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From: "The Deep View" <newsletter@...
To: [email protected]
Date: Mon, 08 Jun 2026 12:35:55 GMT
Subject: ⚙️ Self-improving agents are AI's next act
To: [email protected]
Date: Mon, 08 Jun 2026 12:35:55 GMT
Subject: ⚙️ Self-improving agents are AI's next act
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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: Generalist raises $400 million for physical AGI  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> June 08, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYW2MHw2ToO-bB6fDtmsnSQDu2xmKsM3K9KANniYWKusewCLZ1VdFl1swJmW0di3-yHaCRYuNxLkjGXh3lDdr8DVA2aFYXPwyYvELx9ZA3vEZkwtXlKEZbtc1lZtvNIQs89szvTDC5z8q9r-tewpN7Stfxhy04jY0knG50uF9_NF3nfoapZD6tEVoUfDaRYZq_9ktJfgaOtnIAAYUK7DgGSO9kZxr3x99uaELXdadTQiYV0KsZnT7nGwMPhASqTDs15O7uvmw_QqGPQ6XakjnbmFSywPuohq_W4_oFLeQxXffBVhLauaSd72hxOsQKzmKxFsKl5cjK2pgDf24sYy71wvT29mgj0rC55PNrGtolPNVSpr9jsDuZI97vO8IzZVEps8Kd0GBJAoUCCPjkVkbho8RTNUNJeVBx87t4qKdL--18YNAZDEVqYonlfy_eF9ie0OgvmC-4PHxmg9D6AkaZxdhfrPZBPP7V2mN8hxY1_rljpQKpw_UFbdE-j12eYcBGk4v3ip1R-eAKXRr9G4qMBsM7yq05rPGAnUaqPj2UKmRYZzB9gM1oNTDFc08Inhh7rR1WYd3s9WX_tYSg1GYJpLt1Cia6xSVeAFqiUcdnjc1mBuyyvUNSzgVJGtlqwlVnQiw9xdNZ_Lso13agTvVvyzKh--HM_Az751oyNvdhb_q1Nhy7ujJGXwG2b20pegvRqjptLDzXaCXz5Zwe3DWJd9HHqv88zP4yhZ0pLtqXx_puMPeIyALSHP13bxD8OkVWY/4rb/WIEHlm-IRdqnl6MPABsp2A/h0/h001.Dw-XiRG3caeQ_2JifkV3KmqvUksyfq5Lu4kpE3PQNl0">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/4rb/WIEHlm-IRdqnl6MPABsp2A/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ac408a4f-87db-4436-8940-e85d39901c73/BANNER.jpg?t=1780896120" 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:356px;"><a href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfOjU8wOwwZmBs-7kRVSqictJoGxPH_Bc5itICWuGR0VVPFSxah7VooBdx_t-VDSWq7hjYK0O9AaDSquHh3xjHbVkWPfphYH1iZfdwnQZhmHyfhO_bg0vmyhmWMF8IQVcYg3fMKw_pwBpnQEU83GrHMQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h1/h001.ltT8Z8IaM4lsCJQ4_EO0y-qsgVJxhi1Aw8_-Uh30MjU" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f5da0c40-1c8a-42e4-9415-bd88b6a35802/image.png?t=1780824086" alt="" height="auto" width="356" 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> A fascinating project powered by OpenAI forward-deployed engineers offers a glimpse of what may come after today's AI agents: systems that learn from their mistakes and steadily improve their own workflows. We also examine how physical AI is moving from sci-fi to the next platform race, and the stakes are bigger than robots that can fold laundry. And at WWDC 2026 on Monday, Apple gets another chance to prove it can reimagine Siri for the age of generative AI. The bigger question is whether Apple will catch up or differentiate. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6Tsx2_NxWEkEZLgEg0e-p1gx2VAd4ylFvUx2_Km4ZxmZ6JhZD-IXyjBLRt0G6o67yXRgsNe2k-v0DTIu7ont-fw8FKwaQlnQqor2Y9J1EgvM7yaHmjSErRFEUYupXVgWX2Q/4rb/WIEHlm-IRdqnl6MPABsp2A/h2/h001.yqnKruwssmkZObR7vMbwVE_omoOiTGqBxKHc-nEoKdA" 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="1-4-big-questions-for-apples-ai-pro" 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> 4 big questions for Apple's AI prove-it moment</h2></td></tr><tr><td id="2-selfimproving-agents-are-a-is-nex" 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> Self-improving agents are AI's next act</h2></td></tr><tr><td id="3-can-opensource-robotics-win-the-p" 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> Can open-source robotics win the physical AGI race?</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;">CONSUMER</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">4 big questions to watch at Apple WWDC 2026</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEw6xyAAJQvGA-pfikArtBg34pK4UYHezeXLM5-9pi7WWezyJEupiAMQ5PO9s2vpuRhi-gRjcWqtJZRVLsFOuivYjo_3YpYBbC2Hwmf4ScYX7iRuQSEddT4SRA1HWybQkDl1wzF7Hn6JRTchg4wTKVvCoUKIRETftM7HlzTy8lBqhsytcu9JDp_MWX7__vSVwsQn4WPCvVtx1Z7OfKq9_L8IMkvsbxk2uK5JmOmHDKt9ONRp2AQ3QdqEjSLYJN2LlCBhLdJ3ivD6vVF9hvLdohqf31aC4-sIXGKnUgjQxdGmA/4rb/WIEHlm-IRdqnl6MPABsp2A/h3/h001.Oh0wN-w5X20RgImI66mspJHnuRckGkLJ39viKENSGKg" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f5c6b0ea-0d6e-4fe2-8a85-af98f437438a/2f1ba1bea9c2f682a40b92ffc0c57cf3a0093fd5-1536x768_copy.png?t=1780858616" 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%;"> Okay, Apple, let's try this again. </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 company had its big AI reveal two years ago at WWDC 2024, but it got too far over its skis. It announced a slew of AI products and features that were delayed, never came to market, or were disappointing. </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 Monday, at <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.ljxaHJcuNf45qr3fbssaWu3veLXAAW-cU7aCQqdbLtpL2MvqH4GjSR6bsHFRC9rSOXxxEMGrPvNB7HyVjUDd4QpCb4APe4bUHU_1VRm-fUiD3Ra2goEpzVf2QC-s7ZiTk8fpzwKts3l_YdiNp-fIK6hSVihEarr3d5zYt7fSuyLUPoEkYpiobNLS_-0tasj5KSH985N-63ePUPJm2Z3fQ2exofijbsVbTWs9sz54uK4MLKpw0MvVwaHcjrT44UrsFX9bFkWqsYI_XXvJsLrYfQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h4/h001.Azkypt4-Kt-lwZ9Fd4-LwPsYUOU1-rNlXPELE-mmUcI" target="_blank" rel="noopener noreferrer nofollow"><span>the keynote for WWDC 2026</span></a>, we're going to hear Apple's new vision for integrating AI into the iPhone and the rest of the Apple ecosystem. This time we expect to hear about features that are much more fully baked, including the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHSHVAAEP1S9R_SazdlvTQXNxC7ZeAGJ99HjQYX75wYbT4z2aSSPaumwubS67E4jtuBMwfCcvwGoTUMBJk4hifJTOaykG3UMZydFrnjzXAH2EzUBKnp6JTnpfFgFQXYA4BdAysK1i4uBUIvwP2k6FKSrWtAFU2WgTI3c_WQ4pC0q8Gpho4LQHQ75QKx-ulilc-N5tUr6jRXFzNEPIeRORiULnVa7I6mISCewzZRn1ltts4pWYMVkBtbnPcjwvpjwbZ1juuW8fZ03YzvuqQoTwLi-TsLuqKhPbEV5IJI0vXoSA/4rb/WIEHlm-IRdqnl6MPABsp2A/h5/h001.oTd8QgkUILIVFJEz8nbqyeX9ITK5MuUsfqyn9BX_xSE" target="_blank" rel="noopener noreferrer nofollow"><span>long-awaited transformation of Siri</span></a>. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Apple's AI reboot comes almost a year after CEO Tim Cook <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReYakS505ek8ugv5AuzAQsXIgxs1kW6pN2reLSn-3EYlBTkwMoNzvzE-8V7xvZr3-f8CPLo_L3NjkhvLECgRods-ZZToICFxdlO98YRzpZMnT52x46zRbA8FboTWfcCZbdS0HI1Vw16cFAV9sEo5f1sSSIAOVjzZNcDds-LuoWzfGwKO6r0OYJ1qyVWJOgkT9ojo7ou_ONZcaNj2vaWPRCoJaT1eKj1HfVPA7nJe6zy72Cl8iBbhD8sWknB5qM5ojkvUXFvrYzwyZ-jvxpTfbs_NlvstYQ8E--yS8JvwgPZ52yYW8I0juh-Iqf8FkiH2DxDfiBP-TH6829tBjMyDOFtH/4rb/WIEHlm-IRdqnl6MPABsp2A/h6/h001.on_3aIOd09GB3b_ZKqkpCgPd45YJCSrKad53HWpwKkE" target="_blank" rel="noopener noreferrer nofollow"><span>rallied the company</span></a> around playing a key role in the AI revolution, calling it "as big or bigger" as the internet and smartphones. "Apple must do this. Apple will do this. This is ours to grab. We will make the investment to do it," Cook told Apple employees at an all-hands meeting in August 2025, according to Bloomberg sources. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> With Apple's AI trajectory on the line, here are the biggest questions to track at WWDC: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Can Siri meet heightened expectations?</b></span> Siri needs to become nearly as capable as ChatGPT and Claude and it needs to emerge as a standalone app that you can chat with. Turning Siri into an app that's highly usable and easy to navigate is Apple's bread and butter, and it's the best way for Apple to distinguish itself. But that will only be possible if Siri works as well as the leading chatbots on the market. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHSHVAAEP1S9R_SazdlvTQXd5XO3uRUw3FQGPyWcqQzu8q2o0WOVrlTVSrntVXMNbfBY0oczkvs-bTY2CWHQSlMYmyZsndn1cEqFY23e9P32zoe7tg_HWJYzl0a2qpnFDwr3Xyb2_RcucqRT7H_GdPzjnoF547PPnNkQtUDPfgnxi3yT9UosjGEt0cjpDuBfMwSqz9RdovRt7-pg2u-DPfBL6hywa6eY_o7dX1zaKFQC2x8HpwB7ismFuRMX5RpQ_rpIPOhNM6woS-BtfJXo9w7-Y1TwK3FhWrmLRypICNB3Q/4rb/WIEHlm-IRdqnl6MPABsp2A/h7/h001.E1U0dUKSsNm580sfSmv5G3dD9WA4_Lda8QY0phgbRMU" target="_blank" rel="noopener noreferrer nofollow"><span>Apple has enlisted Google Gemini</span></a> to power the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.ljxaHJcuNf45qr3fbssaWu3veLXAAW-cU7aCQqdbLtplF3HRPkZyA7sS70UmJe4t-WxgOZ82dzHn2sJGdsAj3MjLMYT2gqV4eVCYn5OsbqhSqs-AfX0W2yD4NoyICnoSz-37V5P6ooMmDNhLUsqSXzXybzzf8OFMmcgSmn39nDAnGu5HOjVCsDx_lX_NqSvaDkU2gqZx_LoVdkNENxPItWaW9KoROPY_5hDKJ-J4NhX5jE8JY_F2g5ZBOsR0Ed59616wAXNg2RfyoVvYSAxUSDHlonMfS2GSdhKJBp1hYIo/4rb/WIEHlm-IRdqnl6MPABsp2A/h8/h001.CXXvuOIZ5Jm_quxqX2lPciAc1XgBP57gtN09PWt_iyY" target="_blank" rel="noopener noreferrer nofollow"><span>Apple Foundation Models</span></a> that run Siri. Let's see if Siri merely catches up to what everyone else is doing or if it launches any truly unique features. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Where do Google, OpenAI, and Anthropic fit in?</b></span> By not making its own frontier models, Apple has the opportunity to play a role similar to Perplexity where it can use models from multiple labs and orchestrate which model is the best to use based on the user's question or task. We already know Apple is partnering with Google and OpenAI, the big question is whether Anthropic models will join the party. Based on <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hKyibKVNagT0oBw7Ys2QodZbMVALOpMG2EACbheuiZQ909lo0A6Fa2DEvINr3XE4s652gc2VD8EV0S1yaJ0AGAbNVtFdEg9HBPoTv5hur0rOFiB1DaK3mY56_xlQlN60kc9elE0pXqbM2G_FEAtxt3JEhmwU_WvohgzEE_tyrbZH7dPV7RaVaWhBhgaW3ZXSBGg4523rZgxzScHl_zwZTGUdEuPztgA-onkgLokEQaKRpRwrqEDhMVdhPIAtueVt0AHAxsTF-SWK_lMJ1fQ9CsE/4rb/WIEHlm-IRdqnl6MPABsp2A/h9/h001.-ynKRe7lDjDJe3lpXTTTTZEbpvmANnEnz28EfGQQV4o" target="_blank" rel="noopener noreferrer nofollow"><span>this tweet</span></a>, it looks likely. Will they all have equal footing inside the new Siri? Let's see how that plays out. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>How will Apple integrate agents?</b></span> Apple catching up on chatbots is one thing, but the AI industry is rapidly moving away from chatbots and embracing AI agents as the next stage of AI. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeNQV17bivccHNL4Xm_RyIenGFY_V1gMzPU-14RE4YSUVIW_Vqy5DlfGwENUAFm6VCU8qQxiVCkg4-9pAYTdnipY3Q1zd-Bb0szVf7lOE9t0HtfnoCzVmBJi76JuYNlNrBcNIhmIRvm67QXzu1beZHNZ13_3F-kmRDUXVFUUaQZTqreCionzkIzbhwM7QD6CU1vJjloJiV76Y-XXGw4NHGqWUeaWhUoihNekRaWOo4rWcPgSQAD7ABQiHnCxbtO6wxysw5Qz7PSG0QMlKwePLpS-HEQI74yt0imNIAOAKWjwK4J3bwYHZoJcE1AhWrD-l8g/4rb/WIEHlm-IRdqnl6MPABsp2A/h10/h001.sTqbP3H64yGQPwCMFXwWdB-buYtcrKItCA0s56ZwtvE" target="_blank" rel="noopener noreferrer nofollow"><span>The Information reported</span></a> that Apple will launch an AI agent marketplace on the App Store to allow companies and developers to launch agents that strictly adhere to Apple's privacy and security policies. That could be a win. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Will there be a hardware surprise</b></span>? There is no hardware currently rumored to launch at this year's WWDC, where Apple typically launches at least one new device, usually a Mac. However, we do occasionally get surprised at WWDC by hardware that flew under the radar. If that were to happen this year, the best candidates would be a new smart speaker running the overhauled Siri, a teaser for Apple smart glasses coming next year, or new Mac mini and Mac Studio hardware powered by the M5 chip. Still, all of these look like longshots. </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%;"> Let's also remember that no matter what happens with Siri, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16bwQdKChcHVSkPz5PxNeTo1U7IVirKi4v7jWSEbysbLZ0ARHmfJ9gKIKg_tU8SBeyj6yAUcrzkeGiiJvPGmInfz_BkS8ZSP09NNn9Aj_ZyrrJllpPv0Yy3i8vh0KuM4_auH-oGhg5n57sGOu8sGMgvY2Hakr3P9YdHbJG7fZRva0QdH5qpGt0JLTHWqZSvNFAklbuQKA31fRcNXwdwGgWZqGuqKCcKcAM1qUyRu8rkvLrMKWintg_YyaWt0kLFaXLlkmqMfNboRSGWsdLr1Q4Rg/4rb/WIEHlm-IRdqnl6MPABsp2A/h11/h001.mLyjCPvywDcSTeM-qwiTuMRI6WC-oEs3vl3HflRQc74" target="_blank" rel="noopener noreferrer nofollow"><span>Apple is still winning big in AI with Apple silicon</span></a>, as I recently detailed in an exclusive interview with Apple. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> It's easy to get stuck on Apple falling behind in the chatbot race. After all, it's been two years since the promise of a revamped Siri running on AI has failed to materialize. And there were many years before that when Siri languished in a sea of unfulfilled expectations. Siri needs to deliver this time, and with all the attention Apple has dedicated to the Siri upgrade over the past year I think we can reasonably expect that the AI assistant will catch up on basic features. The bigger question is if Apple simply tries to deliver basic features and win on interface and integration, or if it tries to push the boundaries and deliver truly unique AI features. The Deep View's <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxC-TqTbmTjNKz4HMIaaj_T7f8Y2nRfqMCSB2yt-JWpm8DXDoZZaq7g41UyY25ooT93lCyxNQpUpHe5qN4UW07qY8XByZCoJi18VqJwCgPiMXufpw7dfAnCMK-ShzdQ9lGEIvyWVGBHy8UaqppZNzOvE/4rb/WIEHlm-IRdqnl6MPABsp2A/h12/h001.y6lnrNQvtuf6CKzwRf7U6B7oejOkZHb_g5CYvLru5NU" target="_blank" rel="noopener noreferrer nofollow"><span>Sabrina Ortiz</span></a> and I will be on the ground at WWDC 2026 to find out. You can follow my analysis of everything announced in real-time on X/Twitter at <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hK2Ah7KVamQ-KYf9eU9BxB10JR3y7_jdLMfbmL1l3tNYlri7SKq8pi3KEyN3Oq7LtPQMkhX7LxNm_c_31WHk719ATeAAgTxKmcm_wxcrzGYbm5uPKB5zyuj-gFxOfJD5fpp69aw3Pk497ozCKyG7PpejlKp0I_jUx6aC-OGaj8ax-N3DbgHlszG9lXDmlEE-WkKgplCt8lgJwx6roeCqGOrLobpw4SIqLdYicz6Ldx62/4rb/WIEHlm-IRdqnl6MPABsp2A/h13/h001.mzIoYMU9MVhQ7mJLA8k0RYp1tonyIQ7bJA2A5gM8Kcs" target="_blank" rel="noopener noreferrer nofollow"><span>x.com/jasonhiner</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:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6Tsx2_NxWEkEZLgEg0e-p1gx2VAd4ylFvUx2_Km4ZxmZ6JhZD-IXyjBLRt0G6o67yXRWQfkZ6R9e6pTOSiDfFxtyL8M6OiBzhZ6dbsAX6Mh_6JDUnSYmNAWP2fJ89MIXcHA/4rb/WIEHlm-IRdqnl6MPABsp2A/h14/h001.odflCpt1zd2u14eTx592CzrT_Pwn8VTHzIW6h5Bb_QM" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/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 MODE MOBILE</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%;">Buffett's Rule Could Make This Company Soar</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.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfOjU8wOwwZmBs-7kRVSqictJoGxPH_Bc5itICWuGR0VVPFSxah7VooBdx_t-VDSWq7hjYK0O9AaDSquHh3xjHbQFGkqj9pWCSfhg1Ipl0IdRPyv3Lz99SqIRJWli1jz4_-u18GhRHkBNbLAkKq0vDng/4rb/WIEHlm-IRdqnl6MPABsp2A/h15/h001.EGNHko34rTHQN2G9GE9ym9wXXDx5TGnJ5hMp64KocWE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f3b319cd-25a6-493c-9a8d-41c858162b01/image.png?t=1780823869" 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%;"> Warren Buffett famously said that "If you don't find a way to make money while you sleep, you will work until you die." But what if your phone could do it for you? </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%;"> That's exactly what<span style="font-weight:700;"><b> </b></span>Mode Mobile has created: <b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfOjU8wOwwZmBs-7kRVSqictJoGxPH_Bc5itICWuGR0VVPFSxah7VooBdx_t-VDSWq7hjYK0O9AaDSquHh3xjHbYcA34uJ-890qS-ME0JZrvMhLTCk2QAMJVSJ4mPViF-ljmpqYLhJo2ICwXgNSjCK-w/4rb/WIEHlm-IRdqnl6MPABsp2A/h16/h001.lPQWb-LhrMPjEkQDL_r_Bj2DMOPv015wIuQt3PNI7g8" target="_blank" rel="noopener noreferrer nofollow"><span>technology that turns idle phone time into passive income</span></a></b>. With 490M+ users in their ecosystem and $1B+ in earnings and savings, their EarnPhone is being called the <i>Uber</i> <i>of smartphones</i>. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> With 32,481% revenue growth in three years, they were named<a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgXVVVL7FcWF60xyDU47heE3b94BBlJQoZqZeqr-4Svg9xRu6Gr1zhBv6LYkQ46i3NxNMB9LU-3_BlU0gWey0fzFV3MTKWP2CAuswY9DFTHvKfZFwUjMFnRVy8N6vAjXfnoEddyeTHFmpVYzskL34iGkEU6ujU_e9hmjwDi-aEsMgbl8f5mBHIgNVJe1ReiUlIZvUsMdFwaCrInanHl9tYkU/4rb/WIEHlm-IRdqnl6MPABsp2A/h17/h001.Q0rqBl0hkEMQsADNpx3i_SjsDBtuALCd07KlrHBMuTg" target="_blank" rel="noopener noreferrer nofollow"><span> </span></a><b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfOjU8wOwwZmBs-7kRVSqictJoGxPH_Bc5itICWuGR0VVPFSxah7VooBdx_t-VDSWq7hjYK0O9AaDSquHh3xjHbYfe9fz2DnyYfgjXsLxB3q-4lMuGsbWJRl7kjb6S73lUzD_Ga4G_InC7rF4GYbnVNg/4rb/WIEHlm-IRdqnl6MPABsp2A/h18/h001.UMDW7mRlhJQVr8u0nEehbaJ9evDubjPFwUvFKUHincM" target="_blank" rel="noopener noreferrer nofollow"><span>the fastest-growing software company in 2023</span></a></b> by Deloitte, and with 7 billion smartphones worldwide their market could be significantly larger than Uber’s. They’ve just secured their Nasdaq stock ticker $MODE, and you have a limited opportunity to invest in their pre-IPO offering at $0.52/share. </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.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfOjU8wOwwZmBs-7kRVSqictJoGxPH_Bc5itICWuGR0VVPFSxah7VooBdx_t-VDSWq7hjYK0O9AaDSquHh3xjHbcaPsKLafqK5dCw5aFDxfAvNJBMvt9yPcbi6C3oeegXs_XU-RqMsnKFZo8sTWjv3SQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h19/h001.qakMAHv5lJzEHyyRBCz5JIunDJcOy1JcqwRq0lp2nSo" target="_blank" rel="noopener noreferrer nofollow"><span>Learn how to invest and earn a 20% bonus for a limited time.*</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">RESEARCH</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Self-improving agents are AI's next act</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGLv-TlRPDjvDxwRZjawmraKWqNxessg-uBRGLgyEwAlGx1A4GCJZeuiaNYF2OTKeTunRxal7qZPwDSpsW6o0RQX-2oWpv5riHadvbADUVxt89dUP_f8rm9h36aBZQ2ZL6wTlpUg07uqfsxbQ3ZpcjFDC4PJ3GiBEOoMQJ__2f6qee50jsYcE2mjGmakjxSzbxjr7ZmJFfZkMgFfLNDNiGgJ6jGksnIj104hUb8KnRlEKIJ2NY7H1q01uu2-daQDL7BIwr97iIZ-1a2evgG74AE/4rb/WIEHlm-IRdqnl6MPABsp2A/h20/h001.U8vCzIhKFMGlsOrLvJIJNcRMFiTGBBETURPFcHbPwZo" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9084659c-8ecb-4509-8018-928aaf0c71a8/tdv-self-correcting-agents.png?t=1780867581" 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%;"> Thrive Holdings used AI to cut tax document prep time by a third while maintaining up to 97% accuracy. But the real story is what happened next: The system kept improving itself. </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%;"> OpenAI forward-deployed engineers (FDE) worked with Thrive Holdings’ engineers to build Tax AI, an agent that helps automate the process of preparing 1040 and 1041 tax returns. Initially, Tax AI was built for simpler work, such as ingesting W-2s and 1099s, but as the tax season went on, it was able to self-improve and handle more complex tasks, Arthur Fernandes Araujo, an OpenAI FDE lead on the project, told The Deep View. </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%;"> "If you think about AI as an ever more capable coworker that is augmenting you, you want a coworker that is capable of —given some input on what it did incorrectly — having the memory of it and not repeating the error," Araujo said. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> OpenAI quantified those improvements by measuring the percentage of tax returns with accurate field completion, meaning all boxes on the document were filled out correctly. At launch, only a quarter of tax returns had 75% or higher field completion. Within six weeks, 86% of returns hit that mark. Eventually, the system grew even faster, with 90% of returns hitting 100% correct field completion, OpenAI said in a release. </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%;"> So how does it work? To get better, the system uses a three-part loop: </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;"> First, a practitioner reveals errors and steers what the product learns </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Then the system tracks the full process beyond inputs and outputs to convert the corrections into evals </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Finally, a Codex-driven improvement loop allows the system to build on the evals </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%;"> For instance, in the blog post, OpenAI outlined a rental property income example in which their Tax AI system must extract Schedule E fields from messy source materials, such as handwritten notes, emails, and spreadsheets, then map them to a tax engine for practitioner review. When errors are found, practitioner corrections are captured as structured data, grouped into recurring failure patterns, and fed to Codex as scoped engineering tasks. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> In this project, what’s "self‑improving" is the harness around the model, not the underlying model itself. The tax agent is built on OpenAI’s Codex harness, and it’s the harness that’s being iteratively improved based on practitioner feedback. Because the Codex harness is open source, other developers can also build similar self‑improving agents on top of it. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Also notable is that the same three-part design can be applicable for workflows in other domains and industries and is "quite generalizable," John de Wasseige, one of the FDE leads on this project, told The Deep View. For example, OpenAI says it is working with Thrive Holdings to apply it to accounting workflows, such as booking, audit and operational workflows. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Ultimately, one of the biggest challenges with any AI model is accuracy, a concern that becomes even more critical in enterprise use cases. For these models to earn genuine trust, they need to perform as closely as possible to a human expert. One hallmark of real-world training is the ability to correct someone's behavior so they don't repeat the same mistake. The Tax AI system appears to mimic that dynamic, and its potential to extend that feedback loop to other forms of knowledge work makes it a noteworthy advancement in the space. OpenAI said the broader purpose of publishing the article was to provide developers with a blueprint for building on these ideas and a constructive mindset to push the technology forward. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxC-TqTbmTjNKz4HMIaaj_T7f8Y2nRfqMCSB2yt-JWpm8DXDoZZaq7g41UyY25ooT92otCmbuLssSbx8yFVUr0N0B0XzJGEClmry-4VQRFRWFzuiv0TkR46F94E4bcGYi5Vot3OH8WpuTeLaGKNTkdko/4rb/WIEHlm-IRdqnl6MPABsp2A/h21/h001.saUvC8jmW8mY62rLWfWNprltuC7tyLNzn6l5pjXkwBM" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH MODE MOBILE</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 Next Uber? This Shark Tank Investor Thinks So</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.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfjYVxGp45o0mKIYdTGSuRkK-bzt8MaY8OmuiZ5F8hX2xNsVnHMK1lepgm1Vks5yROb1GlYXytlAv7-Is7sN3mj4xhznC-iW8AYTBLCJHwlUC2y0OIEUvS9_GxP3aBYWhqvcDMY5eysiBHYy3BKlgtbQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h22/h001.d1kNvLbgfS5X2294al3cVZ8CQnJuYfconDTKUXlZ9zI" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/34e4d52a-7502-4001-864b-c7f569f8d3ec/image.png?t=1780823934" 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%;"> Imagine turning down Uber at a valuation of $10 million,<span style="font-weight:700;"><b> </b></span>only to watch it go public at over <i>$80 billion</i>. That’s exactly what happened to Mark Cuban. </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%;"> But fellow Shark Tank investor Kevin Harrington may have learned from Cuban’s mistake, <b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfjYVxGp45o0mKIYdTGSuRkK-bzt8MaY8OmuiZ5F8hX2xNsVnHMK1lepgm1Vks5yROb1GlYXytlAv7-Is7sN3mj5dPbTZiq_gHLjo-fULV8SM2ANspbH9y-IHN2L24gZkBfxykVA9tM7zVBusuGTF3dQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h23/h001.AfRiiWZMKRNiCyBBLPIwVnMRAmKwnYzpUoU5hCX9LCQ" target="_blank" rel="noopener noreferrer nofollow"><span>investing early in the Uber of Smartphones</span></a></b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfjYVxGp45o0mKIYdTGSuRkK-bzt8MaY8OmuiZ5F8hX2xNsVnHMK1lepgm1Vks5yROb1GlYXytlAv7-Is7sN3mj7NSxJ0BtvnorkvoI08L0Mu1Gohkz48pG_P7cyulsF9PmlI6IQB3Mra8MJd7v9pamQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h24/h001.0HtNM8U5eqzkXhxyo07gGJbhG4aRUHdVkor5mRcBjco" target="_blank" rel="noopener noreferrer nofollow"><span>.</span></a></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Mode Mobile turns smartphones into income-generating assets, like Uber did with cars. They’ve generated $115M in revenue and helped users earn and save +$1B. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9Kz8XX0sw42si2Pd0ijLexYgU3NVBj52LFBBpXUlQuNAWrTz7YAzmdeamCcGd2bJHrKeKPMriW8ERHPXmyeFHgBTszSngbZR72_y8yc77xCBWfjYVxGp45o0mKIYdTGSuRkK-bzt8MaY8OmuiZ5F8hX2xNsVnHMK1lepgm1Vks5yROb1GlYXytlAv7-Is7sN3mj4-GA7nen0C7_CpSdPKVJ6g_jqthCgtJgvg3b3u_ywd_ZyjslGRTjZtb321WNfQUkw/4rb/WIEHlm-IRdqnl6MPABsp2A/h25/h001.lkd5tgnbHFIiwP8GXho9gxXHB2Wu5pCPZCEMugrSGQs" target="_blank" rel="noopener noreferrer nofollow"><span>Learn how to invest alongside Kevin Harrington at $0.52/share.</span></a></b></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;">GOVERNANCE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Can open-source robotics win the physical AGI 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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEB2IeEQILTPsRLhjeg0njRFd01OKVTgiMNxhDNJG9vgl_7c-rRy1oBYY49io5Oh8KrIPTWN4HeM77d2jgxSXjye8nfRNvFdlMRelYIp63o6zpLdV92MCQDbLDPl6ALaLVEBZuQFaduWw7GUc8o-loRckbvgkmy2_8qsoOG1iyem3LdbZj7bP-QWX5O8nxipVirhmTVt-QshnN2KwbdjJJNY-6BzTKR00rhZOAU8PJ90I-T2tYaZj0KkvGCPYEeC0ZfrTp33dJJqz1EjNsc6_lNz_KPLDW_3ny32XTIWHs5XQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h26/h001.1DXwVTAxzrKQWoMOGWSwBO3TJ85bXWcwae7fvfoXgdA" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/22622be9-7674-4f9c-97cf-ee348dcab579/thedeepview_wide_editorial_banner_three-part_physical_AI_ecos_e9b7b34e-70a3-481b-8d0d-07e1ec5dc0d1_0.png?t=1780858973" 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%;"> The robotics industry has a specific dream with far-reaching consequences: a robot brain that can do anything a human asks it to. </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%;"> It's the driving force behind Generalist, a company with a goal of creating "physical AGI" that's useful to anyone. Last week, the Nvidia-backed startup announced a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.vI6Z7nr7pM-hqfUrdIi31MRq6GwjGUsxiMPmqUJ1HyJnK8Jq167TqnzW1e012hg_GE7iatVVj6WaNbaldSMMg03h3nokDDCzO8Mu4odYOcy0tR7b80S8ovUjcIckGmDAFCdKmb1ntJnDNMKx57MZeKovB7PxfNt-BLMUA1ivyigNcQVTEyry7gn4SQcQSrG2zmnlHyLrmoOxVeVn34E0myzXHnECV35EWCWBTQ9pTYn4o01S3l0aFcigARr8Kp0gRJlLYlH76-ks9LS53vXDdGErnyKIH5qJ_Vub4Ix3bgn-jNsFGJMOysNRxCnh1RhY/4rb/WIEHlm-IRdqnl6MPABsp2A/h27/h001.hEQTPRWCMC88cpHwWRV9vcJpBgYaygMFAoYBOucUmRE" target="_blank" rel="noopener noreferrer nofollow"><span>$400 million funding round</span></a>, bringing its valuation to $2 billion. The startup joins the likes of <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfIeZiudWvFN5iCq03GopSzcLB035usQxinjUKnM3v3jP4dZGfOgImCEuqXEVwkEjIdqnelz_rzrWMlR72xK5vpXP4MRFtrIAiFAXZkiLLqoKulICry6Y0VSgjm8jMh82UJ5c-UiWPxOb_7ib5zxm32k2Oot15L-iAHvEH_54i8fcCWYYsBJaRsvLjnO6DJ3h2Slx3xzRLBGyl5aBsj_eX8nQxhku-yDoUSD2X-LsDKRVsIm9UrJWmyCaKbRVnjLjbKj-nDUr1RUAYaF94pvuk6wqWKfX-GF44xVaoTQUyTpo15Xd9LfXvD9wRL4nm6tuJG9NgKQdoX0tzRz0pqJpiPM/4rb/WIEHlm-IRdqnl6MPABsp2A/h28/h001.p3RdluNKe9ycvYGjOf6gWL6k1W-YGfYIlDFq1HIqWeU" target="_blank" rel="noopener noreferrer nofollow"><span>Physical Intelligence</span></a>, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMOYpMnvSKNGEyO6ZoA2rsvtpQh016xaIOL4jOGfB4yL6bu7QqwOSxjNNKoXfWL21QVPPR9rn48UiArHhY6cc3ea1xO71qZc1lWvUyYTiD1n808TBkbGmWdynngU5DHPpdl1eSqXmkKNe2BnvFRZq1r5y3L9MFVTVdnfksziXknvUMxlNgz8t7Ykzugd2kv5DVEzEYR3ND1BLwKg5shy2RTzraHD5cOMwAYFuHjtigZX1thj9Gh8l5PkKNQ78nYx-uOrGpY1R7Qe5fmEs3rSPjetcvh5O1RCT-ufMOix1NSsajcb8K24cScnUvcFUCFT4gDT2knO4g6PfiJ7hDxqStoD4qi7aejey-VqLTmFdZgdx22hhSevAl0GLn0h1h45rYYeD7LNzJzz0Q6hQvCy9el8AW_mzTk0F88VFD7rFax4/4rb/WIEHlm-IRdqnl6MPABsp2A/h29/h001.rurpEvYrWI_jiFJJE5TkEmkxfJt5vDID_SZpVR78mc8" target="_blank" rel="noopener noreferrer nofollow"><span>Rhoda AI</span></a>, and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMt0NBiCR8kTDg_sCFM0X7Q6iJSEGVyEFxnY3FuMdbySC9178U-A13JSXbV_8eR0Odvtk0KUzKE28PnFNGsyzRkQgmBPe0xzO6cEo8roNTlBH8F4t4oGEg3JAvV2il39hRI4S8LIJumEzEUSu5xl65ro1J1vp69KIUXoFNPE7MkD5n6-IZSvrShOiYht3h4ER493nJ4xzJwf3r8ggxYQ68gL_Ih3goG98OyuvVykg_AaUJuybqaIT0t6YtdMcYxr2Q/4rb/WIEHlm-IRdqnl6MPABsp2A/h30/h001.4b2DG0GWnk5Hn0MM1QFpUbWUf1EoUIZuMcHk5ddZhVk" target="_blank" rel="noopener noreferrer nofollow"><span>Skild AI</span></a> in attracting high-profile investors to the ambitious mission of creating robots capable of learning tasks like humans. </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%;"> But one startup may want to change the nature of this race, shifting the work from competition to collaboration. Luma, a video AI and world model startup aimed at creating "multimodal AGI," last week announced the Open Physical AI Lab, a collaborative initiative aimed at solving generalization to "maximally benefit all of humanity," CEO Amit Jain <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hDHrPwh5rp_vr3_A_g_8uc9LYgKPcqZ8nBf4xtV6rBBYm_UYdEj1EC83RaaQgiL1DM-pXrRu2lp8q783h__4bpS5lOFpnRyaf5xxSNhQBYXZV6XnLhojjMnDr7kLUEFBtWwT8HProqsA-M0pug8wBXZCheFr-ECKCyBQkh5KIotEB8x8iT0ejeNGIHAvEcnAowrc8djCLKX09eGMg9Xo6f-Far_YW7h0_aG0VHVBG1aGxybqvzYh0ozQimu6edi4JxPSvgJGfvB1WnVqH9LlAMY/4rb/WIEHlm-IRdqnl6MPABsp2A/h31/h001.cvox-W0_Am1EInetuTg01AuKZI9PAXgldqiNU2C03sM" target="_blank" rel="noopener noreferrer nofollow"><span>said in a post on X</span></a>. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Luma and other startups are deeply focused on solving this because the scale of generalized robots could be massive. In an interview, Jain told The Deep View that if generalization is achieved and robots are capable of operating alongside humans at work, in businesses and at home, "they're going to become the means of production." </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%;"> But generalization is an incredibly hard problem to solve, and a lot stands in the way of achieving it. One of the most notable challenges is the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFvohib3kjvXWl66kUhtWSRGvmZ_0ULgM_JihqblAHLqpCtl3rWQukQft-SZh3ebA2ZpYlmNL-71VOvvB9YahejUySrOqV4V7AlPqPjWjp9zip-yUniwnPtEUUJ5OSPuZKCWXKpQyiQpiHO9ptdQWDMsrtcucRb8vfwdcg3EyWOJKGGV2wgQzFgzY0EWMBwzNArjSe6kKa1ZchY7WI4ZQP-d3SlQCMVr66LNfezN5_Cou0sPQY0uS5hiDuJyLKN2n8/4rb/WIEHlm-IRdqnl6MPABsp2A/h32/h001.orc0LSD1QIGETgqGfeClRrBW0lRr_uMFRT6YdfHpG8M" target="_blank" rel="noopener noreferrer nofollow"><span>massive gap in real-world data</span></a> needed to train robotics models to interact with the real world. Additionally, these models require far more compute than conventional language models. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Opening this research to a wider audience could accelerate innovation and close those gaps more quickly. And without pooling resources, "robotics and generalization cannot be solved," Jain told The Deep View. </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%;"> However, Jain said there may be a greater risk of this work being siloed within individual companies. The race to generalization in physical AI mirrors that of the race to build AGI at Google, OpenAI, and Anthropic. If the work isn't done in an open-source manner, Jain said, the industry risks the centralization of this technology. </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 if these robots reach the potential the industry is expecting, "There is no situation where we imagine a future where the means of production are controlled by one or two or three companies," said Jain. "Groups and institutions and nations should be in control of means of production." </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> It's clear that physical AI is one of the tech industry's next frontiers, with the starry-eyed goal of creating generalized robots that can perform whatever human-like tasks we ask them to. It's why these young startups are notching billion-dollar valuations from major investors. It's also why OpenAI has taken an interest in robotics, seeking to <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hLQF6uurv82-oiBgksCBF8SSDr9hQVqQgKOySBmvD8-LvexT2NTwM5ZrA5zygqtVkUpFT55aF3uUnBo_xr_7RwzvnrexHsWkj2aT1y_HVh8ixuZzJTTOSBdXrlJ_BUgpTlKqyq0OnK9QOH1vOzLuMgUkCE5Uzd4PT_Moq3yHFPU8X_HNybbcEepsdg7XMOzb8ySW3i1IdI3BE1-BVzYmZzHOHqBFYtNiJrrqXgGoz8nxbhvQxbQ3GmWOsEKhbUQ_lA/4rb/WIEHlm-IRdqnl6MPABsp2A/h33/h001.16nS5FigpS342GYbD6wlLIDMntfnp4EP_ktoeiN6nb0" target="_blank" rel="noopener noreferrer nofollow"><span>recruit engineers</span></a> to its own robotics division. However, Jain's warning is also clear: Centralizing power in robotic generalization could be as risky, if not riskier, than concentrating powerful AI <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYVQTIQaxRGFQuo7TKCDj0KKwQz8SzNONHJ9C4CJerHoDszYKzASFC3TkMee8TuddiuZlYRPtNzmFRxKjqeXGCCh0_6N4ZQDLGBLzB3sSG1MG4DDZgSWY4TJUAsUynlpa5JQZu7Sk5GUMfnM_80Q0GiCGcWf-c7y9n-B7uou80ENk-9sjSeusEsEYxE8uNaevHtbKecZjfSQxnthyKzZ1IWGpUEFLxH8vwKDOxHlX2XSdUODWyGaP-o9jWig_cLZ4UZg3Q-uwnBuyFb4OpJSNnAKqE93ihP4xcDIIBLyT6Bj8rDpiB9dsP2RnlCeydA5iiyetPcyU7E4A6uXYf5kcENrQvypCK22qk6-1Fzo9nLWLGFjPszrP9RglTf3MBuJiTIAg7XOZgqrEpJHkrRwZ1cSn-IIO3DI4Rt0hCFtTS_gW1Ae1MLUfPW5AGOjVYtBapEko2Yad1zZfr04QHFamTB7LYSilaFc1UTZ3QXy7pL4JL8WVWQKEPM83zBUZ4h4mhSN_9Jnmz3zmsGlStUnt__RRbpKWIwRlCggMqVh288v7i1uF_rrXKyXxO1lt6a5DUfGC9IwAQsogaT-IH8ltLoVUfJ0fGsNk5ULRk7mp5uFS_D9-iZ-Yda_0R3gulcyS9-QVkXrWvbFheCzerHKi6x9RgttlrxZj1Frq-OH44IrgVHOyMKu2LglpNNgUZRNOeH7WUCFTeOGwX-YZqU-jWegwLXeUFvC3gulInzYJpn6Utq-P67rDWhSgjdprNVGh80/4rb/WIEHlm-IRdqnl6MPABsp2A/h34/h001.NtczqepBfKCHrSw6xbL7tJgXEi1kHFz-O_QvZ1jDT3U" target="_blank" rel="noopener noreferrer nofollow"><span>in the hands of too few companies</span></a>. And while OpenAI's Sam Altman and Greg Brockman have both recently called for the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQF-RqqmVIRQL8_2jUHeVcuyaJGoGD-heKrv9baCXWM5q1_U5B00aJlyESOhDGo4hKbD3twpuBhw8obCqOKPTsWx-9NkW_EwKlNptE_m0BwLgMOT4zBdxLkVIqRNwh2yRUmPqg0KJYXs2_yBYzHsiijjYqoJfecxPdUDTnznenAPBAnVsyIK7h-AfemXyTNJAhn74RtY2mmYc1FuY3A8Iivyr-3lKMUxohHat7G1LspxExiT-XcDgG0outdDZ4CHWWu1A15IenPz67DdjEJSaU8V/4rb/WIEHlm-IRdqnl6MPABsp2A/h35/h001.uN6FlWzwa6SLcb900pAnOpMF8Tvx8jszz9k7L7KIWyE" target="_blank" rel="noopener noreferrer nofollow"><span>democratization of the technology</span></a>, with a major OpenAI IPO on the horizon and so much money on the line, it's important that governments, institutions and the global community continue to hold these companies to the promise that this technology be developed in a way that will broadly benefit humanity. </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-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80-o9BRzCbOuPgW7FXjlWO6gbbMBJB_KNfzlbsg5PHeUgJ5zlkM1jbEkmQnbGQBA_m6UGC3OBiSAMlfmWHtdti27bGIFJ6ohLW9YPtf81bngYh1pd3mjaKISXmjG3iela1VhuCpVvNClXlSjZkqOUfyM/4rb/WIEHlm-IRdqnl6MPABsp2A/h36/h001.TUNvjNHqNiI26EGnfsja4Q9pb2XW9mX431YcQnCIDi0" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">LINKS</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Only 26% of companies <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeEyLZeJEPSVcttucvfjAgNxoJ23UDnoybfTurgccoo7eW6YfKwgaOn9FJ6YuI4Kvb4ggdnx403aboyOJmirNCG1ebIOxnDQMUJak5Pk9SXKSKLaoqKwK9kTRiXITt4FTpluvSdlTmZfSvnRggKCYw1pFgyrR501q31J4o61-u3lFpmtSR3KMsRVkoVBYi9CnhdMiDzpnamS9mX6oOJjKV8oX-FfpwNY2Et7uCDUm-v3join38azm-LT811DgpdqnTMAi1TXJ9OL1VVuxee2PbKUkrmJEcBRZUj0pdk2JAGioKTtVZrb-Q79FOsKdKbLkK7UauTIpfTce1PNfrc7uWHzNtORbVf4pLP_IQHtZmL11/4rb/WIEHlm-IRdqnl6MPABsp2A/h37/h001.dc6t33pawQ80LkClYsdBFUOfcU-nzUAKQUhP5vBLZRc" target="_blank" rel="noopener noreferrer nofollow"><span>have a full view of their AI costs</span></a>, according to KPMG </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI plans <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGHVgT-Z6Sad_XSwcUuu7KdeP1TGGltJP1qhdPfNzvRGqJRN5ENBGZEWPHVrHuzt67ebL_7lHTmUimLStGZNv4MjwXIfsRb4sPwp_kbTdh_3aK79yvMuM_3mQcIh2q98A49HxXBIUgistfc8mRhjh_b7XPunQOpu5mLG8avYWDMDoecV7X4oA7ALHfawRSh2dKHrOyzLoFW51xHj9x3whFRFTDZlfzYaLvhC4xRBbgbzJSb_TLruJjYma0-EQdu5AgASF-DIjNbJqrhtD7HoGjs/4rb/WIEHlm-IRdqnl6MPABsp2A/h38/h001.aS_VuWg0YryNIvfmjyWaCC2mHQGTBKTg366SPTAf4dw" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT superapp overhaul in coming weeks</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;"> White House <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeNQV17bivccHNL4Xm_RyIekDZEsKNuzCdZwm3WALOzHpltoiVS1VGgrvF20E8z1RBsdGbqSzdhsomcwuEG7iVPGaRQmuClW7UJiNSA6OdG2JvmvgaTh8EgCxbLamv0XWOOAR3LaG05uGGemL6bibzQ3xto6jn4tFo12tZFl3Vvpoq0kk5ZQHX58pE2e2irhcBuwpSAjJwMIl3cMnw8yVm2Z5DgQ0gfpp3ZrOYqRpoESU6f2TS0fcbiR11k3KKeZFkGvt21pQvitSg4QasBLI3EGdsP_Qa4gYlH1Ht6SYm9KwplTrqT-oIqRQeK7Qmr6Kvw/4rb/WIEHlm-IRdqnl6MPABsp2A/h39/h001.Mks9wLRfVowBfWPn7rxXMT1tlQfmCXwaVxbzLzti1Wg" target="_blank" rel="noopener noreferrer nofollow"><span>AI advisor Sriram Krishnan to leave</span></a> at end of June </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Google Cloud, SpaceX <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6Hsp2TCJvjPjimH75CTEXrcqTJHtbQJB_wlFvzrcXQi7uFKzwu521Lkor1rsW6_hLXyYrUVlq6jf47PTkhd0F0OfgxcyYjoKUkYfTSEV4f1t1-sM4tV-Eb0_YQdeaVanc6JuH5rxDjnbZBsoUlYZNq_u0cvs0Pg63t56xZpsdAffjMF5Mr660kHTr_ucFyoNtGnef6M_EdJK6-Pp54MCrmwFiDb1eEqrX5HE8gvbPyvhgMzplKCf2ijLDi6fjMOwN2Rvjfv1d87T8ju3JYRlHSvaVM8enX1mDLVVV8UeBbLrGqoFe_sQClVa1chTrOt5pCWcxOGe1vRZ9b3nthA4Wv3M8FHa7GChRZkx9yLIOlYfFg/4rb/WIEHlm-IRdqnl6MPABsp2A/h40/h001._QkQwAk4e27ZMYaSuP4V2KmWTDapZ4YqtGyMDzlnNpo" target="_blank" rel="noopener noreferrer nofollow"><span>$30 billion compute deal is "short-term"</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;"> Apollo, Blackstone <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaChBOXERiv9DNcnx4wROu-qnXf07HbDA4D6_hp091sCaVEuImpZ3sLR6IAvd8mYmLHvETSc3o16Slq-AbzACM0awkzEsw2SWUVuPq1LlV6ZJXKyxNFl1YM0i987aBnCM6KaVcvLYyHehx-Z-P5eygvh5B08QlDkemDHFCUj6YkXm9fFnEtY4TvgYDU843oMrA3EXZRy7Mo_ttPXAsIvUSg1hZF4ZjDw5y2iae9maomTbiB3K9MyiCtxybtLSUUA_vZI20fbFQ_NioDPLieB0abFPoxIKJCcCjZlN2QwugryihTCaf_P0gX1kEGBNt39w6zL/4rb/WIEHlm-IRdqnl6MPABsp2A/h41/h001.hfZN3Emd3mJD-q9DRKq0UwHwYwnaPkWywAqJsZXOCU0" target="_blank" rel="noopener noreferrer nofollow"><span>finalize $35 billion deal to buy chips</span></a> for Anthropic </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Coding platform Lovable in talks <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePi5v2QQyhQVc9jRXqVkHTuDvManiSzuBrJ7zTQPvG5Xm9o6plFeKt0SOWS1tDPvtGiVspzrI0AKC-WOO4Mtux7fegHNjagE3XVzApBIVSMo-MaxNXvSjyAkEXTi-7M09Zdep3PZ9I5jo8-zxQAnM5s_sC0isDAEJMz9lgEKTIjP1exg0YGu43rlf2UOHPjcL4VXQDCZSb_GSITDtztM4qj7x5rnvL5_7gH8hFR1jmarhBVFqB8MUT0LhgXxV_BCSsGPr4FQWsZS4FCFWcKheVNWC6r2G_E6aSQjf0iFy24Jdure5zIL3VABy3IXB2D1hCWYD0kQBys-wg-2jEgU-w6EkaD-qvdhKfs-rFJNTa5_zhDsr9kNxdd0uayocYSINQ/4rb/WIEHlm-IRdqnl6MPABsp2A/h42/h001.-Q5gx4rQouqzrygco6d1348n9yME8QoCPE0JaFN2IR8" target="_blank" rel="noopener noreferrer nofollow"><span>to raise funds at $12 billion valuation</span></a></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-DP2J9I0lA_JYzTu3PysIzPsu0Cf9thpxJiFgu6Ng58VsfNCPdNpayqtwwiiIyb_0Plyhj4MQLmRIiu-AmmiKY4V0TC2pyTwUqxvMgXNbikVRjevNpAhk3uaxyspuGeHj9a5ocYcYQnJmBrwNEhZvDZ2mMijjgd7zLuDEWSGHtFxtuC0H47bHtQPkf7tfs_lqH4oyW9a8kO1_6897Ue7Z_8uFw_KPUFQ02Acws7rCnBCFLApUWjRE5685uZVfdNOlLzK4410DiWS9uXkjz7wWMc/4rb/WIEHlm-IRdqnl6MPABsp2A/h43/h001.zGD_q_RmLy_9_zDx7B67Dr5X1AmmGwW5Br42vYNrAWY" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI Lockdown Mode</span></a>: An optional OpenAI security setting to prevent prompt injection and data exfiltration attacks </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/u001.8-FsMBK0esmMbeg5-IW0klbd2Z9FPSP0RjN8UeDc3h7Zdeyl0obg9AlrLOTc83NeeX4hfYHqxGNSwiRjSdahPUFrayYCYoSNmshBBT7sCzDzByQ2j_ue6biLHRR-A-WlcWeMp_ANEwPgtS8ww9MyAss9I6j9XyuE19waxWU-3cGZPd69iTPVdtqRJb3wkdIc-TbYWcz8wL6bMuptlSTOKeJRkbP--7DbByNtc_Vm6cdHlpRNBmye1axqmw8hqTQJVvmrgFtmGMWyAA_S-YR5VA/4rb/WIEHlm-IRdqnl6MPABsp2A/h44/h001.nzzijP31L42hhGJ8PkrHArCZzS1tMUqmgvRGGSvlm8I" target="_blank" rel="noopener noreferrer nofollow"><span>Manus Shopify Connector</span></a>: The AI agent app now lets owners build storefronts, manage product catalogs, and generate campaigns using chat. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib_4CxWt29pxHvwJcbZ9Zz_sgr-5GNVltVaC_ftkIiaSW5mr-XAgF2DOnrI4IG8LFFPUuH32pLhBX8S61dv0pftzc8yOcDCZBH-OuBw9bYu4i9dYodKRniJZCDRxrxWLDJWVE_gjwNvP4b4R6YFA-Pxu4cnL-Jlg0rQGK8PDltUoBQjZOWnnD5NBmzkAsbKpvFCTZzjI6bdNk3xYs4RMSlaq43v1b1BBS4Ff97CDBuo2Q/4rb/WIEHlm-IRdqnl6MPABsp2A/h45/h001.LZDF4tpaeF6RMdcuR9aaaNxmWsPF7Hv_IkBnux7J1z0" target="_blank" rel="noopener noreferrer nofollow"><span>Dreambeans</span></a>: A new product from Google Labs that gives users proactive, personalized collections of stories. </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/u001.7zYFXt5AA3Px2NyJbPz6hPhxAzNXh6whVtCgDVW39xBqXQyqElDjXekfTrsY3hwsxRlZq8VyY4-opBoqro4xLERztl1A3KOp5Eu0Ckh44dyilwAtGR5agwjaV7lZ14TFt8HmFm_yhaSK9AP08qhE7H2GWhdb5AbmKkE-SQMH3O4zAMhgT4y6Dbg_nz9TBOO1s7Jns6Rb8bk7j0-y_Dx0pK4ddlseB0-PoPOT3n_tSyFonGL7MApFYggIxtiyhvB9P15T7Ubyd0iyW3_LWxYZFmWINNWWsxpztdohMvoFIzI/4rb/WIEHlm-IRdqnl6MPABsp2A/h46/h001.QexScz3axNWbK6DA30_ngJE_-I4JkXFmNvV-RoupJbQ" target="_blank" rel="noopener noreferrer nofollow"><span>Perplexity</span></a>: Nvidia's open source Nemotron 3 Ultra is now available for Perplexity Pro and Max subscribers on the flagship platform and Computer. </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeIow1fuYnE5k82-amNbMo9W2u4Clr2nxIJ7fDgLtxLcTTuGaQOWh2jMyGsIkvomAWEobLaHQg_ran3lQLhX-3Gd9Bj7BUVTAbj5vSNzw3rFNWd9ON9dxsfnzeEksRYSUT1cGhrnlbXJENs9IbYn0GWYMLHNY5FqDW1C6q_7yHBgW212mX1-HAzyzN7No9xEvQ2A3-JotHBHEGf4N85yjtxoGKKwsAYLnvpP-xzO_kRRsv0Dvi4xmvTdx4tODlM_DlSHlRiOaRTjNk4EMlXKItHlY39THJIQuBha-c3zd0fZe/4rb/WIEHlm-IRdqnl6MPABsp2A/h47/h001.3BixtQ4tOIWfZlA_ywglQtr0rbh34pAlqXZz3Yn6BOw" target="_blank" rel="noopener noreferrer nofollow"><span>Meta</span></a>: Tech Lead, AI Research Scientist (Robotics) </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-0tSpIUFbSIVn9kjR3WszaotVFpWIGUeP2FcUbAeX3KPqrqlYKrLmkmgXw_uSNPr4ZpxdwSa1cBK7Guag-fOY0lRaa8dLGCj5jQNgAB8XEjquckZ9V7qmnw85FG2yWkQyLp6t5zHtp4q5pidNyWA6fYSx6hhEJU-o0RUyUm7JGk7XVE_NTHBdS87ItEsuUB3qqeXhITFlfvUKDBrxJHlCLOZhoLboP_Fsf2Ufgv-ePMMMdudRdE7UBlQ1q3RLnSVZSqPXkr23X_xdxqyNchSxt3mc7rixIuh52CXOU_n0w39niZeOkIo0Bxo3qMZhU0jMw/4rb/WIEHlm-IRdqnl6MPABsp2A/h48/h001.0A_VkvGSSRsZmmV8DrWQTgNKU9oxnBJRDDOIfy6gB18" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI</span></a>: Researcher, Training </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.AxwEyJ4V1O9c3ACt099WOW4T8q-6TTIBbYLGRokr3Vy5AS19TrVeDc1P4cW12q2xo1XKAwtbozBBLv_oTxWpe9pvixmSqy2I4xfEfGIIpSoK8ZyNuvEXId1-9D5YpBxj8orY36Hecv3PDPvXTREorgq1UH7MHZp1yIKladwve1Kq9H0Nm-qH4tolmVVlmdvU8kM1_uKFOp1OZ4A4vXrOoVHyiPzOZvW0bTvqwZSL8rgFR2HbZgbUF1LYpDaXAP-ByM5Vtc6HNWFwkOir-p_56bNBDjRPTI8KNvPBgFz97yM/4rb/WIEHlm-IRdqnl6MPABsp2A/h49/h001.mxLZjIbXhl9zUiCufUOkSLxTCzIy8hfBu5cMeChQMJo" target="_blank" rel="noopener noreferrer nofollow"><span>PayPal</span></a>: Staff ML Scientist, Agentic AI </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-w1qZST6l0M48sKI8DOnjTRY2khx0dlqg4n3kU5LyxBDPNdfK8Wl8VkNSBPjAt1-o9IHv-7PaA25oHIrzhU-POTpIYk4orHCYkSmLlylGqHy4tNx1-6gpULQHGf1Qt3Cuyq5Gj617kvQ-SFsx5u4jVC7vXMGS7nxCsdSOKo-J8kXWPAofbhwFkMfB5daQ_CSGGX6RG0lRS-cwOd49Mf_XU-eXDrJA4HEUCatu-6aMc0HL7mSd_6u2rLp61cWwUIpsix345eD1SKM4cHFz1OX5gLMwzs0u5FyJCa3aROuv5gg/4rb/WIEHlm-IRdqnl6MPABsp2A/h50/h001.t0p6uIw6W-DoWaCO72tiC-K-iBChu5K01Pkv6JwnRrg" target="_blank" rel="noopener noreferrer nofollow"><span>Thinking Machines</span></a>: Research, Vision Expertise </p></li></ul></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GAMES</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f82c3558-a44e-4bdf-bb5f-7e354934aa06/AI_or_Not_-_TDV_-_2026.06.08.png?t=1780859758" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" class="e"><table role="none" border="0" cellspacing="0" cellpadding="0" align="left"><tr><td align="left" valign="top" style="padding:15px 15px 10px;"><h3 style="">Which image is real?</h3></td></tr><tr><td align="left" valign="top" style="padding:0px 15px 15px;"><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYX9V_Kgr2DtZUuIPMjvWXE-NyLIpD_dq0JLD2AfpPuDYREmxAGphunbH-0lXhIDnMR_bI1_Y-Wk-RGFzQv55k5thVjWz0xiWA-GuAtwimuq08hFrPBRr2glrKHHTefGzx5FQSGDTwZK5hf9foOUh5_JgrdxTpEUFUSuhzYloGTjIAxnZQ6GjB1ep-sHa3nxfGHpVIIqqZhO3Idw4I3l0kVntQVytrbgu5OQz3afZVW605clgWBEB07Sqw9lrvYTpyKFuhWMAPWS56nXCPOTGixdvMlx64iW9Do-iCVU4_AX92eG6BTqbr1Iq593QcicVq0gbePQ8OhFTnQ9-vKTJzpQxWSSU1jiNEZ-dCy1yEF2zKYuN2x5o7DmYXB8urGBqR0zJnf5fB5Us_s2UjJwPJA83_vydn1zorDDcORzx18yZ3La0SxxrKOcTR1Q_5_yxmZHsvj3qQN_ITA83L5kMtWUIZS9_5mrbS3kadlyx0JUq8a6xKYy8W2keQrhrM-IPGpbip13wGL8oGvBXkL7KRXhhbyGQ9H0NGQuyMGrYn1CuhjMLMr_Pnpqvqy6ialEp-rss3nRcJjPBvzSK95SgkFHXTMZewtQBQ2LACpeu_Ypkj6HlzsvS6u7SMr6ksqtwxdP_QfPpnez7acHVW98f0DG6zgoQSjD73ScpMkimiuVZW6JVR3QjlVtWp3y_K5LyoA0xz-pB9Fnsk5Wh08qSy891LJ8evGwHfoYN5r0UURFqnTepXqddTFsZd25bpwIHNqOVNKkS1GFojn6JyWYeDaFIil0Pz1fCLBQwF7NH6OgFT7v4dNpp_kidgXOaHavGnUIW9WCNeFm0HefzZ4JhSblMWnTCCZM_yHVpIKXZ20oJ9849kwX3XBpKEMN1nMZtjSNC9tySmJFhgP_zzjp4uvnVZRVTY-aDuDqpPt8k025UFMS8osSGBRjujK9HPV1tgfkGfvT96W9bXEfVp2FskCgZWg0IDixPcJzlWO5Lb9Lvx19Ap18mbNY8iTlek5nt9s/4rb/WIEHlm-IRdqnl6MPABsp2A/h51/h001.zu9Jf2gzouZXaegXd018aQbtkdIMZWzi2hOKV_tWrZU">Option A</a></span><span style=""> | </span><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYX9V_Kgr2DtZUuIPMjvWXE-NyLIpD_dq0JLD2AfpPuDYREmxAGphunbH-0lXhIDnMR_bI1_Y-Wk-RGFzQv55k5tf03PRx21mb6VI3GfNYHTiW0loTqxO_8lf7SI4pHFATIdtcwxj8bF_xh43iicWtEBqvvj4X15ATRkQvDFKYWKL2g3wNuQ3Sut568qnbembHyY4OtBRobLZVjh5bus9OlL04dlP6zgWj6yESA2TJlGaWfmj8mv2zbjmrMYfpkdVFg1cfqznXI3Nv3G9wkbvnYi94AKGRmQI6ESh9ehHNAw9D4wudiobMn4WFKLP0D0q8QobqneyAUx4t3LZhUXiB8bjPatm8vRK_osdhgjdbpXo3JoH1WxhzsoibIpf_LBE8ksI2aBiDmViEQypnNkFw_yriuOvR5LpxwKdLVpcOzKMh7Fafv7G2wVwPOLwcF2084nYLV6_f2magDuZD02s5czrx5_b_TuCTapAhViXprpYs59pPNKpBPMpnJAyU45Ibuy3mVjZyTksBbmvndDtfQYNWyioD2ctBefx9GzvqpWKyM_CRoZc6evljNXyS06bb4OoUyH11HK6UjOPSAoTLeKR2ceeR50qiMcfcdL4iiuQGEbnxDBW8y8htMBeBCmjnHyicElB6SyRl6BoKAMVQ3RersdxC16PFLg-8BV6-64Swx4N4SzD_5qxWZ0M-oqLHnJpKJwknyJ46WhbiI_Btg0mzT1j3klJB5RjLIi8XwgVuVyXwzUFKiADeV3eh0mS_Yd4eGJpiE6PeXxH1Wip4p5mfHHdUDTepVmrChvCIy7hG3tIVXBsspjj2f0dLuBjNuziSQxL-NB_EmwbdmiJY1K7GgeeFWhqDq-fxeYVrVodN5N9rdXOaGUu8EO978YYBiBTRrthGKo16cT4SXv2vz4vo_gmw5Ip9dtA09vgo7ha7kpv_mD0qvkOLO0_BCLZLYHyaqBYj1FqLfyFYpBSPk3U-3g648j46CCzPvgbdje06Svi4cbut7IQHN2rKhcKko/4rb/WIEHlm-IRdqnl6MPABsp2A/h52/h001.7Zl00XzV6LGOcGg_tnW32hyxzbFj89Voci4Gof_5-M4">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);font-family:"DM Sans", Lato, Montserrat, sans-serif;font-size:16px;font-weight:400;">A QUICK POLL BEFORE YOU GO</span></p></td></tr><tr><td class="e" align="left" valign="top" style="padding:15px 15px 10px;"><h3 style="">Would you trust AI agents to handle finance tasks, such as tax preparation?</h3></td></tr><tr><td class="ee e " style="padding:0px 15px 15px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYUGGXPz00YJxyahkoOeyxJX2zfztc_aZfcPbJbvIoK0gCcpR2EaqbeyA4UeKHIpnFoZwy3QIrqs21HeoFJ1tPpZGrnfXjXAYSq2cc-RInTiSVP4xOYWyO5reMjV0kaNlUQGYSX6io7SEHJSmPFHDqQdC4heRYHQUpgDBQHPsG7_8QBy_As945tqkWj4QrxmN65s6NwOTmNZ5FufFl_-TmwY54fO6-nPFILQAHg12a093sER7RFtPr1nXFSxk60wCpZpMCUo86yXKnEy_ENBAohnHR8-lmkCmPrqT4GfJ58DRxjdoNUXQukwUytVQim7HfNmFlRJAu-hHmI_nBL6kmDwEyme5WWGT9MtV9n6qiDW7Dg_hebx8hLJqiEMEVp3xPgiQkYJyoxSsVq3Ptv8g4WrQwj447_MDRI5QWdBJUN7QhIJQv1UfRl16zwZEgsZDt3ESLbXZ4ta1Hd7aizPMYH5lE54yWm7nUTO-ZRHiWd2GiAksMopjcxLF0Y9dOUHMauyox5uzSQxEWFY_gmrA5leiCI6emBMQ8gBA-kLQNGhg__be7lgVLuDZ5cOL65jq7bRmgsSPhncCkxjiMVvelH3yI_c2XXxz2hi1i-NS8Kj_lotmnDxLMwcz1aPpq9yZxc7NyI-XXZ5stPTo00awWRFd0GyGriF4PzCNuNkuucj2o6QouX13m4soOVu4GUHmFprZzHjlH49rcin1wOI8MzKCl6Q48hFPCqlV17kVVXuwGvsaZW7wXH2Rcucqcei7_a4hZjJPyxWuMZfX7xDI5fEwl68k8DTWdyDnyEr_yB5eZi2u0_owPOJOPtgy4nKI3l3cra3j8HqApvGMJRd2UMjE0bt8nUTo9PtIQJbwqhKe4mfNzNPkJnaBKxCzGD3PP0sNJRS1h99C5oFHkuLXJMY_ExqqCjUNtu9DtD4LEckil6BfulPMIIoyWYICKGqhTCRMyF9Awft8OSrCTIW6I8HugiKGK4il-R46tLULWkAVZr2iKJuUz76DT7H059h9e4/4rb/WIEHlm-IRdqnl6MPABsp2A/h53/h001.gE4lgn4SrxUCoYoJRvHU4KWjlyX3_rPDQnEOaAKYLa0"><p style="font-size:14px;color:inherit;"> Yes </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYUGGXPz00YJxyahkoOeyxJX2zfztc_aZfcPbJbvIoK0gCcpR2EaqbeyA4UeKHIpnFoZwy3QIrqs21HeoFJ1tPpZWIJU_GN_hF5Y18B6UXLe3bm25dxgGx8e9Fx4u_CVb7gNnKXAJw8rOqNuxiY25ZYrU0TxjtIZRUJyaHt4kqiX1Sa1-l9CTqEehrspD3pVjQjLL4PTZ-oPT2xQyFPEQXMngN4wL-KD6aG6ACXCeHYBGByaz332JoDk7O1CxQC4CtFcOGkLVAfdSEyspdVAtvBRlamlK1cKQDVGU2psz6asLviXMxWfPfMYcl7LferCKnilxacV0fauLdDI2RmDcHPXJ9RiCtDJ-kLjt4IxvGdgrV9P_wreg5VakcmYpLTdb3GkifJIZEhbqNeJoz_zMiMo_k_GpEZaYFzB7rT4c7yYiAuHBAnYGpIL9NPH-BBq85BbG6j0UVJp2h5oZ-y_x7LUObkAEGpmCuIXF1TS7Ytgr_7rwktNEe5N8uleOWIpCThGeUuYSiRlyFLCWMNw8dhgc0rloJZgVmgrhJjE36fC2QYp6HBWKb4VVad33CjamNvsZeb4Rl1-VqPGYc3xAA4QWCKiYkXicwQaAi_aHDDXm43gb4Y7mfpO5Q6qpUGNvQL2oVUlDckuBPkZKZ_4E1lnSZiT4sRGXiIwlRXYf9hiomwK8Pq7nOw2E3ur1J5ifBYz7RZ686trqY9hA-kWS4F3k5SpqfBz3kxSy7VVsOiD30GrOdTE7J53LoD1LHA7P91Rf_2FnOPEjGHtDR6iFBIRo8gOG4m_F5tDHV47O9ffGahuVrMbTp7sclATgu_jUi819XdBe50S3e6UMgAlaOC4M_nxpytbGWHGTNSXWCnLxCo5pnHDAxMaTj2PkTjNk37Ut6qPkve84rxJ9XzJrGtF17aLcDaqDXwPiCOtXQSh7FSsJZrKnqy12Ww935ZTL7dNGdLTooOnKyjGeju_Uobr6yjZ7q84dHLNm4zSJYOZ1hVq-rOfVZczO05U6bBml2s/4rb/WIEHlm-IRdqnl6MPABsp2A/h54/h001.auI9DLyQkzBg7QryE-w_yxLwj9dwW3Zq2wPM8YyEQ_Q"><p style="font-size:14px;color:inherit;"> Maybe, but not yet </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYUGGXPz00YJxyahkoOeyxJX2zfztc_aZfcPbJbvIoK0gCcpR2EaqbeyA4UeKHIpnFoZwy3QIrqs21HeoFJ1tPpZTE1-N0CqtD9Cn5-92qV40hVL-W_Vhxn4MuTm2WURE_9Xw-NY4g6YzqrF0veBqyobFTXBQXlwZYJksZocTMy1Bxb0KpOQfPDK1Pl_l6eq1rWv4Ay46ZkoyFM5B2PVuByxo8I0j0ljm6Kas1mqFr_QPVzCLRkV0DKlKhrAsAdR25EEiEiNY9s4dpgGAm2WjgnnSfCc0922tq_OfSg3Jeymo2gGRfWykzRs9oVGjPpH-rqts5dhbZI9n56g0RJxO2ZtrUuAAKCkRhvP5rnEt6I51_hM7d5_Lt2iS6H8I530Ud2PlGWUWO75g_SGBA3GhfuuQjyfTlpWLQ3beJu3vRdbDQqK_tdIou_bR7y_NG7NvtpJQCP8fkcKMv4YWvxWNXak0iFbpnqXK0ACe81WVHWhENEZ83l_DJBnMLmn6lWKDhS7F2_bHyIDwyfs2P6w_XZur34r66FjGKDYoRP2uU2Xm1f0prvg6lmrZho9FsKWqojuTE0muk6wjeJe8Y5vsBq04h81_8xx3s_FgL1DGR9av4ZeNQMBgMJATkFKaCkdGjtbFpNzn1tHutVh5oYnOqfwE8YM96jAjnjzZ_mwEt7F__BSdyMqNyOaPaKrACOEQXw8nicjGrDsHcNJbYDd2TC3ztrr7uaeSRLxAWU6ELI27mMs44CQVujzDxbHlUQF5MLeu4VQ5oDIm1J29cIPRbtwkgqvDySDIaXfiBvbP9KOfu9gsf204jnQPd_ybTM1kgqMDBzR6drlTvq4bq8VWJZ3hqXezPvjTQrldxa1TU6xnARuIvQT7nzv0I_BZROqppNXXs0_LVPL29uCMeDrimuakxkM3akJHXeNvaK-nrAiilMvi6WeS1G6CSIre5VqGwHPwMaEtFqMdmABbPXDRD54FQMzeJY9wpKP3hmdqGyQpocBZdvRZ1xIoZBKwmbW9V4/4rb/WIEHlm-IRdqnl6MPABsp2A/h55/h001.F-E-CimTC1WaOLq61PsL4ROBk1ZbBj1fYMtWNFWcelE"><p style="font-size:14px;color:inherit;"> No </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYUGGXPz00YJxyahkoOeyxJX2zfztc_aZfcPbJbvIoK0gCcpR2EaqbeyA4UeKHIpnFoZwy3QIrqs21HeoFJ1tPpZwTfd0bzk3VNkMZcEVqovIpUH3MjLTmErtAuv16Hj9gqZupIOgfiAIpH3L112cKPl0lz02YIJeKUb5jlRx7kghbMQJvyH5XIzFAJHgws49YeCfR7Q_JM-0obfpRjWjpuuReyxur5YIntwcZExU1lOcKgGNTuJe-52ufJ1NXGrZbaaREVaqjG79W8U78lXD6lSx0qNOewWrSarqQCKqPHxjBKZ2nqyxt9-J2BYXQdxFWahJn1MgJd97p955MpyEhKRoCya5s13AVd565NpmawQvRTxoeUstQ0rE8UKPfBpdNW3eb5Y0zT-hjdFf6AsjvhCtAeRw9uATNWnWiXWjDHDLH8i83PYm6qkSQA-DcDuJFPNPlhlycAindkeUPEh9XxPyU8xagaVTfSatV34gebLv6lse6-9bUvUxXPB0-eZTm_tYHA7i9d3zFzhkpFFEwFPfrjUnN5rV0RyTYlIQMiIYMPt8qz1FRvSYQU2RsYjyyoZld7HtW0cKT06D4xC45Q_sLb19sMAcaPAd1Fdx-VpvqX0TXhD4O2FXLCNWtD77HZzEHXtxta3pxhOwsSNXbi9GSPmI9X2ZCbKsYcxdUkWeCoJyxN7TLURGcPKzM34Zou8b_9pGIZah4Qpo0u3llgcVA2hs6G-hdoc5BF3kQYPjz7VXO3dMCGVxjZgSHMAkRboWYzLDpkI-LFcOpcsyWl5oTILT3bQa6MThW123g9zAuSr8oU1VNWaNU23rw8e7-S2dmw_aW62PT50RQwcLEVnJ1GxK7qh_nITORZr6P7jSLcypFJCJxeKl0stKdWieYRro2vhPzNdT4eh-J1kNutix-2D1l3nIKw2vkuVGWpNmPQt7FmwT8pORz9H9iHobIRCzNNBgLDzAotH0Ma4mEnRsuzSLD92Bzr_zwCitUHOEzCetb_5IXr57NyNWTymtuA/4rb/WIEHlm-IRdqnl6MPABsp2A/h56/h001.QDX8ilnv8NGyppJOZgNmjd5gNHcqL_M4QlnWhDx5sYQ"><p style="font-size:14px;color:inherit;"> Other (Tell us more!) </p></a></td></tr></table></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 class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106" alt="" height="auto" width="356" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Thanks for reading today’s edition of The Deep View! We’ll see you in the next one. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXTzjd6bvnDikcXRzd6XwwAGeEFTGPjZPvk_-hCrUSHJ2SOXbrw22HPA5TRXJpGsF1oPikNFdskenh_UN29--NVtKANFv_RkgAa78_z21PB3P5VGkeuq_g0esTzb425zZppd8P2kl4uqL3dP3I6p4CMt9notc6sMWePxSy0lB1ur5l9casze6flu6K1i1Uk9x49zA5m4oYZpH1a-YVnOLkwMBHSCP2YbXuhpeAXz5xu_tuih-Reik4VY8pRd-0azhk4JLYhf0PMc3Q1p2wh2KGs/4rb/WIEHlm-IRdqnl6MPABsp2A/h57/h001.32HzJxephQaKzzHels5kewzD1eRMYZAvgRXAosac6Pc" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d7187acf-ea4c-4792-bd6b-4e0e6a4f269d/Real.png?t=1780859550" 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;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXTzjd6bvnDikcXRzd6XwwAGeEFTGPjZPvk_-hCrUSHJ2SOXbrw22HPA5TRXJpGsF1oPikNFdskenh_UN29--NVtKANFv_RkgAa78_z21PB3P5VGkeuq_g0esTzb425zZppd8P2kl4uqL3dP3I6p4CMt9notc6sMWePxSy0lB1ur5l9casze6flu6K1i1Uk9x49zA5m4oYZpH1a-YVnOLkwkhkp87WWbgmdVf1BGKRh5ciA2g0Z0p8Zqxp_tCkM2L8KtgGGb1a8CJWfcsKQMCYG/4rb/WIEHlm-IRdqnl6MPABsp2A/h58/h001.QRnSA7rn34MZHZwpxm53CVVsJtfyM-ya_SYlap_s4B8" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “[This image] because of the patio door. It is a more realistic window shape.” </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 sunlight areas in the interior are over exposed. I don't think AI would make this error.” </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>“More shadows and reflections on the window - not so perfect.” </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-xamfuX9OmNsjXfSb_38EE9DmRYrC3c8zTQT5B9qc0hc74LhW2YcmxkqOSdm1QRL4gJnnyaVuQnGRN8BGN3k1Re9na_ZWK6OBG0qP2JqnsGMfMW64LW-Ihyx3UDOVbgAguZuru3paU74h4gXAbcW5CRimWk299h8aMagss4-_Zymkhoc1H6yLCLQZlFBy9CzpCNhyR1aZ0z-CxjEHVWo8_ObajhI5xSS4d2fhZWUU8XtYBDGGQzWA_-KWjZuFf_1Jv00J_VEg8/4rb/WIEHlm-IRdqnl6MPABsp2A/h59/h001.GCmYlXvz7X8xP5jZ4kt8hmLcA-DYlu80-uTx39rksOs" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d24418a-a666-4a2d-9ff4-ff6c2a98bb53/Fake.png?t=1780859619" 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;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9OmNsjXfSb_38EE9DmRYrC3c8zTQT5B9qc0hc74LhW2YcmxkqOSdm1QRL4gJnnyaVuQnGRN8BGN3k1Re9na_ZWK6OBG0qP2JqnsGMfMW64LW-Ihyx3UDOVbgAguZuru3paU74h4gXAbcW5CRimWk299h8aMagss4-_Zymkhoc1H6yLCLQZlFBy9CzpCNhyR1aZ08ZzyZ9kuJAO3jykIODGu0prxYu-pK2fdj2Ca40yf5Kd17d9PlDVWYBfSY1nGtfZk/4rb/WIEHlm-IRdqnl6MPABsp2A/h60/h001.VUKc2b1O_GNXFCGVa13qjmsjoEomXHTJut1j_68IGcU" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the AI image</span></a></p></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “The shadows in [this image] didn’t look right.” </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);">Shadows on the floor looked off and the greenery out the window on the left side was blurred in a way I didn't see a reason for.”</span><br><br>“A main prop in [this image] seemed out of focus.” </p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfGJy3c0bZNZM8i0gD27Frg072kFiqWiLO6zXXqWNHG3-KHeLB2KvWI3YCcZIoI0d8N-le1oL36245tRONfsRldyxeaSLTYVdqhn0CnA849_YVsAisAGgIhyogwygUaLnCYDpUAZ9nbRY-HCJuhqCkztlgRNWlhKnQ4Cr1caK1uJroBLndKnZ3NTWHMTVPKEoFUoCu8e06IInTi6bvykOjelx5zUbP2tpq-bts2zUblew/4rb/WIEHlm-IRdqnl6MPABsp2A/h61/h001.94S5KRdzdpORkUJo8ZG-vnSzx1gIL9t7p-Vn9T93y6c" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9fc4821-1b3f-460d-b894-f6799a48efd9/nl-promo.png?t=1777003751" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> 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. </p></td></tr><tr class="btn_row"><td valign="top" 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**Welcome back.** A fascinating project powered by OpenAI forward-deployed engineers offers a glimpse of what may come after today's AI agents: systems that learn from their mistakes and steadily improve their own workflows. We also examine how physical AI is moving from sci-fi to the next platform race, and the stakes are bigger than robots that can fold laundry. And at WWDC 2026 on Monday, Apple gets another chance to prove it can reimagine Siri for the age of generative AI. The bigger question is whether Apple will catch up or differentiate. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. 4 big questions for Apple's AI prove-it moment
## 2. Self-improving agents are AI's next act
## 3. Can open-source robotics win the physical AGI race?
----------
CONSUMER
# 4 big questions to watch at Apple WWDC 2026
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Okay, Apple, let's try this again.
The company had its big AI reveal two years ago at WWDC 2024, but it got too far over its skis. It announced a slew of AI products and features that were delayed, never came to market, or were disappointing.
On Monday, at [the keynote for WWDC 2026](https://developer.apple.com/wwdc26/), we're going to hear Apple's new vision for integrating AI into the iPhone and the rest of the Apple ecosystem. This time we expect to hear about features that are much more fully baked, including the [long-awaited transformation of Siri](https://www.thedeepview.com/articles/apple-s-ai-rebirth-hangs-on-siri-s-ios-27-makeover).
Apple's AI reboot comes almost a year after CEO Tim Cook [rallied the company](https://www.bloomberg.com/news/features/2026-05-28/apple-ios-27-photos-screenshots-revamped-siri-pro-camera-app-new-ai-features) around playing a key role in the AI revolution, calling it "as big or bigger" as the internet and smartphones. "Apple must do this. Apple will do this. This is ours to grab. We will make the investment to do it," Cook told Apple employees at an all-hands meeting in August 2025, according to Bloomberg sources.
With Apple's AI trajectory on the line, here are the biggest questions to track at WWDC:
* **Can Siri meet heightened expectations?** Siri needs to become nearly as capable as ChatGPT and Claude and it needs to emerge as a standalone app that you can chat with. Turning Siri into an app that's highly usable and easy to navigate is Apple's bread and butter, and it's the best way for Apple to distinguish itself. But that will only be possible if Siri works as well as the leading chatbots on the market. [Apple has enlisted Google Gemini](https://www.thedeepview.com/articles/apple-s-google-powered-siri-will-reshape-ai) to power the [Apple Foundation Models](https://developer.apple.com/documentation/FoundationModels) that run Siri. Let's see if Siri merely catches up to what everyone else is doing or if it launches any truly unique features.
* **Where do Google, OpenAI, and Anthropic fit in?** By not making its own frontier models, Apple has the opportunity to play a role similar to Perplexity where it can use models from multiple labs and orchestrate which model is the best to use based on the user's question or task. We already know Apple is partnering with Google and OpenAI, the big question is whether Anthropic models will join the party. Based on [this tweet](https://x.com/RobertJBye/status/2062954050338062389), it looks likely. Will they all have equal footing inside the new Siri? Let's see how that plays out.
* **How will Apple integrate agents?** Apple catching up on chatbots is one thing, but the AI industry is rapidly moving away from chatbots and embracing AI agents as the next stage of AI. [The Information reported](https://www.theinformation.com/articles/apple-explores-ways-welcome-ai-agents-app-store) that Apple will launch an AI agent marketplace on the App Store to allow companies and developers to launch agents that strictly adhere to Apple's privacy and security policies. That could be a win.
* **Will there be a hardware surprise**? There is no hardware currently rumored to launch at this year's WWDC, where Apple typically launches at least one new device, usually a Mac. However, we do occasionally get surprised at WWDC by hardware that flew under the radar. If that were to happen this year, the best candidates would be a new smart speaker running the overhauled Siri, a teaser for Apple smart glasses coming next year, or new Mac mini and Mac Studio hardware powered by the M5 chip. Still, all of these look like longshots.
Let's also remember that no matter what happens with Siri, [Apple is still winning big in AI with Apple silicon](https://www.thedeepview.com/articles/how-apple-silicon-keeps-quietly-piling-up-ai-wins), as I recently detailed in an exclusive interview with Apple.
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Caption:
It's easy to get stuck on Apple falling behind in the chatbot race. After all, it's been two years since the promise of a revamped Siri running on AI has failed to materialize. And there were many years before that when Siri languished in a sea of unfulfilled expectations. Siri needs to deliver this time, and with all the attention Apple has dedicated to the Siri upgrade over the past year I think we can reasonably expect that the AI assistant will catch up on basic features. The bigger question is if Apple simply tries to deliver basic features and win on interface and integration, or if it tries to push the boundaries and deliver truly unique AI features. The Deep View's [Sabrina Ortiz](https://www.thedeepview.com/author/sabrina-ortiz) and I will be on the ground at WWDC 2026 to find out. You can follow my analysis of everything announced in real-time on X/Twitter at [x.com/jasonhiner](https://x.com/jasonhiner).
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Follow image link: (https://www.thedeepview.com/author/jason-hiner)
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--------------------
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# Buffett's Rule Could Make This Company Soar
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--------------------
RESEARCH
# Self-improving agents are AI's next act
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Follow image link: (https://www.thedeepview.com/articles/self-improving-agents-are-ai-s-next-act)
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Thrive Holdings used AI to cut tax document prep time by a third while maintaining up to 97% accuracy. But the real story is what happened next: The system kept improving itself.
OpenAI forward-deployed engineers (FDE) worked with Thrive Holdings’ engineers to build Tax AI, an agent that helps automate the process of preparing 1040 and 1041 tax returns. Initially, Tax AI was built for simpler work, such as ingesting W-2s and 1099s, but as the tax season went on, it was able to self-improve and handle more complex tasks, Arthur Fernandes Araujo, an OpenAI FDE lead on the project, told The Deep View.
"If you think about AI as an ever more capable coworker that is augmenting you, you want a coworker that is capable of —given some input on what it did incorrectly — having the memory of it and not repeating the error," Araujo said.
OpenAI quantified those improvements by measuring the percentage of tax returns with accurate field completion, meaning all boxes on the document were filled out correctly. At launch, only a quarter of tax returns had 75% or higher field completion. Within six weeks, 86% of returns hit that mark. Eventually, the system grew even faster, with 90% of returns hitting 100% correct field completion, OpenAI said in a release.
So how does it work? To get better, the system uses a three-part loop:
* First, a practitioner reveals errors and steers what the product learns
* Then the system tracks the full process beyond inputs and outputs to convert the corrections into evals
* Finally, a Codex-driven improvement loop allows the system to build on the evals
For instance, in the blog post, OpenAI outlined a rental property income example in which their Tax AI system must extract Schedule E fields from messy source materials, such as handwritten notes, emails, and spreadsheets, then map them to a tax engine for practitioner review. When errors are found, practitioner corrections are captured as structured data, grouped into recurring failure patterns, and fed to Codex as scoped engineering tasks.
In this project, what’s "self‑improving" is the harness around the model, not the underlying model itself. The tax agent is built on OpenAI’s Codex harness, and it’s the harness that’s being iteratively improved based on practitioner feedback. Because the Codex harness is open source, other developers can also build similar self‑improving agents on top of it.
Also notable is that the same three-part design can be applicable for workflows in other domains and industries and is "quite generalizable," John de Wasseige, one of the FDE leads on this project, told The Deep View. For example, OpenAI says it is working with Thrive Holdings to apply it to accounting workflows, such as booking, audit and operational workflows.
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Ultimately, one of the biggest challenges with any AI model is accuracy, a concern that becomes even more critical in enterprise use cases. For these models to earn genuine trust, they need to perform as closely as possible to a human expert. One hallmark of real-world training is the ability to correct someone's behavior so they don't repeat the same mistake. The Tax AI system appears to mimic that dynamic, and its potential to extend that feedback loop to other forms of knowledge work makes it a noteworthy advancement in the space. OpenAI said the broader purpose of publishing the article was to provide developers with a blueprint for building on these ideas and a constructive mindset to push the technology forward.
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Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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--------------------
TOGETHER WITH MODE MOBILE
# The Next Uber? This Shark Tank Investor Thinks So
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GOVERNANCE
# Can open-source robotics win the physical AGI race?
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The robotics industry has a specific dream with far-reaching consequences: a robot brain that can do anything a human asks it to.
It's the driving force behind Generalist, a company with a goal of creating "physical AGI" that's useful to anyone. Last week, the Nvidia-backed startup announced a [$400 million funding round](https://generalistai.com/blog/accelerating-the-next-phase-of-physical-ai), bringing its valuation to $2 billion. The startup joins the likes of [Physical Intelligence](https://techfundingnews.com/physical-intelligence-1b-raise-11b-valuation-founders-fund-lightspeed/), [Rhoda AI](https://www.businesswire.com/news/home/20260310715139/en/Rhoda-AI-Exits-Stealth-with-%24450-Million-Series-A-to-Bring-Robots-Out-of-the-Lab-and-Into-the-Real-World), and [Skild AI](https://www.skild.ai/blogs/series-c) in attracting high-profile investors to the ambitious mission of creating robots capable of learning tasks like humans.
But one startup may want to change the nature of this race, shifting the work from competition to collaboration. Luma, a video AI and world model startup aimed at creating "multimodal AGI," last week announced the Open Physical AI Lab, a collaborative initiative aimed at solving generalization to "maximally benefit all of humanity," CEO Amit Jain [said in a post on X](https://x.com/gravicle/status/2061476460217737294).
Luma and other startups are deeply focused on solving this because the scale of generalized robots could be massive. In an interview, Jain told The Deep View that if generalization is achieved and robots are capable of operating alongside humans at work, in businesses and at home, "they're going to become the means of production."
But generalization is an incredibly hard problem to solve, and a lot stands in the way of achieving it. One of the most notable challenges is the [massive gap in real-world data](https://www.thedeepview.com/articles/the-race-to-give-ai-a-body) needed to train robotics models to interact with the real world. Additionally, these models require far more compute than conventional language models.
Opening this research to a wider audience could accelerate innovation and close those gaps more quickly. And without pooling resources, "robotics and generalization cannot be solved," Jain told The Deep View.
However, Jain said there may be a greater risk of this work being siloed within individual companies. The race to generalization in physical AI mirrors that of the race to build AGI at Google, OpenAI, and Anthropic. If the work isn't done in an open-source manner, Jain said, the industry risks the centralization of this technology.
And if these robots reach the potential the industry is expecting, "There is no situation where we imagine a future where the means of production are controlled by one or two or three companies," said Jain. "Groups and institutions and nations should be in control of means of production."
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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It's clear that physical AI is one of the tech industry's next frontiers, with the starry-eyed goal of creating generalized robots that can perform whatever human-like tasks we ask them to. It's why these young startups are notching billion-dollar valuations from major investors. It's also why OpenAI has taken an interest in robotics, seeking to [recruit engineers](https://x.com/sama/status/2061117302528188712) to its own robotics division. However, Jain's warning is also clear: Centralizing power in robotic generalization could be as risky, if not riskier, than concentrating powerful AI [in the hands of too few companies](https://archive.thedeepview.com/p/ai-s-utopian-promise-masks-a-race-for-power). And while OpenAI's Sam Altman and Greg Brockman have both recently called for the [democratization of the technology](https://www.thedeepview.com/articles/altman-reframes-who-controls-ai-s-future), with a major OpenAI IPO on the horizon and so much money on the line, it's important that governments, institutions and the global community continue to hold these companies to the promise that this technology be developed in a way that will broadly benefit humanity.
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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LINKS
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* Only 26% of companies [have a full view of their AI costs](https://www.wsj.com/cfo-journal/the-metric-cfos-struggle-to-track-ai-usage-3b30c10c?st=gU2ZbB&reflink=desktopwebshare_permalink), according to KPMG
* OpenAI plans [ChatGPT superapp overhaul in coming weeks](https://www.ft.com/content/ca0f5f5e-fb9a-41a0-a2a9-0127e15b7db9)
* White House [AI advisor Sriram Krishnan to leave](https://www.theinformation.com/articles/white-house-ai-policy-advisor-krishnan-leave-position) at end of June
* Google Cloud, SpaceX [$30 billion compute deal is "short-term"](https://www.nytimes.com/2026/06/05/technology/spacex-google-deal.html?unlocked_article_code=1.oFA.pwqq.wQrMgdMrNXmI&smid=url-share)
* Apollo, Blackstone [finalize $35 billion deal to buy chips](https://www.bloomberg.com/news/articles/2026-06-05/apollo-wraps-up-35-billion-debt-to-buy-ai-chips-for-anthropic) for Anthropic
* Coding platform Lovable in talks [to raise funds at $12 billion valuation](https://www.forbes.com/sites/rashishrivastava/2026/06/05/ai-coding-startup-lovable-in-talks-to-raise-funding-at-a-12-billion-valuation/)
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
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* [OpenAI Lockdown Mode](https://help.openai.com/en/articles/20001061-lockdown-mode): An optional OpenAI security setting to prevent prompt injection and data exfiltration attacks
* [Manus Shopify Connector](https://manus.im/blog/manus-shopify-connector): The AI agent app now lets owners build storefronts, manage product catalogs, and generate campaigns using chat.
* [Dreambeans](https://labs.google/dreambeans): A new product from Google Labs that gives users proactive, personalized collections of stories.
* [Perplexity](https://x.com/perplexity_ai/status/2062976272436002825): Nvidia's open source Nemotron 3 Ultra is now available for Perplexity Pro and Max subscribers on the flagship platform and Computer.
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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* [Meta](https://www.metacareers.com/profile/job_details/1700176467676888): Tech Lead, AI Research Scientist (Robotics)
* [OpenAI](https://jobs.ashbyhq.com/openai/97d3670c-e75a-4bb2-a235-171765f5f10e/application): Researcher, Training
* [PayPal](https://paypal.eightfold.ai/careers/job/274907093630): Staff ML Scientist, Agentic AI
* [Thinking Machines](https://job-boards.greenhouse.io/thinkingmachines/jobs/5002288008): Research, Vision Expertise
--------------------
GAMES
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f82c3558-a44e-4bdf-bb5f-7e354934aa06/AI_or_Not_-_TDV_-_2026.06.08.png?t=1780859758)
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--------------------
A QUICK POLL BEFORE YOU GO
----------The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback.
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Thanks for reading today’s edition of The Deep View! We’ll see you in the next one.
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d7187acf-ea4c-4792-bd6b-4e0e6a4f269d/Real.png?t=1780859550)
Follow image link: (https://unsplash.com/photos/keyboard-and-stool-in-a-sunlit-room-og8C5C6H-BI)
Caption: [Link to the original](https://unsplash.com/photos/keyboard-and-stool-in-a-sunlit-room-og8C5C6H-BI)
“[This image] because of the patio door. It is a more realistic window shape.”
“The sunlight areas in the interior are over exposed. I don't think AI would make this error.”
“More shadows and reflections on the window - not so perfect.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d24418a-a666-4a2d-9ff4-ff6c2a98bb53/Fake.png?t=1780859619)
Follow image link: (https://chatgpt.com/s/m_6a220214bf848191ba36f4edb614b678)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a220214bf848191ba36f4edb614b678)
“The shadows in [this image] didn’t look right.”
“==Shadows on the floor looked off and the greenery out the window on the left side was blurred in a way I didn't see a reason for.”==
“A main prop in [this image] seemed out of focus.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268)
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Follow image link: (https://tdv.transistor.fm/)
Caption:
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268)
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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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