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⚙️ Why AI agents won’t replace work as fast as expected Sun, 19 Apr 2026 17:29:42 GMT

⚙️ Why Capital One rejected off-the-shelf AI Sun, 19 Apr 2026 12:34:51 GMT

⚙️ Agents expose the limits of human first databases Sat, 18 Apr 2026 12:35:32 GMT

⚙️ Anthropic drops Opus 4.7 as users await Mythos Fri, 17 Apr 2026 12:35:50 GMT

⚙️ Humanoids echo AI’s quest to build life itself Thu, 16 Apr 2026 23:37:48 GMT

⚙️ AI agents are scaling faster than cyber defenses Thu, 16 Apr 2026 01:02:21 GMT

⚙️ Anthropic gives Claude Code a multi-agent upgrade Wed, 15 Apr 2026 12:35:08 GMT

⚙️ Why Kurzweil still sees AGI coming by 2029 Tue, 14 Apr 2026 11:35:12 GMT

⚙️ AI’s next big chip bet may be biological Mon, 13 Apr 2026 12:34:49 GMT

⚙️ The missing layer in the AI agent stack Sun, 12 Apr 2026 14:14:06 GMT

Selected Message

From: "The Deep View" <newsletter@...
To: [email protected]
Date: Sun, 19 Apr 2026 12:34:51 GMT
Subject: ⚙️ Why Capital One rejected off-the-shelf AI

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</style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Plus: Why any enterprise can benefit from customizing AI models to their needs &#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204; </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:10px 10px 10px 10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:1px 1px 0px 1px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:15px 15px 0px 15px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> April 19, 2026 &nbsp; | &nbsp; <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYXFg2i92Mq0FYy9WgT_VPoMeezsuMxdeyYLBMs9UU_nds8A-tByF8m_ocV5laqmymN63EFU-Yo7gLvYGp71YSSDPrIUf8NT77p0ZesKc01YQfJcbKvXBqF0KaC9t0bOkmO38u-SLZ8jiWdvTEGKMOaUzpK2VTdvQ0AHLSwhEMIHCMQSOyzTUR0TsxqUT9WdkLqQHo74reFkKykJdGrLprL03MQVmP1kLu8I8kxOIDORut-H-D1Phy5YGMnnu6nbtuQ1Psjv_sEj2tiQA3oQRJu3HDe__Y9mwIzKs0lzzBbaRWxWuAkBql9yeOup2mDS90Rf4aMtRBRHxpKPXKKS51TrwUBG1xuKeGEmEY6L5A62W3E7oZ2ji7MH_L5P5jACLQHM5IoIMG2yoieCJTxlc8vTCocb6Tb2OrIQi5DQCLho3wPG5n80B1cG3zZ-pgwr8_a2w4KMU9roB77PbD5vkM14mKZOz2KOI12GTR06N_MblA-QU7ONPpqoSzGCLL9da6BX9c09BlqFPymG5IS-Hal8wYYsw9Ai3qPpOFLAfRU1ptsDnymDcc8X_vIyvG5G6VeHkSm_Hlu3iW6E17SbTUbgzWTFMOKYDIctn1rsPGZ0ioYUyMl5lIKH8oVA5g-gskK_vHL695VCig8fCTnnqEXqhX8NbR2Mle_UN6-ZemoDcO7rzLuekKr25WNfeNFm5qBQndBMY4zOsgHaGeJdV-WYkcWqY70zoweKasVjrldtWzbXzEPS5ht2N3S6ZAO2CD093Dgbgi8sIrhB7zRe_FsS/4px/z1g4oPxcRLSnHoRnUfWHng/h0/h001.-GTvLIVMYHk_JtdIR38fvLyOLFVVLMGf-a9c2Rai3qE">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/4px/z1g4oPxcRLSnHoRnUfWHng/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/391dce93-466b-4e4e-9fca-37df01e81b7c/BANNER-captial-one.png?t=1776562307" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GnFW24hrtxXJXK8tL1dqJN1SRs6pDP4SFCRHINP8pX6pDfIgfQwkgOpjTmkUq9EI1vsGji7NIqTLCzuSwcamvaPIf6kt4wM55AHlFiGKkPVFiLnK5ekniMMrFTnZwRE9Qp8ywVeLBBBLWPfmXLkNO2VxUUTGqsFJgjloCTD5ivWH52pg-FZNveKk3QclilpKgUoK08cFfUsOPtlT89dJ7ov6b2RNDb7CuVnBCZyTXORK4Cf6De19C8yetZ-Q-3kY0oo5-PL4waxsnoIWXDklcTzP4dZnwZaJLrNHTNkonfDQA/4px/z1g4oPxcRLSnHoRnUfWHng/h1/h001.Uyu4C9HqyFXAyrxB0YC4JTRS0kFb_IwcaEn1Tl4t1RE" 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/1f875a3e-57a6-46e1-b94a-37dfc79bf8ea/Together_W_Coder.png?t=1776361180" alt="" height="auto" width="325" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Hello, friends.</b></span> Welcome to a special weekend edition of The Deep View. Chrome’s new Skills feature signals a shift toward a more agentic web, embedding AI actions directly into the browser without forcing users into new tools. In the enterprise, Capital One is forging a unique path, betting on deeply customized open models to meet strict regulatory demands while keeping pace with AI innovation. Lastly, Gemini uses personal context to make image generation feel much more tailored to you, your preferences, and your people. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TqafRHKX5Kw7RM-LtY7p_wWS3Cs7hAK62ggaxTYGUvMAkysD3Kpj4_p1imkVFBS3GWfxxTFrbPh9CraEcKSvvfIho3Rt8QoPKRUP508H-D5bgaBIW9eKw3POfNuX2Kip-ITn6vpMZSDdBoqOk3_GKxc/4px/z1g4oPxcRLSnHoRnUfWHng/h2/h001.5gVBdxI2j4tvKVkOvZj-cKTUCHApf7dG95kiHc3b-5k" 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-how-open-models-solved-capital-on" 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> How open models solved Capital One&#39;s AI problems</h2></td></tr><tr><td id="2-chromes-new-ai-skills-push-the-we" 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> Chrome’s new AI ‘Skills’ push the web toward agents</h2></td></tr><tr><td id="3-gemini-makes-your-ai-images-feel-" 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> Gemini makes your AI images feel less generic</h2></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 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%;">Why Capital One rejected off-the-shelf AI</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16Dcu9frjlJMgTY23XeVnpmWzaVXWi-RfDyzLR7y7pUR9u89L1fuJf-yLmSLvsw2kpPdz9seZXbXfC9mVVeV2ywI6vU4bBv2Ljuwj0fLxgfBv_sWdCrQQvImZIREeOO39nGbExv4IHLtc6KTwj3usSB2yGdYTZVzoWW_e9uImBH7tfR45Q4wIJPCXHbPPtz-P47GisNl1CYugCu9GTVq-pZLvnFi_korzTOJZ5tYje9-RXguFod-SWk9NfqPFK0swVSRFeKKkQikmU2OO8CFD2gQ/4px/z1g4oPxcRLSnHoRnUfWHng/h3/h001.v8BfJLOIx_kovbm5Hks1Na6OM_q90JldTFNwjgAYixo" 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/0fdd60e6-ba2c-4690-ac8f-03f38a0ebeb6/tdv-capital-one-open-models.png?t=1776561351" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI is hard to secure as it stands. Doing so as a legacy financial institution is even harder.  </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%;"> At HumanX in mid-April, The Deep View sat down with Milind Naphade, SVP of AI foundations at Capital One, to break down how longstanding, highly-regulated financial institutions are using AI to innovate without wreaking havoc.  </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%;"> Before joining Capital One in 2023, Naphade worked for legacy tech giants like Nvidia, IBM Research and Cisco. Stepping into an industry like finance, he said, gave him a whole new appreciation for navigating the intricacies of innovating within the purview of regulator scrutiny.   </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “There are a certain set of things you must do, and you cannot do,” Naphade told The Deep View. “Making AI actually operate in this ‘must’ and ‘cannot’ [environment] is actually much harder than saying, ‘Oh, we can just have guardrails.’”  </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%;"> Naphade found the solution out in the open: Instead of trying to retrofit proprietary, off-the-shelf models from frontier labs to develop its AI systems, Capital One relies on open-source models, developed in the US, said Naphade. “We do believe that the open weights and open models approach … It&#39;s the only way we get to deeply customize them,” he 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%;"> It’s an unlikely approach given that open models tend to have security issues, such as model tampering, data leakage and a lack of regular, ongoing security updates.  </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;"> However, Capital One isn’t simply downloading open models off Hugging Face and plugging them in where they fit. Rather, Naphade said, “We start with open-source, and we then customize it to the point where it&#39;s almost unrecognizable.”  </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> And to meet regulatory standards, Naphade said, the company will completely dissect these open models, deeply studying their architecture and tracing their lineage.  </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> “This is not your usual enterprise, where you  just take something, do a little bit of fine-tuning here and there and call it customized.”  </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%;"> Navigating AI with an open-source approach, however, has allowed the company to stay at the leading edge of AI without relying on frontier labs for all innovation. For instance, Naphade said, the company has been experimenting for more than two years, and debuted its first agent tool last January.  </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%;"> Now, however, staying ahead of the curve may be the only way to keep up with customer expectations, he said.  “Everybody is using ChatGPT in their daily lives,” Naphade said. “They are going to expect every part of their interaction with their enterprise experiences to have a similar level of intelligence.” </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%;"> Capital One is a prime example of the enterprise benefits that can be reaped by betting on open-source models, even in tightly regulated industries. However, with ultrapowerful models like Anthropic’s Mythos and OpenAI’s “Spud” on the horizon, it’s easy for enterprises to become distracted with shiny things, especially when those things promise productivity and efficiency beyond their wildest dreams. Still, whether or not they&#39;re in regulated industries, more enterprises could stand to gain by adopting Capital One’s approach to open models and may find greater advantages from highly customized, purpose-built models than from expensive, off-the-shelf general-purpose ones. </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-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80ydWLr3h_9WF6swL9DPh_gfqcBAdd39gAUZ7t63FkjbdudEcjY4gbOG5-NwZ71lEA-DRuSzHrv_8M4rroDdFQ0bQ6t-6q5AD-pWAOnH-blOsnVxioxVSQ13h8x7jk0ooNKXsHhsht1DaOZ6nPvxif3k/4px/z1g4oPxcRLSnHoRnUfWHng/h4/h001.SIk-yrXGlS8huEz9VxyolgIW79SYa-OBBEjjF1jmugw" 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;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 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 CODER</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%;">Test Your Organization’s AI Adoption in 5 Minutes</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.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GnFW24hrtxXJXK8tL1dqJN1SRs6pDP4SFCRHINP8pX6pDfIgfQwkgOpjTmkUq9EI1vsGji7NIqTLCzuSwcamvaPIf6kt4wM55AHlFiGKkPVFiLnK5ekniMMrFTnZwRE9Qp8ywVeLBBBLWPfmXLkNO2VxUUTGqsFJgjloCTD5ivWH52pg-FZNveKk3QclilpKgUoK08cFfUsOPtlT89dJ7ovNYbAIONdSOJZFgLdt3VnYQOrFMxPmGxKMEfyRr_plG7saBzRMd7WZqJgOU_Qzyif3BlPfkTL7_sfE1WwOmM_jg/4px/z1g4oPxcRLSnHoRnUfWHng/h5/h001.4w_cytxjM04p35eVN31hJZXePgmpTUCbH1Ra_nTzmLE" 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/ab5c6848-befd-40f2-873d-ce6361618ef8/The_Deep_View_Image_1.png?t=1776361281" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> With this <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GnFW24hrtxXJXK8tL1dqJN1SRs6pDP4SFCRHINP8pX6pDfIgfQwkgOpjTmkUq9EI1vsGji7NIqTLCzuSwcamvaPIf6kt4wM55AHlFiGKkPVFiLnK5ekniMMrFTnZwRE9Qp8ywVeLBBBLWPfmXLkNO2VxUUTGqsFJgjloCTD5ivWH52pg-FZNveKk3QclilpKgUoK08cFfUsOPtlT89dJ7ovCQicijOO-Seo6J81L68fQpE5Tb8CvY6iMHtahWKNpFZuxxzNDoJJHerrNnBMmCNF8hlo0SbmwmQadTKjPEcoLw/4px/z1g4oPxcRLSnHoRnUfWHng/h6/h001.PrutfwHaINd10YSqDXlV-j299dGYCt7bSluF1B99imM" target="_blank" rel="noopener noreferrer nofollow"><span>AI Maturity Model Self-Assessment</span></a> from Coder.  </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%;"> Yes, it really only takes 1 minute (if you click fast). Yes, it will tell you not only where your company stands in terms of AI maturity and adoption success, but also show you practical next steps you can take to keep advancing. No, it doesn’t cost money. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GnFW24hrtxXJXK8tL1dqJN1SRs6pDP4SFCRHINP8pX6pDfIgfQwkgOpjTmkUq9EI1vsGji7NIqTLCzuSwcamvaPIf6kt4wM55AHlFiGKkPVFiLnK5ekniMMrFTnZwRE9Qp8ywVeLBBBLWPfmXLkNO2VxUUTGqsFJgjloCTD5ivWH52pg-FZNveKk3QclilpKgUoK08cFfUsOPtlT89dJ7ov9Sbji4Xi-sDr5_R2_7A42_Q4PEr9we7Y_S22QIl_WGG6lh5zEqBbjvgLIIlKuN2_I2w52aRq8fwJ3jWEP9N-oQ/4px/z1g4oPxcRLSnHoRnUfWHng/h7/h001.78rWy70VZTbtIo1EUUhlnJu4iuHHxPHrGD6-AxOMf9A" target="_blank" rel="noopener noreferrer nofollow"><span>It’s free, and you can take it right here</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%;"> What’s left to do? Well, thank Coder for one – they put this together, shared it with all of you, and have <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GnFW24hrtxXJXK8tL1dqJN1SRs6pDP4SFCRHINP8pX6pDfIgfQwkgOpjTmkUq9EI1vsGji7NIqTLCzuSwcamvaPIf6kt4wM55AHlFiGKkPVFiLnK5ekniMMrFTnZwRE9Qp8ywVeLBBBLWPfmXLkNO2VxUUTGqsFJgjloCTD5ivWH52pg-FZNveKk3QclilpKgUoK08cFfUsOPtlT89dJ7ovWD1I1Vp6xUscY9cOs-769DRvE50_F-KuVz25yAWKZ3Cz05Kv3wm5a8Hdd3DxBPL8dbW5_01BKbE7ZzmGue07Kw/4px/z1g4oPxcRLSnHoRnUfWHng/h8/h001.xcYmVO4xVNTj3kX_gi4vE1GnncfbN7ZrRYsq9MwzH34" target="_blank" rel="noopener noreferrer nofollow"><span>countless other resources as you take your AI journey</span></a>… which we’ll have more on below. Thanks, Coder! </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 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;">PRODUCT</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%;">Chrome’s AI ‘Skills’ push the web toward agents</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEs6lr1tBY3L6rgB2uptiQg_nTuIo7sfA-2ovTgHExbNhdff4tgO-imlid07F6Sg7Qk1qvpwCjKPsKK2bJF6SLnrmLlCPLiBYsAiKMbmEHmIeNkhd88I6Q28O_EC10MCGz1s6s2eEho1R_gT3pEhggMhcuHR06OxSKNXo7Pf0lddfaqUUonoCI591lK_tfKjUsszPzz1uSU2sEkkDP9BkqDyCpvxe9450oWkCclAx15eMrdYrqyoFccm0D-gsv2Q38zGBxCbuSKFPRUY4YYEgZTPlepc-AFYc_OQNlJGcmZbw/4px/z1g4oPxcRLSnHoRnUfWHng/h9/h001.ZOS1Trtnevt4oFnJkucb_Vmrf-JjFucT-1C6KjdaoFI" 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/9bfa8ed6-40b3-4860-935d-1aa4fdf69eb7/tdv-chrome-skills.png?t=1776561434" 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%;"> Millions already turn to AI for answers. Now, it may change how they search in the first place. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Tuesday, Google launched Skills in Chrome, a feature that lets users save and easily call on AI prompts they frequently use. The way it works is simple: users write and save a Skill, or an AI instruction, to their chat history, and the next time they need it, it&#39;s easily accessible using a forward slash (/) or the plus sign (+) as a shortcut.   </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%;"> Early testers used it for repetitive tasks such as calculating protein macros for recipes or comparing specs side by side while shopping, according to Google. To facilitate the use of Skills, Google is also launching a library of ready-to-use Skills in Chrome that users can try out of the box or customize.  </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&#39;ve been noticing the word &quot;skills&quot; popping up a lot lately, that&#39;s because AI skills are one of the biggest trends in the space right now. At their core, they&#39;re an extension of AI agents: a bundle of instructions that saves you from typing out the same conditions every time you want to trigger an action. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.AxwEyJ4V1O9c3ACt099WObo4RDRROiIgOTFohP_2iOeo8l85NA4eeyzI_3Gk2cOX4XiW_5WKoKvJmnQZbp4bJgh4SGk16ykDyCJMbHxlLLWzqOYCKLaOsDwqTHNb_0p7JoftzcaTesQj2olQVbkuEzrsb7dASx5Itluby8yIf6XrHKiWFQnN6wTYqHSXwmJEMDQDcn7iHwspqj--Meb_-id5wSvmptA1SCcs_BHJfQA-DrUHL1CQkEcOzISYKCV5XFyUjUkJowELVdNcuzf74ZSjMdbtfRzTnYngq5nNewK6de-VXdH3B0s3VqGhIh3v/4px/z1g4oPxcRLSnHoRnUfWHng/h10/h001.EdB1HDuaHjkrkFsYPL_rbEaXvOlQyvFutvvoAMK2XZM" target="_blank" rel="noopener noreferrer nofollow"><span>Claude</span></a>, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-DP2J9I0lA_JYzTu3PysIzPsu0Cf9thpxJiFgu6Ng58Vw5vbYKJsFVDyP5rvOubFdLKE3nZvGZPmG6uLA6LSMnVbNgG_l2HA1Z8HzPWa4EGfjk0lIiOz5Oc9yfg-vSXTp7iqV8wMaVsmkhUkS8shl0MjV9W37NrE4ERtKvFxcXb55v_9Ewd6aLij3EvEgntdB6gu2uVuUvKXQvhSt5X9I616gIfPlD46tugTPjhlJOIHV11D4J-HHu9S3XsK19cKTyB6iVGdOcaYE9rICYzv_vE8K7q7MFotIVeVkCzPrNiU/4px/z1g4oPxcRLSnHoRnUfWHng/h11/h001.FQPGvuTWVWFqsn2qQBMSVd_jYNRatIA_GCBVkaYklKU" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT</span></a>, and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.ljxaHJcuNf45qr3fbssaWplCYnHIEwvTKr1lEutWBxSG0mOdcsRrI_Z_iWuPYgMWNfSL1L0B1EtuOdbEPfgLvk4WPNM7J9w05uWSu7NDT9IP5ndmZxESb0RRp6LicQe4NYIJgBzPZrPaC6WtRY9qP63em943wXxMhwKX913fu0H5mq88P2EU7pJW2ls7-2MtkF6r7trDe6W1dZwWJQgRwCN0Az6rPc_8Ied39SwVntWEUKbsd_wn6B56fnOpeG87n0OBNtbbrH3Brm8ddswI7GwrydFSnbnIhhKh0cvbPuj3ZEB9dRLSyzG5T0CWw7QUTPWNtpG6v3Z0tduInE7SEw/4px/z1g4oPxcRLSnHoRnUfWHng/h12/h001.Pu4arNK7Izq_anaGVaVGlBG_TZ8lGEw73KfDOfHSQjU" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini</span></a> all offer their own version of agent skills, with Anthropic Claude’s version getting the most buzz on Twitter/X.  </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%;"> Since Skills can instruct agents on what to do, Google attempts to quell apprehensions of AI agents going rogue by reassuring users that these skills are built “on Chrome’s foundation of security and privacy, and they utilize the same safeguards we apply to prompts in Gemini in Chrome.” Furthermore, the Skills prompt will ask for confirmation before taking certain actions. </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%;"> Skills are being rolled out to Gemini in Chrome on desktop, and will be available on any signed-in Chrome desktop device. </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%;"> More and more, we are seeing web browsers adopt AI features, serving as an alternative to &quot;AI search engines&quot; such as Perplexity, which people thought would be the next big thing when AI first blew up in popularity around 2023. Subtly infusing AI features into existing desktop applications makes AI more accessible to a broader range of users, even those who are reluctant to use it, without requiring context switching or adding yet another tool to their workflow. Google has already seen significant success with this approach, as AI Overviews in traditional Google search accumulate billions of views each month. </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-cwkfTsMiGjocxMRkmgJScKJWgCiGMqWuH-bTcLJxPp-X2Y29F4Zrr-FNgyPkNQDBccP1XoL2CR-e48BZ5lEA6pkObnLmChgQd4tZoIU6RiY6BTRDKQFVDTTldq5CiB0MnB81a5jtyfSRScp-EQ1LpivBdHA93CLjX0c/4px/z1g4oPxcRLSnHoRnUfWHng/h13/h001.BDJKXU1Cm6psEWVmZUGWdONxzkFTrAqm9cH2uCKXGZ0" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768824599" alt="Sabrina Ortiz, Senior Reporter" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 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 CODER</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%;"><span style="font-weight:700;">Is Your Infrastructure Ready For AI Agents?</span></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.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GlPZrdJbLQiTP93wfPUvSc6-_aWfrm6KI3pwRcYTA5s2g5SPxW8z2vo__kjx6iabQB-oopWuu1uMeyIDODcpci11VtnFhsE2FJNc8n1sCYGDFTUGfPSOWQ6qi_sRBVEiJkuhnMDGdCVHUsTuwm1MNpy2jnDw-YWIGCgzD34hPgqEfqBLmxxa6PKEDJOJGAZA9w-8k2NItW6xRGUSn4v3AGGI6bQOuj_MdNrxlytvveLBpLGBtRWEzWgNLYWkmMXaZjCxRmECp7ywb6grcnQVmMF/4px/z1g4oPxcRLSnHoRnUfWHng/h14/h001.7YK__goMycj36KPNUDJhu7RayGmJ9ojFIjDZqHX4uHc" 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/1722cbc0-16b1-4478-ab38-fff169b8c9e3/The_Deep_View_Image_2.png?t=1776362013" 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%;"> If the answer wasn’t an immediate yes, then it’s probably a firm no – and that means you need to <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GlPZrdJbLQiTP93wfPUvSc6-_aWfrm6KI3pwRcYTA5s2g5SPxW8z2vo__kjx6iabQB-oopWuu1uMeyIDODcpci11VtnFhsE2FJNc8n1sCYGDFTUGfPSOWQ6qi_sRBVEiJkuhnMDGdCVHUsTuwm1MNpy2jnDw-YWIGCgzD34hPgqEfqBLmxxa6PKEDJOJGAZA9w-8k2NItW6xRGUSn4v3AGGbfU8clCJV2JZfswV6Ga9OGuQs4G7UfAJu-2HfK_PeenMr_TyvHCwcAfQdsrv6jFm/4px/z1g4oPxcRLSnHoRnUfWHng/h15/h001.CeoXxlfFIQtJZYls0bfdDnnPeKgLHkv9B-rA0OUAx1I" target="_blank" rel="noopener noreferrer nofollow"><span>start getting prepared</span></a>. But where should you start? </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%;"> Well, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GlPZrdJbLQiTP93wfPUvSc6-_aWfrm6KI3pwRcYTA5s2g5SPxW8z2vo__kjx6iabQB-oopWuu1uMeyIDODcpci11VtnFhsE2FJNc8n1sCYGDFTUGfPSOWQ6qi_sRBVEiJkuhnMDGdCVHUsTuwm1MNpy2jnDw-YWIGCgzD34hPgqEfqBLmxxa6PKEDJOJGAZA9w-8k2NItW6xRGUSn4v3AGGWngnrwnhwK5Wu3Nf73P-9wDzrQhw4L2BiEzeXxz6OiEieNv7f0Wx-A-o8FjZxwPd/4px/z1g4oPxcRLSnHoRnUfWHng/h16/h001.RzDfQEmYEtxvt-S4PUY1y2BMK_ZoCqsfP73HUx573oo" target="_blank" rel="noopener noreferrer nofollow"><span>this article from Coder</span></a> is about as logical of a place to begin as any. Not only does it lay out the real risk model for agentic AI (plus the infrastructure your team needs to govern it), but it also shows you how to build the environments that make it work. You’ll learn why to treat AI agents like interns and not tools, the “lethal trifecta” threat model your security team needs, and even the three-layer architecture Coder recommends.  </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.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GlPZrdJbLQiTP93wfPUvSc6-_aWfrm6KI3pwRcYTA5s2g5SPxW8z2vo__kjx6iabQB-oopWuu1uMeyIDODcpci11VtnFhsE2FJNc8n1sCYGDFTUGfPSOWQ6qi_sRBVEiJkuhnMDGdCVHUsTuwm1MNpy2jnDw-YWIGCgzD34hPgqEfqBLmxxa6PKEDJOJGAZA9w-8k2NItW6xRGUSn4v3AGGIeVHJLgrEBNE_HSsMsQUGq0k2Sj1--lnfiHeHvOZQwUTPeY6I25UBY-YTqam4OYE/4px/z1g4oPxcRLSnHoRnUfWHng/h17/h001.Aum6j7fvXQvUiFdCmjxWZp6f6EfFB5x-CDgjM5ri5BI" target="_blank" rel="noopener noreferrer nofollow"><span>Read the full article for yourself right here.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> &nbsp; </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 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%;">Gemini makes your AI images feel less generic</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGnLhQj86rRw1_j5qqiCWUeXEXq-2ky0ZKLhAKp-mzpLuNpj_QZvP5KkLXZt2MPnQiq4mtPSF5hHLXmHMKxpoyDJ5ILw56D9fLsGYjl1x2bZno2D5WjHsQLE4KG5b2-JvstrQsvjL2j5i6-jt5bEwq3WaRgf_6YNb05eNatWYn3oL66qq6YBbzZyDygBoWBc6ZgtfYKISf2Y6vc4fOmeJ3yFhKzEvgT11GeNdhUhVTbwV1ltZDUzAEjeF-VPJ0-qqPVbQ8f0qeLBpG0hBf3mZtDjoE9iEEMxu6QtZX_brvT0g/4px/z1g4oPxcRLSnHoRnUfWHng/h18/h001.JKY3hRXBUbIDo_XNL7SxuX_0sVRP9dtfpHOjnHbMRbU" 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/9bb2234e-fc9b-4959-8c3b-fe03eb534f53/tdv-gemini-images-personal-context.png?t=1776561767" 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%;"> When Google <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGtXD8o4Wqt4kLAHgzSgStYIXhg66CLzw34G24Fzgkk28B60hgKGdZmH4KecEjUo0aOV4o8NPatCWl5E14psg41ZQjTd8sZvGdFoqJn_6NjN5P1R6nJDy6TwB8_tG4084rQOx6G7PvbGz2RR_GGXZsLLJlGOVQhcaO9znyfmY_wHsO6QKX905ck5VXBqm4CKXwFbSBNeeNqSGE2x1ZBbk8CrqksKFaZPYkZEGVjsnI0b6qw1r8tOxCzHhfWZTsDk7slB4NHtenWVO1991nTbGGd/4px/z1g4oPxcRLSnHoRnUfWHng/h19/h001.nPANwIjB1adX-_Xvpbq2V228biF2cY8wArS0gyZGs9s" target="_blank" rel="noopener noreferrer nofollow"><span>launched</span></a> Personal Intelligence in January, it promised a smarter, more connected AI experience across its apps. Now, that vision is extending to image generation. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Thursday, Google announced that it was integrating Gemini’s Personal Intelligence directly with Nano Banana 2, allowing Gemini to use that context to create images that better align with users&#39; preferences without you having to explicitly say 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%;"> For instance, if you enter a prompt such as &quot;Design my dream house,” Gemini would use the context of the Google app ecosystem to generate an image that reflects the user&#39;s lifestyle and tastes without needing additional prompts or reference images. To get started, there is no additional setup as long as the user has already linked their Google apps.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Similarly, when users connect Gemini to their Google Photos library, the labels in Google Photos are used to group people and pets, providing context for image generation. In practice, this looks like asking Gemini to generate an image of you and your family doing your favorite activity in an anime style, and now it can do so using the provided context. </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%;"> Google warns that, since it is a new experience, it could get things wrong. However, it gives users the option to refine results by describing what is incorrect or by selecting the right image from their Google Photos library. Users are also invited to click the Sources button to see exactly which image was automatically selected to create the image.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Lastly, because images are personal and mostly meant to be kept private, Google clarifies that it does not “directly train its models on your private Google photos library,” rather it “trains on limited information, like specific prompts in Gemini and the model’s responses.”  </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 new personalized image creation feature is rolling out to all paid Gemini app users in the US over the next few days, and Google plans to bring it to Gemini users on Chrome desktop soon. </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%;"> I&#39;m still working to understand how image generation benefits everyday users, which makes the feature less appealing to me. That said, it does highlight something Google is doing really well: building a seamless ecosystem that makes it easier both to hand off information between apps and to infuse Gemini throughout all of them. This is exactly what Apple promised with its Personal Intelligence feature, and has failed to deliver yet. That&#39;s a difficulty that ultimately led to its recent agreement with Google. Keeping that lens in mind, this feature is worth noting. And clearly, people are likely to have fun with it, and it will be more efficient in making silly images you can text to family and friends. </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-cwkfTsMiGjocxMRkmgJScKJWgCiGMqWuH-bTcLJxPp-X2Y29F4Zrr-FNgyPkNQDBccP1XoL2CR-e47-c1ZpjwQw2MLRNxCkIsepsdkklKrPLBNoGAFpZd0XIWJv319JaYFdqaXUM0-u6MA8Na36-iUJPeZaMZXBpdhY/4px/z1g4oPxcRLSnHoRnUfWHng/h20/h001.k4ckMuagdxB0PIBlDk3WCkMdDOZ8IT4icUDjddmIzMU" 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;"> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" 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! 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Caption: 

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1f875a3e-57a6-46e1-b94a-37dfc79bf8ea/Together_W_Coder.png?t=1776361180)
Follow image link: (https://resources.coder.com/ai-maturity-model/AI_Maturity_Self_Assessment?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory)
Caption: 

**Hello, friends.** Welcome to a special weekend edition of The Deep View. Chrome’s new Skills feature signals a shift toward a more agentic web, embedding AI actions directly into the browser without forcing users into new tools. In the enterprise, Capital One is forging a unique path, betting on deeply customized open models to meet strict regulatory demands while keeping pace with AI innovation. Lastly, Gemini uses personal context to make image generation feel much more tailored to you, your preferences, and your people. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)

**IN TODAY’S NEWSLETTER**

## 1. How open models solved Capital One's AI problems

## 2. Chrome’s new AI ‘Skills’ push the web toward agents

## 3. Gemini makes your AI images feel less generic

----------
GOVERNANCE

# Why Capital One rejected off-the-shelf AI

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Follow image link: (https://www.thedeepview.com/articles/how-open-models-solved-capital-one-s-ai-problems)
Caption: 

AI is hard to secure as it stands. Doing so as a legacy financial institution is even harder. 

At HumanX in mid-April, The Deep View sat down with Milind Naphade, SVP of AI foundations at Capital One, to break down how longstanding, highly-regulated financial institutions are using AI to innovate without wreaking havoc. 

Before joining Capital One in 2023, Naphade worked for legacy tech giants like Nvidia, IBM Research and Cisco. Stepping into an industry like finance, he said, gave him a whole new appreciation for navigating the intricacies of innovating within the purview of regulator scrutiny.  

“There are a certain set of things you must do, and you cannot do,” Naphade told The Deep View. “Making AI actually operate in this ‘must’ and ‘cannot’ [environment] is actually much harder than saying, ‘Oh, we can just have guardrails.’” 

Naphade found the solution out in the open: Instead of trying to retrofit proprietary, off-the-shelf models from frontier labs to develop its AI systems, Capital One relies on open-source models, developed in the US, said Naphade. “We do believe that the open weights and open models approach … It's the only way we get to deeply customize them,” he said. 

It’s an unlikely approach given that open models tend to have security issues, such as model tampering, data leakage and a lack of regular, ongoing security updates. 

* However, Capital One isn’t simply downloading open models off Hugging Face and plugging them in where they fit. Rather, Naphade said, “We start with open-source, and we then customize it to the point where it's almost unrecognizable.” 

* And to meet regulatory standards, Naphade said, the company will completely dissect these open models, deeply studying their architecture and tracing their lineage. 

* “This is not your usual enterprise, where you  just take something, do a little bit of fine-tuning here and there and call it customized.” 

Navigating AI with an open-source approach, however, has allowed the company to stay at the leading edge of AI without relying on frontier labs for all innovation. For instance, Naphade said, the company has been experimenting for more than two years, and debuted its first agent tool last January. 

Now, however, staying ahead of the curve may be the only way to keep up with customer expectations, he said.  “Everybody is using ChatGPT in their daily lives,” Naphade said. “They are going to expect every part of their interaction with their enterprise experiences to have a similar level of intelligence.”

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Caption: 

Capital One is a prime example of the enterprise benefits that can be reaped by betting on open-source models, even in tightly regulated industries. However, with ultrapowerful models like Anthropic’s Mythos and OpenAI’s “Spud” on the horizon, it’s easy for enterprises to become distracted with shiny things, especially when those things promise productivity and efficiency beyond their wildest dreams. Still, whether or not they're in regulated industries, more enterprises could stand to gain by adopting Capital One’s approach to open models and may find greater advantages from highly customized, purpose-built models than from expensive, off-the-shelf general-purpose ones.

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)
Caption: 


--------------------
TOGETHER WITH CODER

# Test Your Organization’s AI Adoption in 5 Minutes

View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ab5c6848-befd-40f2-873d-ce6361618ef8/The_Deep_View_Image_1.png?t=1776361281)
Follow image link: (https://resources.coder.com/ai-maturity-model/AI_Maturity_Self_Assessment?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory)
Caption: 

With this [AI Maturity Model Self-Assessment](https://resources.coder.com/ai-maturity-model/AI_Maturity_Self_Assessment?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory) from Coder. 

Yes, it really only takes 1 minute (if you click fast). Yes, it will tell you not only where your company stands in terms of AI maturity and adoption success, but also show you practical next steps you can take to keep advancing. No, it doesn’t cost money. [It’s free, and you can take it right here](https://resources.coder.com/ai-maturity-model/AI_Maturity_Self_Assessment?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory).

What’s left to do? Well, thank Coder for one – they put this together, shared it with all of you, and have [countless other resources as you take your AI journey](https://resources.coder.com/ai-maturity-model/AI_Maturity_Self_Assessment?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory)… which we’ll have more on below. Thanks, Coder!


--------------------
PRODUCT

# Chrome’s AI ‘Skills’ push the web toward agents

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Follow image link: (https://www.thedeepview.com/articles/chrome-s-ai-skills-push-the-web-toward-agents)
Caption: 

Millions already turn to AI for answers. Now, it may change how they search in the first place.

On Tuesday, Google launched Skills in Chrome, a feature that lets users save and easily call on AI prompts they frequently use. The way it works is simple: users write and save a Skill, or an AI instruction, to their chat history, and the next time they need it, it's easily accessible using a forward slash (/) or the plus sign (+) as a shortcut.  

Early testers used it for repetitive tasks such as calculating protein macros for recipes or comparing specs side by side while shopping, according to Google. To facilitate the use of Skills, Google is also launching a library of ready-to-use Skills in Chrome that users can try out of the box or customize. 

If you've been noticing the word "skills" popping up a lot lately, that's because AI skills are one of the biggest trends in the space right now. At their core, they're an extension of AI agents: a bundle of instructions that saves you from typing out the same conditions every time you want to trigger an action. [Claude](https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview), [ChatGPT](https://help.openai.com/en/articles/20001066-skills-in-chatgpt), and [Gemini](https://developers.googleblog.com/closing-the-knowledge-gap-with-agent-skills/) all offer their own version of agent skills, with Anthropic Claude’s version getting the most buzz on Twitter/X. 

Since Skills can instruct agents on what to do, Google attempts to quell apprehensions of AI agents going rogue by reassuring users that these skills are built “on Chrome’s foundation of security and privacy, and they utilize the same safeguards we apply to prompts in Gemini in Chrome.” Furthermore, the Skills prompt will ask for confirmation before taking certain actions.

Skills are being rolled out to Gemini in Chrome on desktop, and will be available on any signed-in Chrome desktop device.

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More and more, we are seeing web browsers adopt AI features, serving as an alternative to "AI search engines" such as Perplexity, which people thought would be the next big thing when AI first blew up in popularity around 2023. Subtly infusing AI features into existing desktop applications makes AI more accessible to a broader range of users, even those who are reluctant to use it, without requiring context switching or adding yet another tool to their workflow. Google has already seen significant success with this approach, as AI Overviews in traditional Google search accumulate billions of views each month.

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TOGETHER WITH CODER

# Is Your Infrastructure Ready For AI Agents?

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Follow image link: (https://resources.coder.com/govern-ai-agents/ai-agents-are-in-your-codebase?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=blog)
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If the answer wasn’t an immediate yes, then it’s probably a firm no – and that means you need to [start getting prepared](https://resources.coder.com/govern-ai-agents/ai-agents-are-in-your-codebase?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=blog). But where should you start?

Well, [this article from Coder](https://resources.coder.com/govern-ai-agents/ai-agents-are-in-your-codebase?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=blog) is about as logical of a place to begin as any. Not only does it lay out the real risk model for agentic AI (plus the infrastructure your team needs to govern it), but it also shows you how to build the environments that make it work. You’ll learn why to treat AI agents like interns and not tools, the “lethal trifecta” threat model your security team needs, and even the three-layer architecture Coder recommends. 

[Read the full article for yourself right here.](https://resources.coder.com/govern-ai-agents/ai-agents-are-in-your-codebase?utm_campaign=26Q2MS_The_Deep_View_APRIL_19&utm_source=deepview&utm_medium=media-sponsorship&utm_content=blog)


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

# Gemini makes your AI images feel less generic

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Follow image link: (https://www.thedeepview.com/articles/gemini-desktop-app-signals-tighter-ai-race)
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When Google [launched](https://www.thedeepview.com/articles/google-s-ai-power-move-turns-personal) Personal Intelligence in January, it promised a smarter, more connected AI experience across its apps. Now, that vision is extending to image generation.

On Thursday, Google announced that it was integrating Gemini’s Personal Intelligence directly with Nano Banana 2, allowing Gemini to use that context to create images that better align with users' preferences without you having to explicitly say it. 

For instance, if you enter a prompt such as "Design my dream house,” Gemini would use the context of the Google app ecosystem to generate an image that reflects the user's lifestyle and tastes without needing additional prompts or reference images. To get started, there is no additional setup as long as the user has already linked their Google apps. 

Similarly, when users connect Gemini to their Google Photos library, the labels in Google Photos are used to group people and pets, providing context for image generation. In practice, this looks like asking Gemini to generate an image of you and your family doing your favorite activity in an anime style, and now it can do so using the provided context.

Google warns that, since it is a new experience, it could get things wrong. However, it gives users the option to refine results by describing what is incorrect or by selecting the right image from their Google Photos library. Users are also invited to click the Sources button to see exactly which image was automatically selected to create the image. 

Lastly, because images are personal and mostly meant to be kept private, Google clarifies that it does not “directly train its models on your private Google photos library,” rather it “trains on limited information, like specific prompts in Gemini and the model’s responses.” 

The new personalized image creation feature is rolling out to all paid Gemini app users in the US over the next few days, and Google plans to bring it to Gemini users on Chrome desktop soon.

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I'm still working to understand how image generation benefits everyday users, which makes the feature less appealing to me. That said, it does highlight something Google is doing really well: building a seamless ecosystem that makes it easier both to hand off information between apps and to infuse Gemini throughout all of them. This is exactly what Apple promised with its Personal Intelligence feature, and has failed to deliver yet. That's a difficulty that ultimately led to its recent agreement with Google. Keeping that lens in mind, this feature is worth noting. And clearly, people are likely to have fun with it, and it will be more efficient in making silly images you can text to family and friends.

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----------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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