2-4eac-83ba-f6e527b73d3a/8d0ce4b29f9ecebc6de7d80d4cb59f06fa348eb3-2028x1141.jpg?t=1784876369)
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The AI industry is paying attention to what Venice will mean for agents, which have exploded in popularity this year and deepened the compute crisis by massively increasing demand for infrastructure. [Research](https://arxiv.org/abs/2604.22750) has shown that agents can consume 1,000x more tokens than standard chatbot queries.
And while large language models and chatbots rely heavily on GPUs, where Nvidia is the clear market leader, agentic workloads lean much more on CPUs for orchestration, feeding GPUs, and powering the enterprise services and tools that agents use to get work done.
And in server CPUs, AMD rose to 46% market share of x86 server revenue and 33% of unit shipments in Q1 2026, [according to Mercury Research](https://www.tomshardware.com/pc-components/cpus/amd-reaches-46-percent-of-server-x86-cpu-revenue-intel-still-controls-70-percent-of-the-consumer-pc-market-share). That's a continuation of its remarkable decade-long comeback story under CEO Lisa Su. Su, who became CEO in 2014, decided in 2017 that AMD needed to re-enter the server CPU market and make it a top priority. At that point, its market share had fallen to 0%. So approaching 50% nine years later speaks to how well the market has responded to the quality of its products.
"I'm very happy to say Venice is in full production," AMD CEO Lisa Su announced on Thursday at the keynote of its Advancing AI event in San Francisco. "Customer demand is incredible. It's the strongest we've ever seen for a new EPYC generation. We're seeing every major server OEM and every major cloud provider on track to begin rolling out in the fourth quarter, as we start with the broadest EPYC launch we've ever had."
The performance of Venice has even surprised AMD, which found that the high-end version of its chip offers 2.2x the performance per core than Nvidia's comparable Vera processor. That kind of power and efficiency will be welcomed by hyperscalers and neoscalers looking to boost performance and/or reduce the cost of their [intelligence-per-watt](https://www.intelligence-per-watt.ai/).
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/566205ad-ccd7-4bde-a641-e4137545e2f5/acceadd245efa383eaf565e1ef7699e655c4f967-2720x1496.png?t=1784876369)
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While [AMD now offers Helios](https://www.thedeepview.com/articles/nvidia-s-grip-on-the-most-advanced-ai-loosens) as a full rack-scale AI system to match Nvidia's industry-leading Grace Blackwell and Vera Rubin racks, the reality is that many server rooms and cloud providers go with best-of-breed options for AI by running AMD CPUs and Nvidia GPUs. That includes leading hyperscalers AWS, Microsoft Azure, and Oracle and neoscaler Lambda.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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Make no mistake, Nvidia remains the dominant player in AI accelerators with 90% market share, because those are still mostly focused on GPUs. And Nvidia will likely remain the leader there for years to come. But AI workloads are transforming with the rise of agents, which will foundationally shift the compute and infrastructure needed to power AI. The voracious demand for compute shows no sign of slowing down, but the industry is becoming [much more conscious about efficiency and cost](https://www.thedeepview.com/articles/why-ai-s-tokenmaxxing-obsession-ran-out-of-steam). The pressure will continue to be on companies like AMD and Nvidia to deliver breakthroughs in performance while lowering the cost of intelligence-per-watt. The other thing to keep an eye on is how AMD's more open ecosystem play (ROCm) will continue to contrast with Nvidia's vertical integration (CUDA) to attract different players and partners, and what that part of the rivalry will mean for the shape of the AI ecosystem as it evolves.
_**Disclaimer**__: Jason Hiner's travel to AMD's Advancing AI 2026 event was paid for by AMD. The Deep View's coverage is editorially independent from the companies we cover._
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566) [Jason Hiner, Editor-in-Chief]
Follow image link: (https://www.thedeepview.com/author/jason-hiner)
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TOGETHER WITH IBM
# What comes after tokenmaxxing?
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7cee6590-1591-4b8a-a6bb-bda381856281/The-Deep-View-July-24-1920x1080.png?t=1784741073)
Follow image link: (https://www.ibm.com/think/insights/tokenmaxxing-dead-long-live-valuemaxxing?utm_content=PVLWW&p1=Newsletter&p2=%25epid!&p3=%ecid)
Caption:
AI adoption once centered on tokenmaxxing, with organizations driving more usage across development teams. But many are discovering that activity alone does not guarantee results.
Enter valuemaxxing, a shift toward measuring AI outcomes, including fast delivery, code quality, reduced rework and business impact.
Discover why maximizing value is becoming more important than maximizing usage.
[Read the full article](https://www.ibm.com/think/insights/tokenmaxxing-dead-long-live-valuemaxxing?utm_content=PVLWW&p1=Newsletter&p2=%25epid!&p3=%ecid)
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PRODUCTS
# Why the AI voice race is really about adoption
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Follow image link: (https://www.thedeepview.com/articles/why-the-ai-voice-race-is-really-about-adoption)
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AI's two hottest labs are betting that voice is going to make AI better and easier to use for a lot more people.
On Thursday, both Anthropic and OpenAI launched updates to their voice AI tools, allowing users more control over their models through speaking. Both updates allow AI systems to integrate more deeply into a user's context, enabling more complex task handling through free-flowing conversations.
Here's the breakdown:
* OpenAI announced that GPT-Live, its AI voice model that powers ChatGPT Voice, is now available in the ChatGPT desktop app, allowing it to work with agents via ChatGPT Work and Codex. This lets users direct agents to take actions across their computers and on the web using just their voice, including instructing agents to start and carry out multiple tasks. The update gives ChatGPT Voice access to plugins, files, app shots and computer use, giving it a better understanding of a user's context.
* Anthropic's update brings [Claude's voice mode](https://claude.com/blog/think-through-hard-problems-in-voice-mode) to three different levels of models: Haiku for simple tasks, and Opus and Sonnet for harder problem-solving. Users can also now connect their voice capabilities to apps like Gmail and Slack, giving it more context for better task completion, and it's available in a wider array of languages.
These updates are only the latest signal that voice is becoming one of AI's next growth areas as speech detection models shift the way that people work. OpenAI made this clear with its [launch of Codex Micro](https://www.youtube.com/watch?v=m8uUUUsMD3Y), a miniature keyboard built for vibe coding that's controlled primarily via voice commands.
And rumblings of this shift had already begun earlier this year at CES, where a large pool of startups showed off [AI voice companions](https://www.thedeepview.com/articles/audio-ai-emerges-as-new-ces-theme), from voice-powered earbuds to rings to hands-free, voice-controlled manufacturing use cases.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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The name of the game in getting people to adopt any new tech is seamlessness. This is exactly why Anthropic, OpenAI and other startups are leaning into voice. It's a technology that can pick up and make sense of your streams of consciousness throughout the workday, and that could become incredibly valuable to almost any user. Getting as many people as possible to adopt AI into their day-to-day lives is critical for OpenAI and Anthropic to shepherd the AI transformation they have promised, as well as meet revenue goals ahead of two of the most high-profile IPOs in tech history. However, the seamlessness strategy only works if their voice AI is actually seamless. If not, it may have the opposite effect of what they intended, frustrating and turning off more users, as Apple has learned during its rocky history with Siri.
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 GRANOLA
# The best AI notetaker is the one you barely notice
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b79b7459-1929-4d15-bb0f-ef1d26283b5a/GranolaConceptualAiShould011920x1080.png?t=1784837268)
Follow image link: (https://go.granola.ai/the-deep-view?utm_source=affiliate&utm_medium=email&utm_campaign=deep-view)
Caption:
Most AI meeting tools are too visible: bots join your calls, notifications interrupt you, and afterwards you're left with a pile of transcripts.
Granola was built differently. It's an AI notepad that stays in the background so you can stay present in the meeting. You write down what matters, and Granola quietly captures the rest, turning the conversation into summaries, next steps, and context you can actually use.
You can even chat with your notes to write follow-up emails, prep for other meetings, or turn conversations into actions. Giving you, not your bot, a little boost.
[Try Granola free for a month with code THE100OFF.](https://go.granola.ai/the-deep-view?utm_source=affiliate&utm_medium=email&utm_campaign=deep-view)
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WORKFORCE
# The best AI users don't outsource thinking
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ebbb33fc-895c-40bf-b8f6-afacd9035478/thedeepview_A_cinematic_editorial_photograph_of_a_modern_know_14130c4d-97a7-4ae2-a3eb-4c1a51f64355_0.png?t=1784847942)
Follow image link: (https://www.thedeepview.com/articles/the-best-ai-users-don-t-outsource-thinking)
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AI doesn't automatically translate into better work. But using it intentionally can.
A new [study](https://hbr.org/2026/07/research-why-some-junior-employees-work-well-with-ai-and-others-dont?ab=HP-hero-latest-1) between KPMG and the University of Texas at Austin found that early-career professionals produced the strongest results when they treated AI as a thinking partner, rather than simply outsourcing work to it. Researchers found that workers who used AI to interrogate their work, challenge assumptions, and iterate on results outperformed AI on its own, revealing the limitations of passive AI usage.
Researchers gave 523 early-career professionals access to an AI agent and asked them to complete role-specific tasks. They then evaluated participants based on both the quality of their work and how they interacted with the AI system, comparing their performance against the AI's standalone output.
* The researchers identified three distinct approaches to using AI. Half of the participants were classified as "AI amplifiers," who actively steered AI throughout the task. As a group, they produced work that outperformed the AI baseline.
* The other two groups saw weaker results. "AI delegators," who accepted AI's suggestions with little scrutiny, performed about as well as the AI working alone. "AI apprentices," who engaged critically with AI but often redirected it toward weaker answers, scored below the AI baseline.
* The findings suggest that foundational skills, defined in the study as critical thinking, domain knowledge, and AI literacy, remain essential to effective workplaces. But they aren't what separates the highest performers.
"We weren't simply looking for people who knew how to use AI," Ashish Agarwal, professor at The University of Texas at Austin and co-author of the study, said in a [release](https://kpmg.com/us/en/media/news/shaping-early-career-success-in-the-age-of-ai.html). "We wanted to understand what enables some individuals to consistently create value beyond what AI can produce on its own."
Workers who paired those skills with deliberate AI collaboration consistently produced the strongest results. It’s a takeaway that researchers suggest companies must consider if they’re looking to reap the benefits of AI.
"This is the most AI-native generation entering the workforce," Rahsaan Shears, who leads AI enterprise transformation at KPMG US, said in the release. "If fluency with the tools isn't what sets the top performers apart, that tells us something about our entire workforce."
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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Using AI with deliberate intention may be what separates quality work from slop. As companies increasingly mandate employees use AI to boost productivity, emerging research suggests the technology can backfire when used poorly. In some cases, AI is creating extra work as employees teach themselves how to use it and spend additional time correcting inaccurate or incomplete outputs. At the same time, some workers are becoming overreliant on AI to complete tasks, raising concerns about deskilling and the erosion of critical thinking and human judgment. It's difficult to pinpoint the threshold that constitutes responsible AI use. But if companies insist employees incorporate AI into their work, they must be equally invested in helping them use it well. That means developing training that strengthens the human skills that make AI most effective.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ad666d41-bade-43e3-aa4b-b583ba5ac227/Frame_1410104612.png?t=1767841494) [Aaron Mok]
Follow image link: (https://www.thedeepview.com/author/aaron-mok)
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LINKS
View image: (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)
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* Defense department signs [10-year deal with Oracle worth $7 billion](https://www.cnbc.com/2026/07/23/oracle-wins-10-year-pentagon-software-contract-worth-up-to-7-billion.html)
* AI hardware startup Etched raises [$300 million at $10.3 billion valuation](https://www.globenewswire.com/news-release/2026/07/23/3332366/0/en/etched-raises-300m-at-a-10-3b-valuation-to-scale-production-of-frontier-scale-inference-hardware.html)
* Yelp, ChatGPT [partner to surface local, real-time reviews](https://www.axios.com/2026/07/23/yelp-reviews-chatgpt-geo-partnership)
* Cognition [acquires Interaction, the makers of agent](https://cognition.com/blog/interaction) software Poke
* Microsoft [nixes OpenAI's image models for its own](https://www.bloomberg.com/news/articles/2026-07-23/microsoft-replacing-openai-image-ai-models-in-powerpoint-bing) in PowerPoint, Bing
* Samsung's foldable phones [bet that AI can push the form factor](https://www.thedeepview.com/articles/samsung-s-new-foldables-bring-more-ai-to-the-fold)
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
Caption:
* [Qwen-Image-3.0](https://x.com/Alibaba_Qwen/status/2079906336381509659): New model from Alibaba, the third generation of its foundational image generation model.
* [Runway Media Router](https://techcrunch.com/2026/07/23/runway-bets-on-ai-model-routing-as-generative-media-gets-crowded/): The AI video startup launched a tool that automatically selects the best image, video, or audio generation model.
* [ChatGPT Health](https://techcrunch.com/2026/07/23/openai-makes-chatgpt-health-available-to-all-u-s-users/): OpenAI's health tool is now available to all US users over 18.
* [FLUX 3](https://venturebeat.com/technology/black-forest-labs-launches-flux-3-capable-of-generating-images-and-20-second-video-with-audio-but-in-limited-release-to-start): The latest model from Black Forest Labs, capable of generating images, video and audio, as well as use in robotic action.
* [Gemini Spark:](https://gemini.google/overview/agent/spark/?utm_source=sem&utm_medium=paid-media&utm_campaign=spark_sem&gclsrc=aw.ds&gad_source=1&gad_campaignid=23230139705&gbraid=0AAAAApk5BhmHyZGO0VayUbLgoNfP0qQHr&gclid=CjwKCAjw6rfSBhAqEiwA_yocpmGavtLfGjUSTyRNpcCwS_sgznIeCxLGLTPdsHb8fqXDwcaDlpSw6BoCGuwQAvD_BwE) Google expands access to personal AI agent Gemini Spark.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966)
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* [Postman](https://job-boards.greenhouse.io/postman/jobs/7721349003): Principal Offensive Security Engineer
* [Google DeepMind](https://www.google.com/about/careers/applications/jobs/results/139489025168679622-senior-security-engineer): Senior Security Engineer, Agentic Red Team
* [OpenAI](https://jobs.ashbyhq.com/openai/4acc3515-887f-4bc9-8c2a-00f36ae480c3/application): Agent Post-Training Research
* [Okta](https://www.linkedin.com/jobs/view/4434588694/?alternateChannel=search&eBP=CwEAAAGfj8LPfQngj5hAeEf8r4L7bbRyghyBmlM79u8XXY9TeawOxxMG2v3J_sxw9z1owH1sBSvB7LahFLmM_GWzSvABeQJpXljX1zycydVu5IZA5zbGZnOZVqxlXHF6xnPw2KmQ5KxaCWS25qmeKEIf3XvbonvXVeXvt10Ut6VLWs3jvtrXd5n-6x0X45mAuqo15WjaYpOZZ2LIbHJgAW0vT3g-YTWBZvAWgmj9vKvbGQVcOiVP_zfbaM-I9B2z5F1oMvSwFsbSZOXhn13aQrWgn5xMrK5HDSNvz5bhjhbkQJ3LdLanyXLR4wEf_0rnBk8YYpD8AzmmH0qrHxDNBAdSjHiqVMbccjUjycsueQQeJQPYzwa8ldOlSJ5Rbr459Iu0KkmDYIU4h2GqAYqGXb-ZurrxsxScylfXmWhOEUMnWV7oiZ0rYdoZBy5QHHwrjpCWeYwA2-ksuXKP8hNaOEk11mjZcKEgKOSbT_Ca&trk=d_flagship3_job_collections_discovery_landing&refId=4Dpeq6nNZJQGFdEWf5SvbQ%3D%3D&trackingId=3V%2B%2BJGInfZtJ9ulXXWC4aA%3D%3D): Staff Product Security Engineer
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GAMES
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POLL RESULTS
## Do you think your organization is prepared to handle AI-enabled cyberattacks?
Yes (15%)
Somewhat (22%)
No (53%)
Other (10%)
----------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/red-apples-in-brown-woven-basket-B03lGNvTxGs)
Caption: [Link to the original](https://unsplash.com/photos/red-apples-in-brown-woven-basket-B03lGNvTxGs)
==“Pear is upside down. Only parts of ribbon on hat visible whereas on the other photo, shows fully and perfectly.”==
“The cut ends of the wicker at the base of the handles and the imperfect pattern in the center of the hat confirmed the real photo.”
“I tried to decide which fruit to focus on the and shape of the red grapes and the light on them, and [in this image] they looked imperfectly normal.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/71ccfdb5-c339-4fd2-8d64-c82730ab7a41/Fake.png?t=1784848401)
Follow image link: (https://chatgpt.com/s/m_6a613cc6d8a88191a664fc4290ea335c)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a613cc6d8a88191a664fc4290ea335c)
==“What gave it away was the smudge of color at the top of the pear in [this image] that didn't stop at the edge, and the light reflections on the grapes.”==
==“AI can create things that are beyond a natural setting but not realistic in the setting that most people don’t or have the means to create.”==
“The contrast of colors is too stark. The fruits and the hat are too finely defined with all the spots and stripes.”
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Follow image link: (https://tdv.transistor.fm/)
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If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us here.
GET IN TOUCH WITH US HERE (https://www.passionfroot.me/the-deep-view)
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Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!