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Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Thu, 23 Jul 2026 11:37:13 GMT
Subject: ⚙️ OpenAI's Hugging Face breach is a warning shot
To: [email protected]
Date: Thu, 23 Jul 2026 11:37:13 GMT
Subject: ⚙️ OpenAI's Hugging Face breach is a warning shot
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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: An inside look into Samsung's AI glasses bet  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:10px 10px 10px 10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:1px 1px 0px 1px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:15px 15px 0px 15px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> July 23, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWInu_u5ZFKM5cHJ7W7RicjPEXo7nul0r72QBwAYZTO4H6C-9k7FAGj-VIYFm-QLnFjlZDviWMHOhX37pvblJ86UjvrRYXCF9sfx3B4w8lvQbmHXLDtivLACGnNg-4Upi-yR1UA54tnxjpeFCpORSIMTf_BltvgJm1gQampaA_3an2FB72LEKASLfUJcs7XSp_a3j2c3Qtd9YOiwgTyWa6S7oGpRCVgPmgRdug5sFd5kntNZthVxpQYnaH47CM5BdhVhSVu-850qSKrvy13maFtvpseiVNac-uWYdaqzDlosNtK4kBQgHkSk5Qoqj2m9oOrl2Y_2Ktv4DMt6RZ28HeWUKtaD3v_TEKFAtQzj8NJ56RR0R5NEF5Pw4k1KNDMoNxIRJ59Zc8lZ2HJyHZsex2hTrPKTPyEYqr0fwG2izBDjugHZaxijFyJsEm_1JCbSoMyr_g6RTxYEna_9XKmyHef5ZQfMlCYUJDvskicsUYqS0-lrzeUzJiSD095zV3dtQOP2z7ZJdKs_IJnBLX7LEq5iKfXZ3zyfb3sdiFYsXivdRk7rfVjtqwhSgY-NiwPGUnyrvbdHjilKBgXC5uOUt3LHdcqrfI0rwJrIlNzngl9W7xuoLaIl4rvkgyCjyLaOw15Y4OuHwkjUy5UD2rk8Lo5k6jvvfUkygoFCmdPhp7jCNIRY02BxKSCtk3ZwGP1uzglQUgDEEaTAzR89OlZPb0v-oEwGnVCVmmDb4hzzPC2QNiNyBcDRzFpl0DxXEOcU3o/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h0/h001.g9oJQQIlKMp4qwVgy8nBfEqwYcN9AZ1IA-qzhYJxgbo">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/4sk/-6q4EGEBS7i_kiNE1gK3Fg/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/04e1d79e-8321-4e2d-b740-7857cf94e399/BANNER__1_.jpg?t=1784783936" 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.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgR-KnhYpBxMTlcrvfaNQGGBexryBMYnFGjzCO0JCM0D3JZBKXfB8lH1GQnphvdq2QEcFgSi2TXyRERXRdpSJhYjg_crbQwAU52wwkfJveabYYN4L1FJKWMBsHhwNHbjSJLU4SE8vttgHOT4lI_SLnzZRpHGD66_yriY7LfMeGcW8cZIRSZGw9IqNJoao2m-hkM/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h1/h001.ttsu9QSr8jXVLhRvs1lhARKz6mj86GAXLvCzhaSf0aA" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/df902896-f3fb-4851-8d70-aab904d04b0b/Together_W_Crusoe.png?t=1784670655" alt="" height="auto" width="325" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Welcome back.</b></span> AI may be writing more code, but software engineers aren't disappearing. Their work is shifting toward verification, making judgment calls and bigger strategic decisions. Meanwhile, Samsung and Google’s smart glasses look polished, practical, and privacy-friendly, but Gemini alone may not be enough to leapfrog Meta Ray-Bans. And of course, the most important story is OpenAI’s accidental breach of Hugging Face during a cybersecurity test. The company deserves credit for disclosing it, but the incident is a stark warning: Frontier models are becoming powerful enough to escape their boundaries, and existing safeguards aren't ready for how powerful the models are getting. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TgvPBXdPkTWTqTO5uVVKxm4qmQfUM5VDtFmbRiKCcDEXgzoD8c2_CTu9_6E9e_DgcRRTJ415OnF4bPv2gWgfVD3pvaMR4rUg-jjdJ2qd8CK2a8bObhJ9uQr4UrJnmIKAyw/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h2/h001.5WfIno8tV9yi-nPFq_BMIEQE849Px2DKo0TuIZwW2XI" target="_blank" rel="noopener noreferrer nofollow"><span><i>Jason Hiner</i></span></a></p></td></tr><tr><td id="in-todays-newsletter" class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>IN TODAY’S NEWSLETTER</b></p></td></tr><tr><td id="1-open-a-is-hugging-face-breach-shi" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">1.</span> OpenAI's Hugging Face breach shifts safety debate</h2></td></tr><tr><td id="2-samsungs-ai-glasses-need-more-tha" 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> Samsung’s AI glasses need more than Gemini</h2></td></tr><tr><td id="3-why-ai-still-wont-replace-softwar" 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> Why AI still won't replace software engineers</h2></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">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%;">OpenAI's Hugging Face breach is a warning shot</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQETWQFUCCYVwC3Q2o8Onv3zImTVqNN-JfdB5qwmg0n2H21IVDFWF_uoILxsCuUERK0WGT9yvYk8bH0KLB81L6uA24B3hDGE1accZatKVTYM0yIR_bzTiezSj2eO-kPnt1HOifWwggSvHEExoLZ8w7PSK5dnvkNVOozrXCBWaGr4vq15bOxjEhmda2VRtF1jBNp0YuD6aD2hJwaFuXD-eFH5QFn6Ls9oEkGRKAkOJFs76YAnRWmRR03pW68trbbBxEMMv_GNlCk1EO2KpbW1-ZdwMgeXg2gDQSwT9gUrN4ns2A/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h3/h001.-EqpptH805c3kUVYwjng1WZ-csWDcpXiWseVZ5C6pJw" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/6f059955-82f0-4cf8-b406-5ccce3939c48/thedeepview_A_high-security_AI_red-team_operations_center_gia_4fd58c9e-8b0f-440a-b6b3-b6c5590159cf_2.png?t=1784759727" 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%;"> Increasingly cyber-capable AI models are starting to show their teeth. </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, OpenAI claimed responsibility for a security breach of model platform Hugging Face, in which an agent, driven by a combination of OpenAI models, compromised the platform's infrastructure. The breach, which included the company's latest and most powerful model, GPT-5.6 Sol, and "an even more capable pre-release model," occurred while OpenAI was internally testing models on ExploitGym, a benchmark for cybersecurity capabilities. </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 a blog post, OpenAI said the incident occurred during an internal evaluation in which researchers were prompting the models to find and pursue "advanced exploitation" using complex attack paths. </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The evaluation aimed to help the company estimate the maximum cyber capabilities that its models had as a means of preventing them from "pursuing high-risk cyber activity." </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Though the benchmarks are performed in isolated environments, the models did their jobs too well, breaching containment by finding and chaining together vulnerabilities across OpenAI's research environment to access Hugging Face's infrastructure to search for solutions to the ExploitGym benchmark. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI has taken a number of actions in response, including implementing strict controls in infrastructure configuration, disclosing and patching the vulnerability that allowed for the incident, and improving protections around future evaluations. </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%;"> OpenAI has since received praise for coming forward about the event, including from <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hKd2SSQTAERIOrQsPtKp-TyntbxLeaEhom87X3bmlB1NOybI-IOnbW76M92FActpGG7EuG6MrRq5NaSaoRNcgkq_oPhPFRe-1uonuz-nNBG8eZJ7P-IxYaF45neIde1oOSZlgr0K27RKWx8XeYkYwHY38uoQ6xmE-E7Q6At_OHN1Q9E_ExdHNRd_5NCxFlhDy-g1TsQVXc_U2UjZWCI9Ai_rY-XR4W45yA-OsyQWc49mb90m90eUTw26kGM4_hU4bOHb3m-gPs9hUCXw7MbcZQw/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h4/h001.ofOjDl9AzbAAX9wiL95Qv_xi04ztFls92lN28bvgw8g" target="_blank" rel="noopener noreferrer nofollow"><span>employees</span></a> at <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hO6EAueKToHPK0unQWnPHi6-wEOVIRkY7ePJGNrQk7-msFEcoJbmIpBKxNk1XQqUd0qQA2YLDgmCDXxCVpRowwBoEba3Kqi8UyC2szBTK2gl9uEpobCHqmzarZ3WZWLhTXHX9Xgth6tBExYFZrV8kr8KZlbBj08m_ztUehTewyAv-3-M-i9ElGZxmdWZRWyFDc3kAsVBC_6CHqNVUQji-KnKazV4NA-BfTs7OXl1R_v8w8A6_jCZ1QR2bZbcObhzo3rA5Os3T1jt35ePt0uPu90/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h5/h001.6lU0aHmZ14U0sWvHGrXAUwL2wR0hyUbI4sCefKh9a8s" target="_blank" rel="noopener noreferrer nofollow"><span>rival Anthropic</span></a>: Jack Clark, a co-founder at Anthropic and former OpenAI staff member, said in a post on X that "there are many counter-incentives to publishing stuff like this, but by making it public we all get better info about safety at the frontier." </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%;"> Still, the incident marks one of the first major cybersecurity events as a result of massively powerful models going rogue, and it shouldn't come as a surprise. It could be the beginning of a trend that tech experts like AI godfather <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeAMLYBkYBl8lt7DowQoqiQjFaEiGJOloESDccnChIsT1rNu8cHJypRwxjOMUtJs4RA_1heFI8dB8ORQsadNTPAAL8scTwR3cn2Y3hNm8WuOKSWSy3KCA9duzUwob8vmg3g2MIY_7HF1UCSUQzl8MYAsv2JGE0ijlc7EIIc1InN5lAwjLcQlyElfBEMAhD5fSMPt25TX_nzYowJlU2kibgpbvma68mIX6zRQltCLfI5Re-57rWiHOHR69VE1BihZX_nt3pSxAN3SZj7HGsbul_9BRCuaHfrju_NbVe2KJPqEtWiLk9IMnfNnUV1PfkyPjCGNa1UCvyGcuUxucBOWNbmQ/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h6/h001.m9X0cB---_vsOAN-866GVGLJK99URsOSfPWOWEJurLM" target="_blank" rel="noopener noreferrer nofollow"><span>Yoshua Bengio</span></a> have been warning about for years. Notably, even OpenAI said that this incident will likely not be singular, and that it expects exploitations like this to "become more commonplace with the proliferation of increasingly cyber-capable 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%;"> It also highlights that enterprises and organizations may simply not be ready for models with power of this caliber. Barr Moses, co-founder and CEO of AI observability firm Monte Carlo, said that most organizations are overconfident in their ability to catch rogue AI agents. </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 reason this risk exists is that most organizations don't yet know how to define "trust" for an agent," said Moses. "Trusting an agent isn't a one-time judgment, but rather an ongoing claim you can only back up if you have full visibility into its activity, decision-making, and underlying infrastructure." </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> It's noble that OpenAI owned up to its models being the root cause of this incident, and hopefully sets a precedent for other AI labs to continue taking accountability as more of these incidents occur. Still, this may also be a sign that the cutthroat AI race needs to slow down before more damage gets done. While Anthropic pitched an industry-wide unilateral pause on AI development earlier this summer when it published research on recursive self-improvement, its argument against hitting the brakes was that <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFB6OkklKKhVNSWEtPUpq1k094h7QwEnOqbpxZa43FfVidq-K5De4Xc9NPjjOow0A-2Bsi3Bs8TlKR5P74WfSJZohRvrjsa4iCctn7Vj29XWwZJpuB1ldOfB_eWml0pqZD0lqTM6GF71-j0phQjnN_9Exbl2dL5v3ppTnXTQxZZ82OMsLEy_BK6Za8OHde_FMPlrLw5egUJb8nqVkZmNfWa8zZS9eIYl01m40KPM9xduhUWffYtEVKOGKoeeZ-3JzWg3ZpvW6Xy7t6dJ1QhYXDiQuvMbDu_AjwUif8NlOHBPw/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h7/h001.TVhWFb__xUeT_Y_JGd9CvGcB0Jk7I_Ct3HBWwbBrYvw" target="_blank" rel="noopener noreferrer nofollow"><span>no other major industry player would agree to it.</span></a> Additionally, many in the industry argue that slowing down would only cede the US's position as a dominant player in AI, allowing China to surpass it. However, many Chinese model companies have been accused of <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFB6OkklKKhVNSWEtPUpq1kMfOk3piFMCfcLnFT4i6N9TQdFZg62Woh8jEOnv0LBo_emiswEYrZvq6e5hcaQ3mjcPk6IYYF_eA336njqzgUfx5AMbvCheJkg4FFAn5pIF9tbuRkU12K7yVGP0fYO_GboRZPUBO5_62jPdX3rqBKJQbh8kvrJb8j8pias3_4o9OQWLj7kdqqE190pTAe_9FjltLU0yYJ8kvnsTzegtNEW2yIAJBJTf64P9sHm0P3VFCLUuWqUejMsi7ahF35XYJKH_DOmwH59CzgB_MYpBYQHA/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h8/h001.ayNOHRIhtBANOf7qZKm2cxcwHkU7wZLPYHOUy19Q4Yk" target="_blank" rel="noopener noreferrer nofollow"><span>using model distillation</span></a> of proprietary models from American AI labs as a means of propelling their own AI forward, with <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hHFnNzi3nnZsNerIvu91XrE73NQAlt4R3EUGpcykReDVdE-uBN1i6d43UX1CrL7wDRPCNGb7VON5blzyiERepCKkyYWSD7py4Bi9zxsxe_yqynsq_01fJ84V-wbngQnJl3ruu6VJesoobC1_1qOhunVeewwX2nF5XwXrAljxq_imalZDKmXe6urW5aeAr6yPviMtgiNZkyzARwr8ooYvtDYq0g57FM5alKunwPjK_bz9l1pCglpja-nx1QEwo-W_JHRCVP6b8PUBoLGVv2-Lydg/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h9/h001.KtTl9ppJc4wq6urx-3LOdGKPPvtbYxNoyAuFiW5s1J0" target="_blank" rel="noopener noreferrer nofollow"><span>Moonshot's Kimi K3</span></a> being the most recent example. This may actually be an argument <i>in favor of </i>a slowdown. If the industry gets more methodical and thorough, not only does society have time to plan and calibrate for the ethical and safety consequences of these models' capabilities, but it also has more control over them going rogue or landing in the wrong hands. </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-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l8092wJ___jd4mGY_E6GovuJ2VWCMCjHHxqmUtVrVX1kwzPIMKFlD0PXgu0j-57GZiNN_cq2TOV-_83nryu9YUPpg_XnYCNcDNg8Vu8NgYM2SEfXojvsemDw1hh9EefyVv35Jgh9U25NKkvGsEeL_AuDE/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h10/h001.u7UhWfhKjqVUtUGesaKvDZpp4iQZAFJx4vArxH1cllk" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH CRUSOE</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%;">Fine-tune open models. Keep your weights.</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.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgR-KnhYpBxMTlcrvfaNQGGBexryBMYnFGjzCO0JCM0D3JZBKXfB8lH1GQnphvdq2QEcFgSi2TXyRERXRdpSJhYjg_crbQwAU52wwkfJveabYYN4L1FJKWMBsHhwNHbjSJIxe4GPuBfU4aWzTrYKTeCgjH5v5tpeVQZt_ZzfbqIaNmJZ3ZE-DAnejc-8heYpAoU/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h11/h001.m4CGWEHCVpr5GZ9fckc9NGuFrqMqSFDGgwNeDvjPT-Y" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/da9f73df-4fc6-48a4-8da8-d5f490d0c4ff/J721SFTBannerASTATICCTA21200x628F1__1_.png?t=1784670730" 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%;"> Open-weight models are catching up to proprietary models — and more teams are customizing them with their own data while retaining ownership of the fine-tuned weights. </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.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgR-KnhYpBxMTlcrvfaNQGGBexryBMYnFGjzCO0JCM0D3JZBKXfB8lH1GQnphvdq2QEcFgSi2TXyRERXRdpSJhYjg_crbQwAU52wwkfJveabYYN4L1FJKWMBsHhwNHbjSJIETW-zfKJxFbsvdrzYH-o4pij31H_g6QBRBB-jc3_AHG_uGnYig9Y_FNwqBUo1vfo/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h12/h001.KXCBXzTpcfmo8kr0YuyGryDWTmeZXUz-ov86fyKyquo" target="_blank" rel="noopener noreferrer nofollow"><span>Crusoe Serverless Fine-Tuning</span></a>, now GA, runs in a tenant-isolated environment with zero data sharing: your data trains your models only. </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%;"> Deploy in one click to Self-Serve Deployments for inference, or download raw weights in .safetensors format. You shouldn't have to choose between a managed experience and ownership of your model. </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.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgR-KnhYpBxMTlcrvfaNQGGBexryBMYnFGjzCO0JCM0D3JZBKXfB8lH1GQnphvdq2QEcFgSi2TXyRERXRdpSJhYjg_crbQwAU52wwkfJveabYYN4L1FJKWMBsHhwNHbjSJJZ57omNpU_u2fc0hZn43VNOyl-BwlVgk86jk-SOfXH9bLBHJFiYy3D_SQPcIbEc9U/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h13/h001.H2I7kacGyZedndZWYz4u3QjGdRnA5rDFbTMfM4Cyhjg" target="_blank" rel="noopener noreferrer nofollow"><span>Learn more</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;">HARDWARE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Samsung’s AI glasses need more than Gemini</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQE4wfyWbIhtrdduYh0_R5g9wVMq59vxf0O3iM01kKt5xxZpbohS-uHoArv5JbU1Sn2yuG3iE1S5Z67fRizlhK31Xyg_9xyPnZXt8brh6wdyPxOeNWUE1_RaFIdApELpStC88UluYAp_ABW6MY55GoXTu80HJMVs3mRAUzmZPSWcuZBHkeACuxCjHgF9m2wfEUDmo7W-aEtNPIOVP-QJNlXtc5sSP7fBSMcjtU9pWrHBQfdt7W1WNPgdamBbpZBhR356QJHrqlB5A6ou9D8h3A0b1QFgibERX9rLX61YwW-q5A/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h14/h001.avNg-Ruc2IuAjFFFqbQE7mgGJpbVjghtEDycBJYzgAQ" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/d539c19b-47bd-445a-98f5-a6c4ba0a0584/212f8017e0b445d1bfd9e4b6df99b105dfe92288-1672x941_copy.png?t=1784753738" 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%;"> Samsung and Google's upcoming AI glasses could be what it takes to bring the category mainstream, and Unpacked gave us our clearest look yet at the product. </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%;"> Ahead of the event, I went hands-on with Samsung's new AI glasses, and they look promising. The Warby Parker collaboration offers everyday styles that resemble the ones I wear every day, while the Gentle Monster collection is bolder and more fashion-forward, including the sunglasses-style frames that look a bit like the Meta Starfire Kylie Edition glasses launched in June. </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 Samsung glasses themselves are straightforward: they have one camera, an LED light to alert people when they are being recorded, open-ear speakers, and microphones. The use cases lean on capturing content, fast access to Gemini for everyday tasks, and hearing notifications from your most important apps. Powering them is the Snapdragon AR1 Gen1 Platform. </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%;"> Battery-wise, Google, Samsung, and Qualcomm teamed up to deliver what the company claims is 9 hours of active use on a charge, even if you're doing heavier things like streaming video or using Gemini Live. And the case can recharge them seven times. By comparison, Ray-Ban Meta Gen 2 has 8 hours of battery in general use, although much less for heavy use.. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> To the touch, the Samsung glasses feel pretty light, though the company hasn't released exact weight or specs yet. I wasn't able to try them on or test any of the features, so that will have to wait until they launch in the fall. </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%;"> Functionally, they operate similarly to the standard Meta Ray-Bans. They are audio glasses that lack in-lens displays. But Google and Samsung are more trusted by many users, and they have the advantage of interoperability with a much larger device and app ecosystem. Other than that, it's still hard to know how they will compare to Meta glasses performance-wise. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> A big obstacle to entry in the smart glasses market is that the most popular and competent everyday smart glasses are made by Meta, and users have to contend with Meta's contentious reputation in privacy. For that reason alone, Samsung and Google's counterparts are already positioned to be more appealing to a broader segment of people. In addition, the fact that these models use Gemini, which has proven itself a much more capable assistant than Meta AI, is also likely to attract more customers. That said, hopefully, between now and the actual launch, Samsung will find other ways to differentiate these glasses from Meta. Samsung has deep expertise in hardware, and it'd be great to see them use that to drive the category forward rather than simply making their own version of something that's already been done. </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-cwkfTsMiGjocxH9EdFGwSIifL4Z6K0Uo_dFSKqcWuuG0JA9sc87-8hS3yMXaEus3bk83sB8NzSms9dIPZeTMpfcwRI90iPCLRly4KPAXJPiwYA5gKTYJR7ka61BSi-wUJky4KOcreZcXL28oHVmG5DJ90CLvVbyCy9g/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h15/h001.7qP4060guP6MKgKqg3bOMpgmR-wVhlac9wqNLgTF-IA" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </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 ATTIO</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 era of revenue runs on Attio.</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.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2x_9c5XVSrEvv96eLcqn4DXvTl0I_aTYTtyz9rt9B_zRoTpZ7RGlHWUjPVLtw3bJ2SuG8RdZb_xHvMihFOnu5NUY/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h16/h001.icAVLWy8ij344ta_qdyZxm3qPU5cMALf6STDumWHl2M" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/351d14b9-b00b-4f62-8a93-72808f1bed9e/Attiobanner1__4_.png?t=1784749158" 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%;"> Get agents working on every account, surfacing new opportunities, and handle the work that used to take your team days. With <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2x7Bbe72EXDfma4R69WDujT_VrKnik7Q88nCzXRbO_jq7Y-BecjMNc_hPGa4XVB8h1YANEpT59xi2AF3mO6_4INk/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h17/h001.qK_EI7nJTvBvLtjWz8OyGVb87f3uZbuzUIvPodSyKLg" target="_blank" rel="noopener noreferrer nofollow"><span>Attio’s new workflows engine</span></a>, you can build agents for any GTM play you need. Just describe the goal, and Attio assembles the workflow for you to approve. </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%;"> Then Ask Attio any question, from the weekly forecast to performance by rep, and get the answer in seconds. So you keep every deal moving. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Trusted by some of the world’s most successful startups, like Granola, Modal, and Railway, Attio is the agentic CRM that transforms how revenue work gets done. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2xwUvHf31zaCP5xR13OGs_F7baQe0HxXS19ZA5MfaPOzDuQBd0CbLjsp7aL26CRGxqB2Gb1HR5m7IILsxi2XMRzE/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h18/h001.yfBJsn8dqRmdy5mQXHTOGkHM-Hj7IcYHxY-09J-tDR0" target="_blank" rel="noopener noreferrer nofollow"><span>Try Attio for free</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">WORKFORCE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Why AI still won't replace software engineers</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxx7Q9HOG4N1i8HYPg_SWzAncWGjvU1hpNvo4FlsOCMtPTbkWL2txfkYLty7gJ4ocOXe1hZ8UseMVWKbP25WaZu2KOjj9C6paX4WEdKYMfgpXdtGmpUT0qXvZIEetDdD2kTGtaVhXKiDO4oTQxYJUe5Y8PaFaj-DzKPqz7An83t77bbawHcN3O6viJrvPZtgVjPbRzuhHQBfy0VQz85ayLyH0Wwb8CpkEH3gPcnbMVt5eU1BLsPc4iCvtdvX-9PC29p-RjKX3Bnoo8oWvmAN1UiDQ/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h19/h001.hc9VQxxseo8mfIYIg3sO8O8E6jzbry_9ewMUvV0ZwGE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/d8024634-85aa-4161-9cc8-945520581c6d/thedeepview_A_cinematic_editorial_photograph_of_a_modern_soft_8711e04c-c6e4-47bc-ac72-83a892543e78_0.png?t=1784753632" 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%;"> Software engineering is changing fast as AI becomes increasingly capable of writing code. </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%;"> Michele Catasta, president and head of AI at Replit, an AI coding platform used by more than <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leiqHRjETO84mWXC5lqx-98d07Upnkli75Bld1OfZfx5U0AnhOQfsXLm_3paKdqqszU_k-XuJeWeyWOr_fzebSDOOdbAzVS4Ajemo0EvgI-PVHO2MOb959b_5VSQqUBCDb6ePPd5MjmFdJLj4tRLUW4WyE5rmIxz9R3N67EMb1RrGYnBe36Jrn5afNwAE-i2dexfB4unqDA2mSVxSM7QND7CkpKdogOteBqSgCtxO3wzClQenMpgPoHnswnDkeriDyHwiW9AkR7NkA5VtYIFwsU/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h20/h001.xAFynEgjEezbthdgh84p7LPIPI2SVjO3l7efExGt3Sc" target="_blank" rel="noopener noreferrer nofollow"><span>50 million users</span></a> to build software with natural language and agents, has a front row seat to that transformation. </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 Deep View sat down with Catasta to discuss how AI is changing the role of the software engineer, why coding is becoming more strategic, and why entry-level talent may have an advantage in the job market. The conversation has been edited for length and clarity. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Aaron Mok: In a recent </b></span><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduogETA3gJ6bp0zVUPyfGJ-hwCAuuy8sC4KcKu_OYS6X0Q9fWyz-9tT_U2qHvZtTukTiIazPVueAcbqJMpFUaq40AhkYs26OEKFjS0UQENJxQQwNwmEtOiAGZ8oV_krQDLG1Me1DO7ewzw0sjhw_b_BlNzH-yr09IMRK6kb_vNhRVI40u-PVv-hRvu-2Vh92MaldyqL2trRbMT1rIPvKdPVDp7jhn_9FhHH8O159vZFsi4AHGt_bR2QqJvs8aVSckg05L-OiA453p1jYCKWAqU9PDeOYJxzPEHeTlQPbHHYoKaOdK2JlRZ1VVSOddvXQmkdaZwAKaWO9GFHl6qiTIlGl4/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h21/h001.RceNGh522QOeeDvYmDkD0P28tzXbe00WfDykXCvrDfI" target="_blank" rel="noopener noreferrer nofollow"><span>A16z podcast interview</span></a><span style="font-weight:700;"><b>, CEO Amjad Masad described Replit's Agent as "an automated software engineer" as capable as a "mid-level engineer at Meta or Google." That's a bold claim. From your conversations with customers, what are some of the most surprising ways you've seen them use the technology?</b></span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Michele Catasta:</b></span> The thing that's been most surprising to me—even though I've been working on this for 10 years—is that I practically don't hear users say they can't build what they have in mind anymore. That wasn't the case a year ago. We've gone from people creating landing pages to building software that would've taken weeks or months earlier in our careers. </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%;"> You're not going to take Replit's Agent, teleport it into Meta tomorrow, and replace all the software engineers. It's more that someone with those skills can suddenly build a new product or start a business on the side. </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%;"> We're also seeing strong enterprise traction. Eighty-five percent of the Fortune 500 uses Replit. Before, if you had an idea for a product, you'd write a product requirements document, go through several meetings, and start designing prototypes. Now, you can show up to that first meeting with a functional prototype. Decision-makers can immediately decide whether it's worth building or whether it needs another iteration. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Mok:</b></span> <span style="font-weight:700;"><b>How is AI changing the role of the software engineer?</b></span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Catasta:</b></span> I don't think anyone is doing less work today than before. If anything, this has been the most restless period in tech. </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 changing is the nature of the work. The cost of generating code is dropping. What's taking more time now is verifying whether it's correct. AI can generate a lot of code, but engineers still have to review it and decide whether to accept those changes. </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%;"> Even if engineers spend less time typing code, they're spending more time debating trade-offs and working with designers and product managers. As the cost of generating code drops, there's more time to think. That's leading the industry to build better things. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Mok:</b></span> There's growing concern that AI could reduce entry-level software engineering jobs. How do you see the career path for junior engineers changing? </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Catasta:</b></span> I know some large companies have stopped hiring below a certain level, and I think that's a huge missed opportunity. </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 startups like ours, it's actually been fantastic because we're hiring exceptional graduates who grew up in the AI era. They started college around the time ChatGPT came out. They're AI natives. They've been using AI coding tools from the beginning, and no one is more ready for this revolution than them. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Mok:</b></span> So is AI literacy becoming a competitive advantage? </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Catasta:</b></span> Absolutely. AI literacy has become table stakes. </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 people we hire and the companies we sell to are AI-forward. They expect people to know how to work with these tools. As chaotic as this shift can be, it's also incredibly exciting because people can build much faster. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Six months ago, I would've looked at an ambitious project and told my team it would take a quarter. Now I can say, "It's going to take three weeks. Let's do it." It's extremely empowering to feel like we can move fast and make things happen. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxx7Q9HOG4N1i8HYPg_SWzAncWGjvU1hpNvo4FlsOCMtPTbkWL2txfkYLty7gJ4ocOXe1hZ8UseMVWKbP25WaZu2KOjj9C6paX4WEdKYMfgpXdtGmpUT0qXvZIEetDdD2kTGtaVhXKiDO4oTQxYJUe5Y8PaFaj-DzKPqz7An83t77bbawHcN3O6viJrvPZtgVjPTUgR5px1-lbbqXdE_7T1kdVNRkKVQFAEzlIseq6UTJou2iyZ9UIdFM4HpSjrZKQWpDU_4ZhEI8-g3Au3HH--6w/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h22/h001.rqa1ICik1cqvOG3zzk8voa4emDd_mHzyPpxrUi3-gOU" target="_blank" rel="noopener noreferrer nofollow"><span>Click here to read the entire interview on The Deep View.</span></a></i></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG31lyoeMpfbhK34Ty5Q6OC8V_twUd6gKJaHg_cMwXzRgvE2pmY0k0D8DI5sTT6V_LyaIrNsbcxH9GUZVKLssVsnq8OeD-_Wi4IqwSlcjOYYQmEM3bLQlSgRDKlHT5wlSYP-PKh8k-V64NTtRbqSSX9jrH79st442pTf4UytjdU-GOXK_INDJSDgQpqMZEU9cmZVez5OWUq8_OIWvwOM5U7rZPok0hah8syzH5Z4dtP-Q/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h23/h001.4nhV_fRRUtQkLT8kPwQBhgB97VPgjiCVT3McU81VMEk" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/ad666d41-bade-43e3-aa4b-b583ba5ac227/Frame_1410104612.png?t=1767841494" alt="Aaron Mok" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">LINKS</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> White House claims that <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hHFnNzi3nnZsNerIvu91XrE73NQAlt4R3EUGpcykReDVdE-uBN1i6d43UX1CrL7wDRPCNGb7VON5blzyiERepCKkyYWSD7py4Bi9zxsxe_yqynsq_01fJ84V-wbngQnJl3ruu6VJesoobC1_1qOhunVeewwX2nF5XwXrAljxq_imalZDKmXe6urW5aeAr6yPvti-spKYPykbGqh9AXQ5GZ0g2Hx5CuMn0j2AoOmnlNj4I8_h5rCwzMsfIpnV7PayroXWzFMqmr2d8kSRGkud218/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h24/h001.FR5LM1J56pc2Fsf6VHOUn7P7q0zqnX129aPCIcVwou4" target="_blank" rel="noopener noreferrer nofollow"><span>Moonshot distilled Kimi K3 from Anthropic's Fable</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;"> OpenAI plans to <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaCheFK8eB3qA0e22uVil0pLYSg9mxkpMGiXEyW9yk8Jpp6F2ha26PpxWLQQfrbLlpDrtATdgqmZo1hDh2-j4w3YrdCWJ6vPE7LLLFNuTDtcUEy0fYFsLhlL8lyRbLZ9UOPkQDAz3-LevG9aAU2hzPt1jCa3bVwq0wDSpoiu2I5VNZy2burw-U-Fs5n9MUtQyThPCju4pRs6HaDW-ptXc9qwQQd3u5-3IEPeleNXbTN7pgkxY9xXchDrJbr3fStB6dWUP3idwk_AlF57fiSLoZuUP-coDl4zSgnrv5InnnAnA8E/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h25/h001.ZfJJS38Wjk1CeJGoFU7zfQEklQCCMhFBXjkR0_f1ivk" target="_blank" rel="noopener noreferrer nofollow"><span>spend $30 billion on 3.2GW data center</span></a> in Georgia </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Google says Gemini <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMD43dek_BQ0n1EigGCY7chJqASvlRZbZef7gHuDvNQLtYMMf84P7q8rnzmrzyQ8Mg2bkvh3ui9qP5YQgg7JJ9f3hBUmYhVQpn-j7qAlIWXyztgh7uk7yhabJmVjk71wQ11lNP-SzsD0_nRoV-eEX7unDGQqocR9q_tguabOSNb8a_iSghX3aMGWLsubFMRG7ND_6WC5y-fK9Essaf_cJ70ZhASYomSrUtn1cp8UUySwEhUL3krG__KZDH2BPwKs-Iuq-xQJyjWuaaSmsOzJgq0PDa7YxYOt6ADF9Y3eOkcyYFnJbHO-UBWT5x4gIKGqNw/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h26/h001.5BpUwgZMKFz0Qxlz4JX1aMYjIWz17lQ1KHJXGtK2y9w" target="_blank" rel="noopener noreferrer nofollow"><span>now has 950 million monthly active users</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;"> Travis Kalanick's <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfABNV3SXC2nR-1ffnN8nMOe-GEYlLXA8QsrCAhTGghRU-SOFz-nb0pzHZWt5AB400RlptV_MGhBWu09hmVIsW01o9uKbLriZayP5A6zj7-0pl9rDiuY-N6JZR5nF8HT3Irjw30ZSJGJ7raE0byKa0gyyzZ4L5-gE3LOcxyRC9hwze19dvei72s_u-PSYZFiQn7efFcrCYTYR-Ld0t12aswJBVG4nvCFtuLmL7jyRs4CQ4na_DUe0wuUcFaoobdxeTStys5F63v8jIakEoOKuoZ7DsmKNzot-7ZyER9cFkUFcVeqpDpkHcsV3-TjPA53WtA/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h27/h001.mhWNQwlpvIcQprW7ykaj3ogKn8jZ0u6u3_O9pjdnCTo" target="_blank" rel="noopener noreferrer nofollow"><span>robotics firm Atoms raises $1.7 billion</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.WHId9TPFGnUe-Jr4g0PigwA6vjAJst-7UUbP3eG-EkF0KybGH2N-ZEazn9bYPX_-odKy1PYRpMFjRPIdLRAtVS6aPh8aNEG5jWqLBSUkBDa8pbsLAXwWHRYh7Dr9dyEWXYPSImKJ_uevhT8ttlDip7oZZPTrjN1UDyy654m4ayqn4sKfjRZIgx852A21GndAUtMAryALjBKixVzbHeGBRtGp3gDyK_6JnFF2p41iCw6larL0ICTaEsVy3rGdVr75ettJ2cg5PDsMBTurYy-yaWKiFHcn_KQmpYq3sS-mOKj8qS4pgdmVUDEw7RtHLVmB/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h28/h001.NjIT6c3Lek5X5KMryuMMyRwJIRBX-C2IH4pyUw28Ws0" target="_blank" rel="noopener noreferrer nofollow"><span>invest $17 million in researchers</span></a> through US Genesis Mission </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Nvidia's <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeF_q12zPaNrF03aEtFoZY9Uplig6oxmMNSIkB_ZrkjtxUre57qmdzdyq5U7r8n2EloBIkALiY7Ss6vzS9b6vGFi0TeFwmCaRxke5WhcaCyAhCapNYJ8vgQpSPQQX3lKVHhVq_c-yuSPx0JAdYFhfsQwowzOZJeXiLKlz8DKgePsSM1oFJw3FzIlw5OEdX97Ml_xNIUb2IR2BRo2DxqRPi-T-9U-JYRgvyvX-DxeZBOQtb-Q5wpd5mTZprbmtPAUwO9mdAI79aCVLyd3zhMCYpmXcMVv8t9MLg2tGLAZzhI-D/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h29/h001.oArHLSEk9VyCNj2dcPYkI49oI02KO-I1zPdysBjGrCw" target="_blank" rel="noopener noreferrer nofollow"><span>Jensen Huang touts Moonshot's Kimi K3</span></a> as "excellent" </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeJZAeSWaD_CGNGJ08oYGpU5SYDJ5nExHLpYXvhm2HBIGZ-7GF8I99f2ZEOeebZtohJVNvClQuptwVqsQvPtCiuwKayQ_TN3E-Bejmnq8ZyrMVU6VXEEJAgGFVsTMF1EPqWSCmIpVBkWciEoSRaM0Q9O0kW785FP6i3dze5a5zlMslZrVp_f3nAFeyWpxjzCpmLemj71AN-qROo7zdCngpYSOoxxkAA5wB8npA25LellasyKP0oSNN2x_RDcXUrlenvL0A7dFQN2BqvOs22iU_Pi0CSrOLzQR0SrJPQlEA55V56jsniHcl9CRtEvADLTA9MGc1BQu-mTNPJ9hX3EVoyk/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h30/h001.Sv1PtNpBjnFhpJ5GqpKP-tzVHs7s0Q-Yj4ZiiMhR8C4" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI Presence</span></a>: A new tool that helps companies run agents more effectively on their data. </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.ljxaHJcuNf45qr3fbssaWibA2WtKnZ-16h70lguJZw4L2UTt9au7F29cClkvKd3plkKQBTD3Pa6m_BS2dKUsJNSzb1Y6qqMi5bSedDEvnxQHf_OAdb6_ePhErVv4HQ9TkBd0CqlHXwOtQt94bDDmYn6uIbHdDnV5jTCsEamOFxGII7VeFvpmlJyZp4VZOtWgTFxOOusjHyA3BKt1RJwbxOOgBrOtTbnQvXwNwkf2y_DPnxxNKqpIr03hONI6upXO--XLlWf4AMhnXIxH5s4fMa3t5Trjbohk8d7Y9pqQpf0WGkqf6XgY4fa7_NJXwJ9s/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h31/h001.9dlh1FA09MAsjsBSvejV8Y6WGV7ORkuFRoawaKsTwHk" target="_blank" rel="noopener noreferrer nofollow"><span>Lucy 2.5:</span></a> A real-time AI video and VFX editing tool by Decart. </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.wZPohD0JH12EksCsbt8ZeKZ879DulReCOiaFyaf_FYwzIYfOEhQ0VfgfOIYwxbANLJieXH4v1swQGCGGlqyCi-EuK8OLEwk2-2Bcw_lYl9boLjSMVCQYmoS2y4vrV_AAFIYmQrNIoFBJPwcc0g3CyFxTdshRddTtmhDfMUfBYnE9wOqlx1J18jsJw1WCjn7B4jga4GYK5V5OqSUw3pNFSvrT_jROXZj_v85jPUmeHTBnJvRqIhgkPiFPfOhds3mDApKI92iqssDs4eNZ1VnVWmBqMLpjfkA88jUEnT5poDGfzrrlOZ3S4usvR_U_I_07/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h32/h001._pP1UC9Y2_M2NfXptT5M9N17KswP0NY9tdaHXjK84yc" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic Economic Index</span></a>: Users can now ask Claude specific questions about Anthropic's economic tracking system. </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/u001.7zYFXt5AA3Px2NyJbPz6hDu1qBtGIUVjLQNaKkmy-K1YfIOxwguoG6TgMyuWPGJIlB71BpcK2eovn5qnttYsnMcDRyKDwQ2aEStv5ImaAn2It9Q_3nZ2Jkzb3Fo1OxQ1OIX69gMTuG6tHGoTFt8ul7dk7R51Jh65AUXpkAIXjNkrD83dzNT_-8XV5ecijQ8OnjFGwBhHbPQh0u1sDEwfn5Mm3TU5Fd4QQft3L-wr1o8ZI6cxe985yfWfIaDH4utbKt9jZA1OaCAIyClEmh8yFP3zZbMNIgV4xAqaoEaQgWg/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h33/h001.9-luPkp2c9GDMWX8kk6H2h__bbKFDAsmeuM0vC-BcIg" target="_blank" rel="noopener noreferrer nofollow"><span>ElevenMusic</span></a>: ElevenLabs music generation tool now offers Vocals, allowing users to generate songs with their own voice or one from its library. </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9Jv66YHsUixD6aF3hbAifXfUhW8XaPar-xCcycquvSn9NGT3TkK3OJhtNB0lVhoMiybm74fI6gMfoDjxL6ELxUXeG5Z6TTGixpps6my2jG78nKyYY8VpSzGN64MqrziCV5neR12I35oboMV4-ygqxb0U4dOCSrI2369JkituZYppsmrpP2-pOePLqaUU6_bIBHcvEaktR7-2atJpAQQFq6zH6cX4BKfiOoxibU1CcBvHxG2swawBlR6Eq7odHhQwzIFgVSVbsGZlWTLJMyGnfvpzuYPmpBUISQhIfQzBdh22c2wWfK-LWXEemaUioOiMJeRosKHRd0NGGW9iwb6eqOj1hQlctpndCN_v9-muI3ZQCtE3lTcFkyxoXepHZFIxJ1w/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h34/h001.wzeB03l9j6huZ-P-FPciuJzCHR_HzZJ_M8lmcUAGs9Q" target="_blank" rel="noopener noreferrer nofollow"><span>Salesforce</span></a>: Senior Offensive Security Engineer (Red Team) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-0tSpIUFbSIVn9kjR3WszarypVbRPH937YQi8JybGoWua_SO1VBp8IFpWri8zEX_vGMrZoJk5kdpcYB85E6PzcwvKhLIe32WnfAciqA0KgNwyRZsPiE2pPXoco9n4L-_USlYrSFtSCYs2qHeV85mEA8oyAlvH-h-Bca3WRrCjjyCwRJnh0pZZmc4tHDPMzdaDDADTYgDJPCC1P5lTTj3LZr-TX46sd6zsSiRoOHbGIoOrDYR92LHE20cAbMvtFW5j17c354vzi7J-JrMujscYuIKi21nErHYJutbA9pIh0FXsWrsmdrxkY9kJwxcZkJCag/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h35/h001.PycB3GBh0BkvSBEfnqQ7p8qnp4_uiqUensg4QTTn6zA" target="_blank" rel="noopener noreferrer nofollow"><span>Reflection</span></a>: Member of Technical Staff - Security Engineer </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmY6PxDHvJbIXDbictbwYOGTlHwS8mH6rTIJtT80Z01XSI0uq_gI3gVNCgdHU8KUf6OqrBs-aUZhye2Egc3PUx3W83tC2ZHu7e8L02Du7EfD3RVFhdYnDVCKjupbljWlN16RSvouURY3IUz_U1FV2Rf8BjS_xlgtoJAaRbwmXd3FhmksQmPsKX7SOCpb86MyjYLU9zkwMZipet4Rvd_8WrawunjRdVYU3aJJ91VK0FXQMYkeVjfR4BGtEYP62ReAOK44pDMVk_zkcvFinAAH51bMkGIPREvr81sZGYa1lGfqameA0tbz2rZSDKIhE9ZujDUd3hsRNOS6IM9iX2Ng_9Fp57mOuNpYFcgM3YXVTyBUWvToJMsTEsJ-YDjoUWIeQXGqvMGk1HCMt2g9VMKzgEH8RMnyy-g_PjgJWJ0GSjWRrauhyxC1Ku1RlAFhKgcTJcFkBRP82363L1riuWw6i28e6JB5OpJ715DLG_OVcRUqMLEorGYNxu2JzVQkjzaq85rmwbPFjfmPVJnzbu52XGzbfkwqdne54_0ZomQAb4MrmmdHBf6l4VU6N1ymGFenv4wFzEnYhuRgEhGC7W-UP90dTu5aWrmEFv0x69sW8wJQReevci2QEY8zaLtF4_8dpQSqMEIC0fLHv02u1bJinyOxlCKI-_llb_-OTNUXOKamH-ZSIAMbKuY_DdbAI0IieyjUzc2gFXGRCFV_oe-HFAlPsayxjS3RMngraVnChGrR5gf7Geof8gjVkezCDyMYPv6mLlfnO9jG2O8YYI1xuZDKYNum90VBYQCpM241O9c5G0Q7jrP6WU7SL539uFGfdfGrxPUaJBmFKZASQarRdESuq4-gr7reCdz1qSoeHmUzlKXwpMDr6jeb33poGzUgb5MYzBMZj2aZ5RaPp4nKiPSyCa6Jb8JOuhDtgo5UGrKkpVZotWvmpAKnh2YoyGuDTrkxW49WANwXqA-ZqsNgX81ld37v0l1qLLRw4c09MgS4xhfuzcGASJBt1YwWgx-XH4rb9iq4t9fUkXR-FEPlsYY5csY3VAtk-lPoJn22Fcj3ToJhsBlVBd8mX6uT5hFdAi8f2EfI23AXZEBwJ_f24Tmy/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h36/h001.AdDrKZvqWGFF6B4eVthNhzGVCRptlCdhUIXcWX7E9i8" target="_blank" rel="noopener noreferrer nofollow"><span>Neuralink</span></a>: Security Engineer </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeIow1fuYnE5k82-amNbMo9W2u4Clr2nxIJ7fDgLtxLcT_nVekY5lsMmYxWOh4PZG469fcT1BCALEMgqPZS22A2TPo8CFOVaLctpDj-0pqgp2dr1tiWJjLRwWVSR68bfHQ5QKCYS0Vh1wVlhB4IKDbDqz12UXNMhKWAPMNMcT_QjWvVuaKA2JaOvvRKrouqnSfmimSsYbIwEHvQFVrfrqegcMvOCPFh3jPlHuBqjUxe30eFDiO693STC-FKj_iPLvLdW2XJwF7lnENRvsXJYV-6ZBYockEvGZMwR4QCnre8yX/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h37/h001.trx_xbPxAfx6gHctrmGu6hoIX45uWuewJtXEMYolecA" target="_blank" rel="noopener noreferrer nofollow"><span>Meta</span></a>: AI Research Scientist, CoreML - Monetization AI </p></li></ul></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GAMES</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/ec87bbe3-b6ad-4127-8217-3e372863a406/AI_or_Not_-_TDV_-_2026.07.21__1_.png?t=1784757557" 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-GuAtwimuq08hFrPBRr2glrKHHTefGzx7e4fX9fnbzlhk4L1X7HsJqPXDkLWGlPC6w6qZ5jGk32231RfasVBg0xpEA0-QVDH3gkbpzAtupr6zHzaPB7UP0id1p2ojI7bowRzT0Axe-N9b_xj72EixPcnE34hFpYTxVI19Y8PeZS_IvFAyB-XPRQhMtaFjhapORso8KojO3B_U0_cr6Ib2SMx51FDV3acwFHg8AurxIhilDhIElCbohxKPLPpeKub9u4r6henYTyxtLdUZaqk3HCdputkDPIqHaU3xv7_buay30qYpvKKyJEp1GkZT_QP9QH87KxUW6DvqspnFRkQd_kBHn6naIMMEFyEmjHXALqfspwN7SwiLjs5dmPf7vsXrQb9fBJuY7D_KKAEou00W3HEUeSYJ4534jrPHVHCgM0bRn5UuMwYBxHysjpp0OKWf7CjILs48T4GKYcny61yplRKVK6OhffcUaoV7by5VZJqMPId6EX7c9SKaQ_3mJtM6pwKK99Y3iON7arjsoY0b5hAt5A1gQnp_QZZtMBmwSw6PU41BMULZ_ulSXTavopvpW0ALj9xrUctVQ4iwpXubnwzVxYKMAn-AphhhdyWZrr_ES6iQ2hdTLX4E01_zjtLvpHB_kc7rDLThOY-FQxRJ09dfa_ocgGl-h3lKATsVeOvfR77ki78JtSMPdZu3kmtBGlRAY8U4v3m2J4-zqaLK7wDdVym63fPjRPUD8IRB0_07SvZ4DL18tL8eYO0Ep7WtwLEms1dFJ7OWvut9Yo3ug2N_unlZ4rdui4Qo5DSJn384WQDiQlvNT31LtWFBzHt39noPadNRBXIWZPMecJDeuuxYxSoSpLw-P6KheIL3PLK7maQH-ThZFQIF_0ul-h7_xP2tdefQkyg4XmWsEClnpIotXNoC4S6Y/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h38/h001.UnsF6AWN_oPvI7xPWBT8KqH0pGgRl-aWTfdP_NdJpAg">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_8lf7SI4pHFATLmIn17JjWqLm6eJRcmz0WnPaIyj9GYead4jBrbkvtc3CRanbU6CB2tpT10ZS3KoVBBPZiXohfnTiXGJFQ8ZIeyn0mH-qVYXKeifPWpj55kqL6rT9acO4fw6IF8JPs4ZjAr0mptsaF0DP96v56pbY3EXukUSBuOhP9Xc139vuV1Ypizs1kTFrii5dgpp9pj3ujIDHguK2S5OjuF2-5WXWLyMhIrUHnBlCbfFpRcVZ0k4uCKLPVwtV_S3I_GM-MuNI5SeoAT4GFayaiwmyvUcbDM2NG2Lz2oxGVH6TX3IBR3YlkCy9E3W_0j5HmqaaLxzDPSbt4IgL7qAr2Wx5WKiFgyAaAriZk1_HfkfD9I1m-L0cUSkmxyfnXvMa6n2fbvPvFKFhOLCJ9nRl-NCd24tpRwvHieA3ZIVoyGPmInW-pQvSs_v_SnpXAv5re9vF2AL33Y0FJKLK5BgBQAHd2GxRtvqKIQkyknAawj2O9LfC3iCK3obIV977acwp0TFwWhdlzN2m9SfDeKPLBCcbp4NW3gzcva56ETmKGu3qkJAiw3tbVvIQpByQZS_zYSqFp0gnsCUKSxhjdp8iOoERhyvAxnDyH6UZXuC9hLTGL0WIlT_Gma2kh_vHbyIcoVn9VPNWS6D6dVSW-dxTtWjXwDXiCMuR3xY833QIcVJLgUZCljdYNhNKr11eYVLLnYo6n6JtxVIxUlJL11WAndtX69-LbuJcWiHpYVWzCehAg9Np3nz92mqkqKG_9n0oNbXaJsH-sQvPWrhKRTM-e3D_t0kS9WYr3hoz1HeLiS5eSljYWzkDo5NSFx3F3WG5HykyIMDEI_Kif865xrzBcX4C4mlI8-xYwvz6facwdaYwXSxtu1DurgO5_u08B4XqKUCkpw1Mg/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h39/h001.m3LuDN7_If6piVwKffKJtXiUNIwz8DMn7xa20Qdavm8">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="">Do you think your organization is prepared to handle AI-enabled cyberattacks?</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_QMyOQduokBEDIe6892b9r6MySOyoYULbW3lzFJJiAm8CliuBy3f0KWNgPVOedfwRDz1WvgZ_AzV8QrfSD91IW8vGtzbiXaCcXP7PHstBIHCogBqKiaOh95zTpQWG82oDt8HjOh1Z5YgNt66ND6TJrJsNfZk_3rzld3SCBW5-pzBOGiTBrfYRteXZ647HnmGRKaS8g4Gc76aeQdZtuQd0oBkNF7pTbk9K432F9L8ojvI0ID-zLc0iIdQU6wWISgbnHyH53CA3I3HaG0u6him0jGnvujpqWf7aYg3KRTgEdN5BRaCaozcOrvKmAmr4csBMySsYrI3eloo-TIjLoTaf_rTGuaa-ROGJrAuksj-ScDlIFQ4-WX0JHrn1LcFGN-YHV23yUosexOUEimoUhop2bK2ygEd0kp74hCWQLH4K0ZZ9DMc33jGLrIM29oqNbIQjRGJKANRYfR4XhkQw3rL4xbUijH5QjCz6QYFkrQ4O1wQO18EqrGFh5Q1Jpbg6DgTyFA8DzaPIWgTmbZOXiYd1aWhJM7E0C-TMh2a_8DbJFCZG9_7yKIZVCV4N3JGHVGbAVURGb7DyWidR0GzvcUDu4xbypaBv9viOx1pDTLpKaizCt5DI7fT_lj56uL8qmgLMhccIoLfvTm9UV-kWGF0VYafvIp36rM8XN2JccFXR2uiCXEqkX_d5Gn7qqwx8UKRITPkV_bbS6E9stQ3b-nlI4UEnZ138RzhsUE7QzYAAoEOt-Kivq8F5oY5uGvyfFcPea1JOz6TIQiuU2tasW8YoCFb2jyQ4FbeJ4z6TDKC8abDJLdHhpO8mhAKkG8lfC-pUMp4RtR3ZOMgP7KEInxh1sZNkvHWPeKIUUkGj5EuqCvmhWM8Urthz2_LZLF5N-x5dDV3d0Ln2iXJ3ZdThvWxsetSp0G-9UehdoAECcKFMmdPJHcc7DZeQNqWy6q3u4HSF7eiClCRC0WawsPRgMJ4NIorHI5_WxuIH8nER0OIpxA8YfVzPGtSFRrzw2NjpyrQtOGKeI6S-iHOXn4LSeLdjCdM9ZvHLLc/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h40/h001.GfZXmOBKW5hGxBjfMSwNsw1IFWjaW2_1RWuGGSqn68U"><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_QMyOQduokBEDIe6892b9r6MySOyoYULbW3lzFJJiAm8CliuBy3f0KWNgPVOedfwRDz1WvgZ_AzV8QrfSD91IW8vGtzbiXaCcXP7PHstBIHCogBqKiaOpdXyJZOWJdk0nIWoJy_Pzx2XoFYZz7KbSY4DWdBcK2IEt49ypI3rDszfgPYSwGdoetdYVWVUSt3MyadR5QXx8gUmt3NxAKv9XKeT14Oy2bPIMKFKydVZcXTuQH7SWR-LBA4qXEmGn-7hlK6ecjmG0dV-8KdYR0XXl0rld03qX-ZiS6YcbK_0uehsQxPTXZX5OtuUc7v7rwfI6lMkpX8UIup8j6zOqthyAsnyEzLZ-jK6QfItxK8hSxPy6O6dVGfALCuoTFr5eVpMVzujdXVhbutNcNrVrtA-e3NeLo0i1QmNEA0Vp3fD9G1R8VoZ5SfcPomligzgK2P7UY-XMapTjZgV5l7N4iW4Git1PQzGQisrUfCJIwvyP9nB2SU6NvQZP3uppDJiq8-OPem4J9g9VA6CPJ--IOSC_vamGLpdT66zTdjU1WpktQald9WLQ03CSksStr8cGZYP76A1bA36okW0DOF5DHqP6Pt4NFHFtGOkQOLoMXoBg15xfDOzyJcvzVMEZDvjw9EfyxdZTX-mDoLZq-0wcyv6bJzeUsKw2SaWBHzr3kZL4psn7VBICHoXwh9elX3KZEc8_5CITVYEskCo6lj9scGCCLBXCx2MNr-8NPjJiZQQkOVxxrFU0jylQ-I4U7Rzc82O1aZmuMVky0zU9TeIXtItBepYM5fKeuqAP7mcUinT4kNFx-ZVbG8vXFo1-EP6K8xLF1cE8qbkJBWAPBMdgTlBTqAnhi6Ij5fCahG4KvYKq0OEQQ-Ph7vwY5iJ1ay4ZcNm-g--BrH_RuTKSNTkah11pJCAvo5-nwPrxi8xwOtDbu11u46A20VtGsb5falO84feEdaYjJDPmU-yqJT8M2nNgIM7ty3-hj0nNAyqQZBiI4byd9zz2u69llqc6gbHrHrMmykF7caAV__XYJV39kKXhcBFK9LewaY/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h41/h001.f7YBpBrF9_gz30vdGzhTUwf75ybZ9W7fu7y360DsOOE"><p style="font-size:14px;color:inherit;"> Somewhat </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_QMyOQduokBEDIe6892b9r6MySOyoYULbW3lzFJJiAm8CliuBy3f0KWNgPVOedfwRDz1WvgZ_AzV8QrfSD91IW8vGtzbiXaCcXP7PHstBIHCogBqKiaOQcvp8fv_Oi4by2CSQMqlQZC64-aq63Ks0ZL_bjjkPf2Q3deY2rkSmqgbCcz8ULa3b1zCfHywWuqPjnPreQ2Dr2r9a6r8OZnWOFMKAti_X21JTe1ye2A4Q3xSJn9AzOuZ5gGooNSgo0CJFFn1Fo2wYysVp-QSkk3jPf8rD6g5qrWOAKryf4AmiokGN5kf3dEA-a_sXQw8S2khSlqP0ByNNPB3wK7LIpxLINOejMiDeJRVfZk6-G7BI6obEVu0atbWWvO_MAUE9PWW4HYluhWzHQXbuW2QDPR9YnB4rflcwkOOpoqZtpniP9uqAtzrcDtEd-fWA0s3Wrn3b1xA4v4n117-o5_lVKDUOQ5FPLJD9lZsAZQHKcCrQa7mDoxqmNOLFbyqZL4bBkkL4kwV-ReEWnsNVtbS_93RxqvqoEyiOdvJ4QWFS8FnlBZTI1C6_pLZm_ZDsmn1zuEnQQbx84R_T2NPgljModXAKuBzptw75ND6h6sJW9rvc2C6iRu_6nRozzecZg6kCDptBKq0YhBCMFlqa6g5nnGsP62On0gcy1VZ1wSDh30yL97Q0-HPoBvSO87Cwnyua9OrHhTztN-an3-7wL-MWTbGmAw_y-6ji9ohsWG7522xPQQsOcV57VAfBlEwPl4_4MDlc6TV_UBhwp57kb0l0QOVWBXgTfkipOQOjSxXYonDKCcHcdyxYeFjwl_9rcxKPp8-q6UK08lXETzDSfovk0DfkfmQofBqjlhl_1JNQ-KlxZu1gYTuxLQ9Qk1kWtTR_e1-ysUS13ZUFH7GTVAbDrHiVrtVV1wUunNZua_FpCOFtUp-xoRyAkG25HrhJdhJKWK-7neqtStAk-WcBTWZXQc-hT55jI5NtI47kWh9GC7KlLWpXRm7xxax_kEY0OCuViSc1Fj_NBgi6TqCyFLF6JBWcA7sYVCmYj8/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h42/h001.isZZG26z1XrVIHIW7T52TFWyP3K0MZYfcD0rS0tLNd4"><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_QMyOQduokBEDIe6892b9r6MySOyoYULbW3lzFJJiAm8CliuBy3f0KWNgPVOedfwRDz1WvgZ_AzV8QrfSD91IW8vGtzbiXaCcXP7PHstBIHCogBqKiaO6TOugWG7nKfTnox5lf1cazyPX4uur1SW_iwVihj6ztY9wGSo08xxVnnFY20zbMd0dEHgnWVEN_OaWG6zMQjia0wrGe42hEq_0c11rq6rNA5zNtwMRclZf7v2rjbvkdGVIys7OqdDVmnZzi56IBkpgN7ukZsWB-vemCWo3AsgIgVBrmjFvrxQCjNgLoCgE_BFHjngU59EuN0ONv_smTmpmW-f8FyYbvak5Fi3nGaDHrUngwnTGWUM3DC34ZqH6kWxvmR8Zl05fGI-gF-oAYT9Uglj8hzV5ekK1SxGDEjOB6dKVNSpKXbUf7aiUfvkULUTF0aAaI6tTLeWcnQhpNGGT5OXV2Wvgd7Ts2-doyu63JUQcdVF9qrUK4F5XHan3myoKQ8CxibphERrsfYTQsp0xiweSe66zgM7mg8LrVSIiI7DUnBaKh9pqMYYcy5vfgT72kKM3cVEnIVFaqtBODgefkiRsP9581yBobSOs1GKQwrBwD8sxOg7xFzLEVyeYMWxug6zvmc0fC3KlIrIEKkhRt7Nwr4qnbSEjBc8utKIq2wmixbF4_CQWy6CX4IYsG8Ea2-vS5VyHHK-N1mZ5qeu8zqwRnTIrT1807nY6fYSc9oaglyTi-NpZgul5zB-K4wUA6briuSFOU5CfDURRXavJmSy4En2Cz6HaXNGnH0qXI13qPXiaHkLGuaLan8GoK8NoUU6V27YizKwbXHJBA3G4HW5BQ_00bZlwawgWbLNNLmNxNlm9Dr1f8bFSKqA_4_FesCTPB7c0MWsZQqWDoW45Ig3h41HJnyCoRRE765zB-mBBKfjugOGlEnWNKtMeSUdFM38SLeSTsM2-Djtb1oBWsbB9H_dld07vV5v8-cDqORbXnsxcYkBYUuMVMFGW9MuhIoXT5KgIBj3XNzf-zV32aW1PNxXTWkv2xa9Y7Ry3tI/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h43/h001.rzAz4NocU3J20u58Brtkx_GNFYjAPQvZ9i5R56GqF88"><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,width=1920,height=3840/uploads/asset/file/04f982ff-392a-4945-afab-98fe3e892fac/Multi_%2B_sabrina.jpg?t=1784367973" alt="" height="auto" width="356" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Thanks for reading today’s edition of The Deep View! We’ll see you in the next one. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXWwoBAUJqOVCzXxyALXBtHHmM7sPI-2fOxFy073i_sqP5aLwYVBsOmzZ8AWjUCoXZWkIT5qTIguYatdJni94Y24r7cXMw9uQpYvJYEeI_H-d9PrBUYW_RdHX6DXBXml9HS6eTK76lCAPrembK4nbHcaLPM6XKkY2oqq1_U8VmStEyzBUKqZSSaiZbInFpOTr6gV8CjoEakgo6QNP_nc6e7WWIwAWFteuyvADxoESfB1XaTAPfboEXbdW2dB-Pi4D8L16CKnFrOE3d3rK1WtlWnWVKmbG8yqyxIAPO73BHgrw/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h44/h001.m-5_JE37ZP7u1F-ztAEuOtSrKNrsqD0fPfXp2BY7LJI" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/a1264b65-f0a7-4784-8aaa-d2cfc89d7984/Real.png?t=1784757582" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXWwoBAUJqOVCzXxyALXBtHHmM7sPI-2fOxFy073i_sqP5aLwYVBsOmzZ8AWjUCoXZWkIT5qTIguYatdJni94Y24r7cXMw9uQpYvJYEeI_H-d9PrBUYW_RdHX6DXBXml9HS6eTK76lCAPrembK4nbHcaLPM6XKkY2oqq1_U8VmStEyzBUKqZSSaiZbInFpOTr6gV8CjoEakgo6QNP_nc6e7WWIwAWFteuyvADxoESfB1U4cozd-PSoA78Z6tC-h3xY8xZn7SgDJF7VNAwSs4znsfKxDrwbFusGGfoMwqczA3w/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h45/h001.eiyvZJ_mYDVJd661keKsTHAwHdwn-BpEJnkfoZBBwLc" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXWwoBAUJqOVCzXxyALXBtHHmM7sPI-2fOxFy073i_sqP5aLwYVBsOmzZ8AWjUCoXZWkIT5qTIguYatdJni94Y24r7cXMw9uQpYvJYEeI_H-d9PrBUYW_RdHX6DXBXml9HS6eTK76lCAPrembK4nbHcaLPM6XKkY2oqq1_U8VmStEyzBUKqZSSaiZbInFpOTr6gV8CjoEakgo6QNP_nc6e7WWIwAWFteuyvADxoESfB1eX5AGrTxqlW_Kz6PyagosEjwKc60j4jqc6-ouTE4YU74ZF1yCOWc-hlYsh2jtg7TA/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h46/h001.2i9mmVJan18h-mQRbcol2y3tT0ioze2DB5XS1mntLrA" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “The bed's side, bottom is not perfect.” </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);">“The plants are asymmetrical and lean, which is more realistic. The exposure is brighter than AI tends toward. The head depression on the pillow and the little pot's placement by the window are also rarer details that AI would not likely generate.”</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“Light reflection on foot of bed frame.” </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-xamfuX9OneSxbqx-SYcPyoGQ2pXs-c7PSALh8fqINsP4vFd3zxAUEhNtT8sWo1Yg-HxVURY-PtZpPfgWQYae7Y2rEKh-a5uUYHYBBy_4fhusknhk1TRkWsm4fk-fC2bRoRgJIcsRZNMGDulBun0YWY2C1WgUTWp91ognW31qSxSB4_9mQZymSnJ2G9CiJUwptxuAT71kvxU9OPMl398w3Mq55SF7dfe_78c3XS2oDRHP2l77MXOFwQUSKnDSBZnyJOJJQJ9eU/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h47/h001.vduRZb_RdHrLcg3k6vDRboxuwSSLlzYKB-JoC2TXt5E" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/024aa82f-dfd7-431c-8231-04a750745168/Fake.png?t=1784757601" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9OneSxbqx-SYcPyoGQ2pXs-c7PSALh8fqINsP4vFd3zxAUEhNtT8sWo1Yg-HxVURY-PtZpPfgWQYae7Y2rEKh-a5uUYHYBBy_4fhusknhk1TRkWsm4fk-fC2bRoRgJIcsRZNMGDulBun0YWY2C1WgUTWp91ognW31qSxSB4_9mQZymSnJ2G9CiJUwptxuAT71kt9xfha_DPBlBu-Au7TeaY4x8DVmEA4PdrUHMqnv2Xc4vGnkLE9l91FIsenJByaCr0/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h48/h001.Z_V_PdwXsyCRGqKO7rXHHBoyCvV6JlQMCfuv31nXfyo" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9OneSxbqx-SYcPyoGQ2pXs-c7PSALh8fqINsP4vFd3zxAUEhNtT8sWo1Yg-HxVURY-PtZpPfgWQYae7Y2rEKh-a5uUYHYBBy_4fhusknhk1TRkWsm4fk-fC2bRoRgJIcsRZNMGDulBun0YWY2C1WgUTWp91ognW31qSxSB4_9mQZymSnJ2G9CiJUwptxuAT71ktQKuP4xDj_9wsIlOWOlGijeb4TrQ563EJmf-XfLCKF46QlbSj43DJk3AWIktrSnWs/4sk/-6q4EGEBS7i_kiNE1gK3Fg/h49/h001.UM1-qp9OjBMVSsE3orV7XY4EKXGidSosTA2nSEb7TQU" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the AI image</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “In [this image], the mirror is reflecting a curve in the chair that is behind the mirror, and so could not be reflected. Also in the reflection, the carpet has a different pattern.” </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);">“Was missing glare in [this image]. The hat on the chair looked too staged, the leaves on the plants too perfect.” </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:rgb(255, 255, 255);">“Reflection in the mirror of the carpet pattern is where AI lost today.” </span></p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" 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Plain Text
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Follow image link: (https://www.crusoe.ai/cloud/serverless-fine-tuning?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=sft-launch)
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**Welcome back.** AI may be writing more code, but software engineers aren't disappearing. Their work is shifting toward verification, making judgment calls and bigger strategic decisions. Meanwhile, Samsung and Google’s smart glasses look polished, practical, and privacy-friendly, but Gemini alone may not be enough to leapfrog Meta Ray-Bans. And of course, the most important story is OpenAI’s accidental breach of Hugging Face during a cybersecurity test. The company deserves credit for disclosing it, but the incident is a stark warning: Frontier models are becoming powerful enough to escape their boundaries, and existing safeguards aren't ready for how powerful the models are getting. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. OpenAI's Hugging Face breach shifts safety debate
## 2. Samsung’s AI glasses need more than Gemini
## 3. Why AI still won't replace software engineers
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GOVERNANCE
# OpenAI's Hugging Face breach is a warning shot
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Follow image link: (https://www.thedeepview.com/articles/openai-s-hugging-face-breach-shifts-safety-debate)
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Increasingly cyber-capable AI models are starting to show their teeth.
On Tuesday, OpenAI claimed responsibility for a security breach of model platform Hugging Face, in which an agent, driven by a combination of OpenAI models, compromised the platform's infrastructure. The breach, which included the company's latest and most powerful model, GPT-5.6 Sol, and "an even more capable pre-release model," occurred while OpenAI was internally testing models on ExploitGym, a benchmark for cybersecurity capabilities.
In a blog post, OpenAI said the incident occurred during an internal evaluation in which researchers were prompting the models to find and pursue "advanced exploitation" using complex attack paths.
* The evaluation aimed to help the company estimate the maximum cyber capabilities that its models had as a means of preventing them from "pursuing high-risk cyber activity."
* Though the benchmarks are performed in isolated environments, the models did their jobs too well, breaching containment by finding and chaining together vulnerabilities across OpenAI's research environment to access Hugging Face's infrastructure to search for solutions to the ExploitGym benchmark.
* OpenAI has taken a number of actions in response, including implementing strict controls in infrastructure configuration, disclosing and patching the vulnerability that allowed for the incident, and improving protections around future evaluations.
OpenAI has since received praise for coming forward about the event, including from [employees](https://x.com/logangraham/status/2079991846705721351) at [rival Anthropic](https://x.com/jackclarkSF/status/2079576870555939013): Jack Clark, a co-founder at Anthropic and former OpenAI staff member, said in a post on X that "there are many counter-incentives to publishing stuff like this, but by making it public we all get better info about safety at the frontier."
Still, the incident marks one of the first major cybersecurity events as a result of massively powerful models going rogue, and it shouldn't come as a surprise. It could be the beginning of a trend that tech experts like AI godfather [Yoshua Bengio](https://www.weforum.org/stories/artificial-intelligence/this-is-yoshua-bengios-solution-to-evil-ai/) have been warning about for years. Notably, even OpenAI said that this incident will likely not be singular, and that it expects exploitations like this to "become more commonplace with the proliferation of increasingly cyber-capable models."
It also highlights that enterprises and organizations may simply not be ready for models with power of this caliber. Barr Moses, co-founder and CEO of AI observability firm Monte Carlo, said that most organizations are overconfident in their ability to catch rogue AI agents.
"The reason this risk exists is that most organizations don't yet know how to define "trust" for an agent," said Moses. "Trusting an agent isn't a one-time judgment, but rather an ongoing claim you can only back up if you have full visibility into its activity, decision-making, and underlying infrastructure."
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It's noble that OpenAI owned up to its models being the root cause of this incident, and hopefully sets a precedent for other AI labs to continue taking accountability as more of these incidents occur. Still, this may also be a sign that the cutthroat AI race needs to slow down before more damage gets done. While Anthropic pitched an industry-wide unilateral pause on AI development earlier this summer when it published research on recursive self-improvement, its argument against hitting the brakes was that [no other major industry player would agree to it.](https://www.thedeepview.com/articles/anthropic-s-rsi-warning-contrasts-with-ipo-filing) Additionally, many in the industry argue that slowing down would only cede the US's position as a dominant player in AI, allowing China to surpass it. However, many Chinese model companies have been accused of [using model distillation](https://www.thedeepview.com/articles/anthropic-flags-chinese-models-for-stealing) of proprietary models from American AI labs as a means of propelling their own AI forward, with [Moonshot's Kimi K3](https://x.com/mkratsios47/status/2079933645888880708) being the most recent example. This may actually be an argument _in favor of _a slowdown. If the industry gets more methodical and thorough, not only does society have time to plan and calibrate for the ethical and safety consequences of these models' capabilities, but it also has more control over them going rogue or landing in the wrong hands.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867) [Nat Rubio-Licht]
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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TOGETHER WITH CRUSOE
# Fine-tune open models. Keep your weights.
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Follow image link: (https://www.crusoe.ai/cloud/serverless-fine-tuning?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=sft-launch)
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Open-weight models are catching up to proprietary models — and more teams are customizing them with their own data while retaining ownership of the fine-tuned weights.
[Crusoe Serverless Fine-Tuning](https://www.crusoe.ai/cloud/serverless-fine-tuning?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=sft-launch), now GA, runs in a tenant-isolated environment with zero data sharing: your data trains your models only.
Deploy in one click to Self-Serve Deployments for inference, or download raw weights in .safetensors format. You shouldn't have to choose between a managed experience and ownership of your model.
[Learn more](https://www.crusoe.ai/cloud/serverless-fine-tuning?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=sft-launch)
--------------------
HARDWARE
# Samsung’s AI glasses need more than Gemini
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Follow image link: (https://www.thedeepview.com/articles/a-closer-look-at-the-upcoming-samsung-ai-glasses)
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Samsung and Google's upcoming AI glasses could be what it takes to bring the category mainstream, and Unpacked gave us our clearest look yet at the product.
Ahead of the event, I went hands-on with Samsung's new AI glasses, and they look promising. The Warby Parker collaboration offers everyday styles that resemble the ones I wear every day, while the Gentle Monster collection is bolder and more fashion-forward, including the sunglasses-style frames that look a bit like the Meta Starfire Kylie Edition glasses launched in June.
The Samsung glasses themselves are straightforward: they have one camera, an LED light to alert people when they are being recorded, open-ear speakers, and microphones. The use cases lean on capturing content, fast access to Gemini for everyday tasks, and hearing notifications from your most important apps. Powering them is the Snapdragon AR1 Gen1 Platform.
Battery-wise, Google, Samsung, and Qualcomm teamed up to deliver what the company claims is 9 hours of active use on a charge, even if you're doing heavier things like streaming video or using Gemini Live. And the case can recharge them seven times. By comparison, Ray-Ban Meta Gen 2 has 8 hours of battery in general use, although much less for heavy use..
To the touch, the Samsung glasses feel pretty light, though the company hasn't released exact weight or specs yet. I wasn't able to try them on or test any of the features, so that will have to wait until they launch in the fall.
Functionally, they operate similarly to the standard Meta Ray-Bans. They are audio glasses that lack in-lens displays. But Google and Samsung are more trusted by many users, and they have the advantage of interoperability with a much larger device and app ecosystem. Other than that, it's still hard to know how they will compare to Meta glasses performance-wise.
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A big obstacle to entry in the smart glasses market is that the most popular and competent everyday smart glasses are made by Meta, and users have to contend with Meta's contentious reputation in privacy. For that reason alone, Samsung and Google's counterparts are already positioned to be more appealing to a broader segment of people. In addition, the fact that these models use Gemini, which has proven itself a much more capable assistant than Meta AI, is also likely to attract more customers. That said, hopefully, between now and the actual launch, Samsung will find other ways to differentiate these glasses from Meta. Samsung has deep expertise in hardware, and it'd be great to see them use that to drive the category forward rather than simply making their own version of something that's already been done.
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Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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--------------------
TOGETHER WITH ATTIO
# The next era of revenue runs on Attio.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/351d14b9-b00b-4f62-8a93-72808f1bed9e/Attiobanner1__4_.png?t=1784749158)
Follow image link: (https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26)
Caption:
Get agents working on every account, surfacing new opportunities, and handle the work that used to take your team days. With [Attio’s new workflows engine](https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26), you can build agents for any GTM play you need. Just describe the goal, and Attio assembles the workflow for you to approve.
Then Ask Attio any question, from the weekly forecast to performance by rep, and get the answer in seconds. So you keep every deal moving.
Trusted by some of the world’s most successful startups, like Granola, Modal, and Railway, Attio is the agentic CRM that transforms how revenue work gets done.
[Try Attio for free](https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26)
--------------------
WORKFORCE
# Why AI still won't replace software engineers
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Follow image link: (https://www.thedeepview.com/articles/why-ai-still-won-t-replace-software-engineers)
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Software engineering is changing fast as AI becomes increasingly capable of writing code.
Michele Catasta, president and head of AI at Replit, an AI coding platform used by more than [50 million users](https://replit.com/blog/replit-raises-400-million-dollars) to build software with natural language and agents, has a front row seat to that transformation.
The Deep View sat down with Catasta to discuss how AI is changing the role of the software engineer, why coding is becoming more strategic, and why entry-level talent may have an advantage in the job market. The conversation has been edited for length and clarity.
**Aaron Mok: In a recent **[A16z podcast interview](https://a16z.com/podcast/replits-ceo-on-vibe-coding-wealth-building-and-what-most-people-get-wrong-about-ai/)**, CEO Amjad Masad described Replit's Agent as "an automated software engineer" as capable as a "mid-level engineer at Meta or Google." That's a bold claim. From your conversations with customers, what are some of the most surprising ways you've seen them use the technology?**
**Michele Catasta:** The thing that's been most surprising to me—even though I've been working on this for 10 years—is that I practically don't hear users say they can't build what they have in mind anymore. That wasn't the case a year ago. We've gone from people creating landing pages to building software that would've taken weeks or months earlier in our careers.
You're not going to take Replit's Agent, teleport it into Meta tomorrow, and replace all the software engineers. It's more that someone with those skills can suddenly build a new product or start a business on the side.
We're also seeing strong enterprise traction. Eighty-five percent of the Fortune 500 uses Replit. Before, if you had an idea for a product, you'd write a product requirements document, go through several meetings, and start designing prototypes. Now, you can show up to that first meeting with a functional prototype. Decision-makers can immediately decide whether it's worth building or whether it needs another iteration.
**Mok:** **How is AI changing the role of the software engineer?**
**Catasta:** I don't think anyone is doing less work today than before. If anything, this has been the most restless period in tech.
What's changing is the nature of the work. The cost of generating code is dropping. What's taking more time now is verifying whether it's correct. AI can generate a lot of code, but engineers still have to review it and decide whether to accept those changes.
Even if engineers spend less time typing code, they're spending more time debating trade-offs and working with designers and product managers. As the cost of generating code drops, there's more time to think. That's leading the industry to build better things.
**Mok:** There's growing concern that AI could reduce entry-level software engineering jobs. How do you see the career path for junior engineers changing?
**Catasta:** I know some large companies have stopped hiring below a certain level, and I think that's a huge missed opportunity.
For startups like ours, it's actually been fantastic because we're hiring exceptional graduates who grew up in the AI era. They started college around the time ChatGPT came out. They're AI natives. They've been using AI coding tools from the beginning, and no one is more ready for this revolution than them.
**Mok:** So is AI literacy becoming a competitive advantage?
**Catasta:** Absolutely. AI literacy has become table stakes.
The people we hire and the companies we sell to are AI-forward. They expect people to know how to work with these tools. As chaotic as this shift can be, it's also incredibly exciting because people can build much faster.
Six months ago, I would've looked at an ambitious project and told my team it would take a quarter. Now I can say, "It's going to take three weeks. Let's do it." It's extremely empowering to feel like we can move fast and make things happen.
_[Click here to read the entire interview on The Deep View.](https://www.thedeepview.com/articles/why-ai-still-won-t-replace-software-engineers)_
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ad666d41-bade-43e3-aa4b-b583ba5ac227/Frame_1410104612.png?t=1767841494) [Aaron Mok]
Follow image link: (https://www.thedeepview.com/author/aaron-mok)
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--------------------
LINKS
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* White House claims that [Moonshot distilled Kimi K3 from Anthropic's Fable](https://x.com/mkratsios47/status/2079933645888880708)
* OpenAI plans to [spend $30 billion on 3.2GW data center](https://www.bloomberg.com/news/articles/2026-07-22/openai-plans-to-spend-over-30-billion-on-georgia-data-center) in Georgia
* Google says Gemini [now has 950 million monthly active users](https://www.theverge.com/tech/969624/google-says-gemini-now-has-950-million-monthly-users)
* Travis Kalanick's [robotics firm Atoms raises $1.7 billion](https://techcrunch.com/2026/07/22/travis-kalanicks-robotics-company-raises-1-7b-led-by-a16z/)
* OpenAI [invest $17 million in researchers](https://openai.com/index/advancing-the-next-era-of-national-science/) through US Genesis Mission
* Nvidia's [Jensen Huang touts Moonshot's Kimi K3](https://www.axios.com/2026/07/22/nvidia-jensen-huang-china-open-source-ai) as "excellent"
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 Presence](https://www.businessinsider.com/openai-presence-corporate-software-customer-service-sales-2026-7): A new tool that helps companies run agents more effectively on their data.
* [Lucy 2.5:](https://decart.ai/publications/lucy-2-5-raising-the-bar-for-live-ai) A real-time AI video and VFX editing tool by Decart.
* [Anthropic Economic Index](https://www.anthropic.com/news/anthropic-economic-index-connector): Users can now ask Claude specific questions about Anthropic's economic tracking system.
* [ElevenMusic](https://x.com/ElevenLabs/status/2079960975524913317): ElevenLabs music generation tool now offers Vocals, allowing users to generate songs with their own voice or one from its library.
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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* [Salesforce](https://salesforce.wd12.myworkdayjobs.com/External_Career_Site/job/California---Remote/Senior-Offensive-Security-Engineer--Red-Team-_JR332452-1): Senior Offensive Security Engineer (Red Team)
* [Reflection](https://jobs.ashbyhq.com/reflectionai/a38f03ad-770c-4c53-be91-0d04171d8ead/application): Member of Technical Staff - Security Engineer
* [Neuralink](https://www.linkedin.com/jobs/view/4441331800/?alternateChannel=search&eBP=CwEAAAGfipvc-06Y4C6DidZPLyXUABmjzqAYk4SVjp7XlUdnTeS2twe3rFOloA0T2PV6vQL0HzzHkJeH8oXLYmRLQXCljLf2ojGdbzgIwylqv1qtNQJXlp7nLZ35bqz93GJwv30tc1I9nQJ44T9cTRdRjOGu-1MaspymXd0M_1jzAqTEelOcSA2fChqBFhwv_-On9fYaw14BgKJ4loOv7wgA4-M2cVMC8NxATkV3NOv9U6rlEQKKVNkk7VHBjS91SFYBG-iejecFRXb2iihZbWI8UkTT_z6wT4FRuNWrR3wbwx-02VcszUAAE0BxFQ9SMCsOf1gIYQUUtHUZIw6FwyYIGjLyzQ9PYBxxPhZV0fcQMuCqsvWO3JBigIsb8Ws0p-3Pkubv8UEBadCf9Px64XU2FgDWksOPkmFk1azH9ni1L1qg5Y46hIIjzZhe3dugQVAD84z4oXycJfMSk810BGJ1va0113thHkOoeGBQjX_gfg&trk=d_flagship3_job_collections_discovery_landing&refId=fgnTZGKgmx9upFEREXN41g%3D%3D&trackingId=HLm89FRyCxYZSu2ONX9%2FTA%3D%3D): Security Engineer
* [Meta](https://www.metacareers.com/profile/job_details/1380974339703907/): AI Research Scientist, CoreML - Monetization AI
--------------------
GAMES
View image: (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)
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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/ec87bbe3-b6ad-4127-8217-3e372863a406/AI_or_Not_-_TDV_-_2026.07.21__1_.png?t=1784757557)
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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.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/04f982ff-392a-4945-afab-98fe3e892fac/Multi_%2B_sabrina.jpg?t=1784367973)
Caption:
Thanks for reading today’s edition of The Deep View! We’ll see you in the next one.
View image: (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)
Caption:
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a1264b65-f0a7-4784-8aaa-d2cfc89d7984/Real.png?t=1784757582)
Follow image link: (https://unsplash.com/photos/black-platform-bed-with-white-mattress-inside-bedroom-DhFHtkECn7Q)
Caption: [Link to the original](https://unsplash.com/photos/black-platform-bed-with-white-mattress-inside-bedroom-DhFHtkECn7Q)
“The bed's side, bottom is not perfect.”
==“The plants are asymmetrical and lean, which is more realistic. The exposure is brighter than AI tends toward. The head depression on the pillow and the little pot's placement by the window are also rarer details that AI would not likely generate.”==
“Light reflection on foot of bed frame.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/024aa82f-dfd7-431c-8231-04a750745168/Fake.png?t=1784757601)
Follow image link: (https://chatgpt.com/s/m_6a5ffff58cb4819190983598e01518bf)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a5ffff58cb4819190983598e01518bf)
“In [this image], the mirror is reflecting a curve in the chair that is behind the mirror, and so could not be reflected. Also in the reflection, the carpet has a different pattern.”
==“Was missing glare in [this image]. The hat on the chair looked too staged, the leaves on the plants too perfect.” ==
==“Reflection in the mirror of the carpet pattern is where AI lost today.” ==
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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View image: (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)
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)
Caption:
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)
———
You are reading a plain text version of this post. For the best experience, copy and paste this link in your browser to view the post online:
https://archive.thedeepview.com/p/openai-s-hugging-face-breach-is-a-warning-shot
Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!