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⚙️ Why world models, not LLMs, will deliver physical AGI
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From: "The Deep View" <newsletter@...
To: [email protected]
Date: Mon, 06 Jul 2026 12:38:02 GMT
Subject: ⚙️ Why world models, not LLMs, will deliver physical AGI
To: [email protected]
Date: Mon, 06 Jul 2026 12:38:02 GMT
Subject: ⚙️ Why world models, not LLMs, will deliver physical AGI
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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: Google's Lizzie Dorfman explains how scientists can adopt AI agents  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 06, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYXy8ykzn8mnHLj6hz86W6CrGsivMzO1eL_yW_ILTsqbohsXrOX7H3YOEJX21foygm7uoaxprSy0Q2dQtJAIjIsIM5uFwwtj4ckCjYk9njhgkOr37RLa8iera3KpyeCyWj9xEoKCwH11EfSrIzh2c6iQEV4NzDAE0aExCeReXsLUtBYi7Qcalw4TB0_efM5E6ClP_ZeE2FXZls-ZCHR5DsE2dDT37GGZBBYAnwZg6zWbiqS9k_rO8UdI4Z8IsCSZCiZpgTkW0LZTTSqujiQ7Hg9aCZenxaa0p5T9kQ_gTV33M1SyOBmjIFnnjbMrToSfaHXVgO_i3POxMMtRPgK7RmZcPBvTJ670zLOvtAIw8_nxhc9JwYs7fztuDTgxUhASS8_0nFNeI9FWd_93-dfpEXIMybeFfRqwZVqXP8yfzZZK03smMAu_hELelW0ikOM5fiFBaIkccppCIEpWRwAlQI9RNMl1KkeOS9KznBeCpybykcsHp1wXxsKawG3cUk0Q2RFM4wT0Vje6CMd1bMQjoYkBVls6j8qKiYtaQKzpTs9Bp1sOyNPWkON6XytNZhzhVoMc3eJ-jcX2qxUFS9GRvmWczQx4GIN7BY3rvFPGlMou-evSDslhc--Arh005OX5FIZzyfMGVpAQVholKPMlIK2mqzkDPqTgZwVWsyjnkzMP6l2ulYoM_Wt4OnBQwmQI9yGwagQ2p45VxbhzIM4enq6T_tCH8rdZMoQOoEBBnYVCIQiYJ_vdcthKjGwdVZZhoc4GrSlbAb37J8FpSPreE3O2/4s3/BM1NPAhwTwCd7SA04Tbesg/h0/h001.umWOyqxgO01YMuQ8kbs3f1UdZWjRb9YPY2fpxAos4wc">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/4s3/BM1NPAhwTwCd7SA04Tbesg/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/37f7ba23-c9c2-4ee5-8192-3767321d1b3e/BANNER__150_.jpg?t=1783336214" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GmthdV7JXHvyzKGbLfyv8OzKIk-REDvmdcJZ82f7RNaSGLNEa7-0u2qKCQU2OIytmwmXzuYSyX5Xa5XHsPGxZvJZ-nL4QmtFoXGs8JQFoVc0EtSW6SP3uyX1dM-2fG7peRL_qjIQ5TPicWhDOzBrX61KTxe5ytNHbLY2g_MG-zUZCSW0U3qj7Aj8WIFx-uFLIQL_WZzCAWc5073Wn66NcmZGwDAxcJXjay964yUR0GWyVYZW-2__n64CE4T6a52QTYaCTNpC4Z5h9SQ4WUJDhEBqdv2sj_dYkMgPwCrMZUxDNgFB9oV17koS_5RBtYPZaQ/4s3/BM1NPAhwTwCd7SA04Tbesg/h1/h001.gBPQLyvUPQbJTOJVZImyc_hzvBQTfiZxs8oxPTiQsYg" 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/4093bbf0-f25f-40aa-8238-a0a30ff744ab/Together_W_Coder.png?t=1783107387" 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> At Google Research, AI agents are helping scientists test hundreds of thousands of ideas, accelerating discovery without replacing human expertise. In our latest episode of The Deep View Conversations, Luma AI COO Caroline Ingeborn explains why multimodal systems will matter more than LLMs for physical AGI. And new data from Ramp and Revelio Labs complicates the narrative around AI and jobs, showing that the companies adopting AI the most are hiring more, rather than laying off workers. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6Ti6n5EqusVscL0_unLVN4HM3Bdd8FxTr3NUP2mYuYk7Jpq17DVkASGRlwtDCafSVjp_t_o7qm6ncKqe76SfStbQ-_lWjGwyVu8EpPAI9L-AR9Kj2qtYOz9Cjyf5_FAeJ5SX25Fen3mFsuemCyklmEGs/4s3/BM1NPAhwTwCd7SA04Tbesg/h2/h001.wJAdF751t0aeyySUwySGeGDTtbmlL7DeQuyWVx1ridA" 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-ai-adoption-is-reshaping-hiring-n" 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> AI adoption is reshaping hiring, not shrinking it</h2></td></tr><tr><td id="2-why-world-models-not-ll-ms-will-d" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">2.</span> Why world models, not LLMs, will deliver physical AGI</h2></td></tr><tr><td id="3-how-ai-is-rewiring-scientific-dis" 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> How AI is rewiring scientific discovery at Google</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;">WORKPLACE</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%;">AI adoption leads companies to hire more, not less</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGHrM7nJV_zFL4notZyUVq35mN2oTOgOlEHZ2cEcsr-fnTa-GT2QkjryoTuiLzoeC6ovpP0nR874mpKDZ3TpMcmfxBH7fT-8LRHu06SrxQQemdFnojWzcCBOMTv1QCAE8Y8-ldoP7zxeagjr2Az3NwzDHhSYMuFK1WUH2mhOXFMjAl6J6L-gICeu7fk4ZY9O3ezkNJ9fObtq0hjrDLhAkHM6te6uSbdygerFaAQq6duGgDs4XdxOs_rvvQQNXVvcxLPCti9VXeG-PaB1OOOSu5OVMfRvx6wdsbo8R_wKkn5qA/4s3/BM1NPAhwTwCd7SA04Tbesg/h3/h001.bW2zkwx2ldBhbyWZZeD8ECb9LqbeNkGIH7dEllIt1Kc" 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/a3916ae7-9a6f-4fa0-a34d-62e330f47462/92d7a395058f5ae215e7588cc4acd06c4b60d74e-1456x816_copy.png?t=1783287362" 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%;"> Despite fears of AI replacing workers, companies making the biggest bets on the technology are still hiring. </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%;"> Companies that invested most heavily in AI grew their headcount by 10% over the past two years, according to a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6lTE4Y26v53c-E9fvu53h6Ir3srZH5XNMcFrIiLUJoVjXl5kj1aYeEo9qbiSsxl73DOF9sokBC7h25x6NkETbBU5u46jykzQAqLtXnUE6ZJiV4rBryRZ7arWuucL6YgsIE1oHIjMmqdWPqtkkN1HCqfr4ue4xCtE4OhJsjO99vLTZ1ufbGudIIuJ1W692_9i0_B-fAclNjKHNe6jz4uJXNEqCL7lzkV3EMelchHgtXBP21WrtFmVcBr81kgh23gRoSg/4s3/BM1NPAhwTwCd7SA04Tbesg/h4/h001.v0kd-fLEqFREm93COXIKKMrPRJlsLrSFiQs7nN3zKYg" target="_blank" rel="noopener noreferrer nofollow"><span>recent study</span></a> from Ramp and Revelio Labs. The researchers analyzed AI spending and workforce data from more than 21,000 U.S. companies. Entry-level hiring rose by 12% among the heaviest AI adopters. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI adoption was uneven across industries. Companies seeing the strongest headcount growth were larger, more engineering-intensive, and more likely to be venture-backed, particularly in information, finance and insurance, and professional and technical services. Adoption was far less common in industries such as healthcare, accommodation and food services, and arts and entertainment. </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%;"> Employment growth was broad across job functions. High-intensity AI adopters saw statistically significant increases in engineering, sales, customer service, finance, and administrative headcount, suggesting that AI usage augments the workforce and increases overall economic activity. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "If AI lowers the fixed cost of building software, handling administrative work, doing analysis, or improving customer support, the gains can drive outsized growth and unlock new revenue streams that previously required higher fixed costs in the form of new salaries," Ara Kharazian, Ramp's lead economist who worked on the study, wrote in a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6ld6lvOeZoQmd4x4OfIPFTJBQdlQRdBeHIYHeMOEev9s6IQeXetMW-F-NwPVlPjs-3NEgAhhZiOjT4LRN4beHq5q9XpghkWvwaWkJ9iwOVtzIuBsBBwDtxvDGzWogQNa16Ze5zcxCIdafHzA-PJLBmNzD2Z-Cv0xRAtCxuNWiVhSzxMOQPn9C5j7qUJqqeJKyyNT1ZM3tT5WPM9NrxKZxLOuok7Qu7UX0uxrU5JOjTbSYiupKsAwD41i8MBHKplQgQfQakkjuxWB-d9fIuZzWn1k/4s3/BM1NPAhwTwCd7SA04Tbesg/h5/h001.HWmiZEBz0baojUVQX9U_QLQnwneXsSngbJcOlMZrEQ8" target="_blank" rel="noopener noreferrer nofollow"><span>blog post</span></a>. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The findings challenge the narrative that AI adoption inevitably leads to fewer jobs. Headlines about <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGpcUVVKJAoVy3oq2IPgYeTwkDPqbYS-Vc5h5_FvV2-Ec_md-MGbH8eS6ueNvAiFP524MO5mxdMbLAYivC3uP_J8iVUug5-lepn_jlAPm9e7hUx7y8_vEsF_guc2de_jZS16_AAHG1CiLjtl_47fQPDvOSB3F168l71IBwD6IpN7KliWSuooBA-2k85xdonJOBfEwcyR_sirNRRNjnSakcGFktbVaCFnEdfkBO-zG2jcaqNPYhTtInxCDu4Nv6baEOdEzLfRouOQxxI3zd_OEcda7v9BSiZKnMdyI9FnkRDPg/4s3/BM1NPAhwTwCd7SA04Tbesg/h6/h001.XGYr9ouqKgq_npUmTXexGaxjAhtP9-8eEYvZbhrC-VA" target="_blank" rel="noopener noreferrer nofollow"><span>companies citing AI in layoffs</span></a>, along with warnings from AI leaders about widespread automation and the loss of entry-level jobs, have fueled fears about AI eating the labor market. This study paints a more complicated picture: among companies making the largest investments in AI, hiring continued to grow. </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 researchers caution that the findings shouldn't be generalized across the broader economy. Instead, they offer an early look at how heavy AI adopters are changing their hiring patterns. </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 believe [employers] are selecting for a new set of skills, specifically, people who know how to use AI and use it well," Kharazian wrote. </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%;"> These findings should be taken with a grain of salt. The study focuses primarily on larger, tech-forward companies and doesn't capture how small businesses are using AI or whether companies rely on free AI tools. It also shows a correlation between AI spending and hiring, not that AI directly caused companies to add workers. Even so, the study points to an important distinction: companies seeing the strongest growth don’t just slap AI onto their workflows. They invest heavily in it and integrate it across their organization. While it's still too early to know which jobs AI will ultimately replace, it's important to note that AI literacy is quickly becoming a baseline expectation for workers. </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_LyaIrNsbcxH9GUZVKLssVslNcKgzJizF8OeMkGLDH6Z4PuZwECs5a0D949Rh6oiVP9D1mrrXCSoUc4vqyJ5217Oy8vZodcYIsHIjo1QqSDMlq5yGvm-OM2TmK2rvnaLDvmHXEQ3-P9C148WDlWunZzU87r_qY3zYxta14Rd5TWvA/4s3/BM1NPAhwTwCd7SA04Tbesg/h7/h001.iwI3FQzVk3DmwjeWezr3nmLvalhz-ZumNSOyF1YwEJU" 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;">TOGETHER WITH CODER</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">The Next Big Test Facing AI Coding Agents</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GmthdV7JXHvyzKGbLfyv8OzKIk-REDvmdcJZ82f7RNaSGLNEa7-0u2qKCQU2OIytmwmXzuYSyX5Xa5XHsPGxZvJZ-nL4QmtFoXGs8JQFoVc0EtSW6SP3uyX1dM-2fG7peRL_qjIQ5TPicWhDOzBrX61KTxe5ytNHbLY2g_MG-zUZCSW0U3qj7Aj8WIFx-uFLIQL_WZzCAWc5073Wn66NcmZGwDAxcJXjay964yUR0GWyVYZW-2__n64CE4T6a52QTb_UiGjEYEwR8MxoH9Xss4YHd3PN_UA2XV7xMd17eChLfRdPScdL4xqu7V5xzuLOY8/4s3/BM1NPAhwTwCd7SA04Tbesg/h8/h001.daTgDjBcobFywmRfe15H8nJ7WEJh_VuOy6gCRyqGdIk" 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/e640a512-b1e9-429b-9ed5-ab649ce28bd6/The_Deep_View_Weave_Intelligence__3_.png?t=1783107420" 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%;"> By now, we all know the standard watch-outs when it comes to AI agents. Reliability, security, privacy, and the like are all real concerns for any company… but for those of us working in regulated industries (think financial services or government), these “watch outs” can quickly become <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GmthdV7JXHvyzKGbLfyv8OzKIk-REDvmdcJZ82f7RNaSGLNEa7-0u2qKCQU2OIytmwmXzuYSyX5Xa5XHsPGxZvJZ-nL4QmtFoXGs8JQFoVc0EtSW6SP3uyX1dM-2fG7peRL_qjIQ5TPicWhDOzBrX61KTxe5ytNHbLY2g_MG-zUZCSW0U3qj7Aj8WIFx-uFLIQL_WZzCAWc5073Wn66NcmZGwDAxcJXjay964yUR0GWyVYZW-2__n64CE4T6a52QTZGMHiim4trA1Z1Vk5GjKUJ5OliZY35RNPSt8SHREri4asZM4akIt8xliR7wAgI4-A/4s3/BM1NPAhwTwCd7SA04Tbesg/h9/h001.LsztcrjiH0CUS56PP_w6Pk9yN4MYS6JuZJca3VVE6-4" target="_blank" rel="noopener noreferrer nofollow"><span>massive issues</span></a> – and that’s no good. </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%;"> Coder recognizes the scale of this problem, which is why they commissioned <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GmthdV7JXHvyzKGbLfyv8OzKIk-REDvmdcJZ82f7RNaSGLNEa7-0u2qKCQU2OIytmwmXzuYSyX5Xa5XHsPGxZvJZ-nL4QmtFoXGs8JQFoVc0EtSW6SP3uyX1dM-2fG7peRL_qjIQ5TPicWhDOzBrX61KTxe5ytNHbLY2g_MG-zUZCSW0U3qj7Aj8WIFx-uFLIQL_WZzCAWc5073Wn66NcmZGwDAxcJXjay964yUR0GWyVYZW-2__n64CE4T6a52QTbiF4RP0-ciQveKXVeGru23FG0s1IbprveBtDg0Ecm77b9qjyPHjNy8cNZAaG2sntc/4s3/BM1NPAhwTwCd7SA04Tbesg/h10/h001.sXDzLlJB7bVGIHzwDMkeBK-dwXr7OIR-hghutqJ1yy4" target="_blank" rel="noopener noreferrer nofollow"><span>this new report from Weave Intelligence</span></a> to help us address it. Inside, you’ll find a complete breakdown of the requirements for AI coding agents in regulated industries, a practical framework for deploying these agents at scale while still maintaining security and compliance, and how to do it all while avoiding those dreaded operational bottlenecks. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6leVklt5MafhkgO4oG7Te-GmthdV7JXHvyzKGbLfyv8OzKIk-REDvmdcJZ82f7RNaSGLNEa7-0u2qKCQU2OIytmwmXzuYSyX5Xa5XHsPGxZvJZ-nL4QmtFoXGs8JQFoVc0EtSW6SP3uyX1dM-2fG7peRL_qjIQ5TPicWhDOzBrX61KTxe5ytNHbLY2g_MG-zUZCSW0U3qj7Aj8WIFx-uFLIQL_WZzCAWc5073Wn66NcmZGwDAxcJXjay964yUR0GWyVYZW-2__n64CE4T6a52QTY-uQiEUuDnGp9mYUZAbmUAheuzFiDDmK7JXR3akUJF-jCXbyNIInGrwWuPx4zb9Cg/4s3/BM1NPAhwTwCd7SA04Tbesg/h11/h001.O9IeacEx7ygn9sduCrXK1wr_6v6DbTlzJxKLcZSEYbw" target="_blank" rel="noopener noreferrer nofollow"><span>Download the whole report for free right here.</span></a> Thanks, Coder! </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">STARTUPS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Why world models, not LLMs, will deliver physical AGI</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16yxb-csIBKIACMkVuSIvmyioqAeCUquCOund6TxixvGmji28gZmPcE67SDk7AdZTTUMTXYo15o5Cz3rmm9S14xY9iWhGoNtcY4hjK0wChngRILQfs3Ls-ORm9jj4yEUWp7Njc9s5qgYwPyvI9hwIkHuxU1nyQCCkViyIuZK7DvO9ozfqbCpTVyjNCHIdLYXBI9LueSwtjN708I-GP01VV0SH3ym-1owMlizXHwbkH59ZP1wYKkFQbe21RdiugVCxYVn3n-Zs1zD6Cu9PCmW41LA/4s3/BM1NPAhwTwCd7SA04Tbesg/h12/h001.fMXVUhDfyQvQrMgt8s3qwtwth1CBM2sK4BWgiOGcjCQ" 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/643e9cf8-9b8b-4979-b111-e5f3d1cfb225/thedeepview_A_cinematic_editorial_still-life_photograph_depic_108582b6-6d8f-464c-97be-d5a7c7202560_1.png?t=1783287552" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The term AGI has been thrown around so much that no one really knows what it means anymore. But an increasing number of experts think the key lies beyond LLMs. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> In this episode of The Deep View Conversations, we sat down with Caroline Ingeborn, COO of Luma, an AI lab dedicated to omnimodal intelligence, to discuss where generalized physical AI could take us. </p></td></tr><tr><td class="dd" align="center" valign="top" style="padding:20px;"><a href="https://elink983.thedeepview.co/ss/c/u001.nJj0Nx3NqQcNv-MXYm8O3KlXX0d28cKRAPUjjDH8BVfXPklMGvY_wyiwd2DiwPj1BKA_fFJFYAD6zfFYeYfZvZzb9nVagXIZUeeRJtZRj60qSJ9Cjm9p0pnLALbbfpDuGXRnKquh_GC0fubGyOVJFEoG_C-jSJmFMKTHRB_V36F7nZ2sHgw2vJWuV2Sr5iS-_v_YFDFMOQDlGhlv4m34Jv96OY59yO3rCiG2UzkAUg7Llh0lC8SU8cwXtqhPja0s/4s3/BM1NPAhwTwCd7SA04Tbesg/h13/h001.7V8c_DBotJEiE-d0mvL2YEQekt8AyBs4mV1X-VlWEBo" style="text-decoration:none;"><table align="center" width="100%" cellpadding="0" cellspacing="0" border="0" role="none" style="max-width:520px;margin:0 auto;"><tr><td class="p" width="100%" style="padding:2px;border:none;"><table width="100%" cellpadding="0" cellspacing="0" border="0" role="none"><tr><td align="center" valign="top" style="width:100%;"><div style="max-height:0;position:relative;opacity:0.999;width:100%;mso-hide:all;"><div style="display:inline-block;width:100%;padding-top:25%;"><img width="20%" height="auto" loading="lazy" alt="" style="border:0;" src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/static_assets/youtube_play_icon.png"/></div></div><a href="https://elink983.thedeepview.co/ss/c/u001.nJj0Nx3NqQcNv-MXYm8O3KlXX0d28cKRAPUjjDH8BVfXPklMGvY_wyiwd2DiwPj1BKA_fFJFYAD6zfFYeYfZvZzb9nVagXIZUeeRJtZRj60qSJ9Cjm9p0pnLALbbfpDuGXRnKquh_GC0fubGyOVJFEoG_C-jSJmFMKTHRB_V36F7nZ2sHgw2vJWuV2Sr5iS-C0igiEZ4MJKPAbpNneKBYYZ0GE-NvyTnQmY4N_pOnboG2aweDP00K8HgYPUDgMRF/4s3/BM1NPAhwTwCd7SA04Tbesg/h14/h001.5QrVJTvXO6Ksh2hsBD5re2UPUPyPj2bR5Q4f_ZbBdmw" style="text-decoration:none;"><img src="https://i.ytimg.com/vi/ISueKJW-uqg/maxresdefault.jpg" width="480" height="auto" loading="lazy" alt="YouTube video by The Deep View" style="display:block;height:auto;border:0;outline:none;text-decoration:none;background-color:#000000;width:100%;"/></a></td></tr><tr><td><p style="font-size:12px;font-weight:500;font-style:italic;font-family:Helvetica, Calibri, sans-serif;color: #686a6d; padding-top:0 !important;padding-bottom:6px !important; padding-left:4px !important;"> How world models became AI's next frontier </p></td></tr></table></td></tr></table></a></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%;"> Rather than focusing only on video models, Luma takes an omnimodal, or multimodal, approach, creating models that understand text, video, images and audio. This, said Ingeborn, is because humans don't think in one modality. </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%;"> These kinds of models have many potential use cases and could even help researchers achieve general intelligence. Luma's primary audience right now is the creative industries, such as entertainment, advertising and marketing. Ingeborn said she sees the technology as enhancing the creative experience rather than replacing creative professionals. </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%;"> Topics covered include: </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;"> Where AI fits into creative workflows </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The ethical lines of AI in creativity </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Luma's mission towards generalized physical intelligence </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Physical AI's potential impact on the labor market </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The different approaches to building world models </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The dangers of centralized power in physical AGI </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%;"> If you're following the progress of world models, physical AI and robotics, and the use of AI in creative fields, then this episode offers a deeper look at how these technologies are being used today and the transformative impact they could have in the future. </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%;"> 📺 Watch on YouTube: <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.nJj0Nx3NqQcNv-MXYm8O3KlXX0d28cKRAPUjjDH8BVfXPklMGvY_wyiwd2DiwPj1BKA_fFJFYAD6zfFYeYfZvZzb9nVagXIZUeeRJtZRj60qSJ9Cjm9p0pnLALbbfpDuGXRnKquh_GC0fubGyOVJFEoG_C-jSJmFMKTHRB_V36F7nZ2sHgw2vJWuV2Sr5iS-KGJcXcEJUHUPpf1npoaGhuO9d48oKQn3kZ6Qds2PTrPDJ2u20HBvSOJimm4chO-_/4s3/BM1NPAhwTwCd7SA04Tbesg/h15/h001.oc9FezQEeYI_rU25MUtSmJ-L2F-H8CZSbA3BnMu3PCo" target="_blank" rel="noopener noreferrer nofollow"><span>https://youtu.be/ISueKJW-uqg</span></a></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> 🎧 Listen in your favorite podcast player: <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wJ7eTBxFHlmOWSeVEm828XyD_nHKar2ipBFttXizzQdyxBxky-E7Ht7TfIg-RfZ_wDv5RCf76G44ZoWLicIooiYlOCVyKpm2PG9-ybmap8e-8o_1pVL9G3IC-iiSUu9HrvsfCFV525p2WjG3I4PUiFWDxP6H-a-K3P1YZWv3-Thu3xFpCcHYWAu7pLtB4eS3uyfMw2TUaA5NsRbyIJehxeT4CZe-D3-f02CObNdPJVdgMmC2VK_wW_pEHuG28rBTtenWL3VBjvyInVFLRZS9fBBubBoxJ9K6HhoGoUko866Z27ZAyzocx0Z3rayQr4A1geUrOGsaHqlT0blNp8eVn-mRShn79kISX2tJqy9x030/4s3/BM1NPAhwTwCd7SA04Tbesg/h16/h001.IAjoE3as5_Vd1AJEOZyFR6Rk88gSfbROf4vkqASKljs" target="_blank" rel="noopener noreferrer nofollow"><span>transistor.fm/shows/tdv/episodes/53-how-to-rethink-agi-through-multimodal-systems-caroline-ingeborn</span></a></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfGJy3c0bZNZM8i0gD27Frg072kFiqWiLO6zXXqWNHG3-KHeLB2KvWI3YCcZIoI0d8N-le1oL36245tRONfsRldxRGVEQGOvPjRxbdeHj1Dese1RBoZDGl7KH1xkaShF_NafgjqqNnE102-xX1JkTqE_eO2UBDcRewJxS1tXR1YRFxy4kalVHUxyHBXxD8n0O5FgS6qP81Z0mYm77T0IOR0EpbF7h80kb_OIP3MuNnfir/4s3/BM1NPAhwTwCd7SA04Tbesg/h17/h001.CG5EJGC5gXMunqCTU6Gv6R0nPsQYC28lMo1OjCUclMs" target="_blank" rel="noopener noreferrer nofollow"><span>Subscribe to Deep View Conversations</span></a> for interviews with the leaders shaping the future of AI, business, and technology: <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.0FMrjHkkdfpV1vMaLMRkb9cH_wrYZhf5bTerZCx6w0s1elWFIwqQ4icrvzz53My7LfQ_l-DzqluKXL_Tvn-_QcEAstIbzGFlAIvixtO0knoqhDFcuIUBJ1t0iQXfJjvv8qD_FvKC-vcqjSuIRyN_ApU1NT_ePFpjKU2lQ8q862Tx8F3ykeTwyrChzH9_E6ZOCN1H6_4nlNG3FdgqKaT1QJvzv541x1OHIy1uc1JDK24oa-rTKODxVXBpPDk2JZMF/4s3/BM1NPAhwTwCd7SA04Tbesg/h18/h001.2GB7tceEMiTuPaYYuHIrm5V8--Ybb1gPwvjIgJky_14" target="_blank" rel="noopener noreferrer nofollow"><span>tdv.transitor.fm</span></a></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80y4Cy5Qi-JzXA8DVmGYBA5_2GU3Tdh2rHGKUc7CcUQSFAkjPkA326UMIDN5CkKmpfFy31WkLp0N3Sm53rXAwrU476zkY2o7HvK98aN84yJox3FgLXsIHkcaoF0e14jVyMX62AY3GlLnm-ewlGKURqgY/4s3/BM1NPAhwTwCd7SA04Tbesg/h19/h001.b1q7NIXxcitYMayTqhOTMmYpNBi3rT39mgBPtUTOnjc" 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/7edeff42-2273-4b30-9c5e-a7540c660e22/Nat.png?t=1765962644" 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 CONVEX</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%;">Code Faster, Easier, And Less Buggy With Convex</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/u001.8tm-lavloxZbk7LH_fkTGGcYDfLJAW1hJXU_ZoMLG3EhXlD2139J6uE0DPG1twFHKJapwQzfObED8cfOLNtbPi_j6-9aGPTaqLBJsC-QHdfcPg2Qe4260bkeGLUnRcrf941l2hcBuN6MBN9cGp0UQ3XyR6SMqIIykOm0FQwJlaKg3vS-tOwZ7AGceJ3C7ou5aCvvOmZZHrJDTLanpnTwIuWk06lIhB2NG5f3pJwNhaas8t19MulS0C7ncqDgzszk/4s3/BM1NPAhwTwCd7SA04Tbesg/h20/h001.fPSBaJlB7bRJPMYK8aDafO65rA40ImyRUQI7Hay2vh8" 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/b98af315-9287-45ba-98cf-8bb91a83c2e6/Convex_Deepview_Banner_1__2_.png?t=1783107709" 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%;"> You’re probably already familiar with Convex, the backend building platform that helps your AI agents excel – but their latest updates are taking things up a notch. </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%;"> Convex recently launched plugins that allow you to connect <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGMwJgxc7r6RvtftPLNRvT-SHd4UGSrm-YiwIiit25esfZKPwtVs4zQJIXXQQJ-WVuSfypP-PAeGhHIWJyx-q4-iI9wpYaFSeZ3zGVrJ4nMPJ988E8DBqC08ypbhZsk66ZDWFJDmElHKwDfZqgzv37YJhMC0x7uk2x7rKBJVsQlx8qtN-gihP1BPlly7R8JkHlXrlLnxhiowWWVzrwN1Hlc47TwcXrgnCEddgBEQOwLZE7oo56frAc8m_oJbSyWXUiQ/4s3/BM1NPAhwTwCd7SA04Tbesg/h21/h001.FOcdcjyMa5UjiyOTZRXzoJNDxP1qaNDATfdHrJp9tl0" target="_blank" rel="noopener noreferrer nofollow"><span>Claude Code</span></a>, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGJU1tvY9c0XH58RCSZ6ufFogZ8Ch8q8rOaz95qHifz4KhErYMqqBKwHvRhV498Q6UtHmJ2-qni2O0YOIu8oCkpiT2HSjfTPpz_l9RA_rJLfr3QeDd5NwxuEx0dGBllyxoArUMHWAQIIzLvKhk5y_3dft7xswyDJ7GVKk9bu9K2MrojOENQyVQBt8REp6yxai838MpxXIIYyv7Q0Nc7TUtoYm4aLv8tHFDjLkrM0F7yeGO80pXEZizQt4SO_N6AKjb5m9YPkq_3INhSUgU66W5MhCZuJ73ULnmnpD44yyWSH0/4s3/BM1NPAhwTwCd7SA04Tbesg/h22/h001.bERlwRuu_4WAldWaqT8UG5FCpSBMCC7RR27poDMKMZU" target="_blank" rel="noopener noreferrer nofollow"><span>Codex</span></a>, GitHub Copilot and more directly to your Convex deployment, allowing them to… </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;"> Read data and run functions entirely on their own </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Optimize your project’s performance via production insights </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Improve safety by limiting access to production </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%;"> There’s even more updates coming in the near future, but for now, see how you can take <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGGcYDfLJAW1hJXU_ZoMLG3EhXlD2139J6uE0DPG1twFHKJapwQzfObED8cfOLNtbPi_j6-9aGPTaqLBJsC-QHdfcPg2Qe4260bkeGLUnRcrf941l2hcBuN6MBN9cGp0UQ3XyR6SMqIIykOm0FQwJlaKg3vS-tOwZ7AGceJ3C7ou56zMktpu-1ePgSMaJ2-Hu7bO-Dqp2lbsxOoMdRFbzh74qZ7tF3nOGd-j10Z-NFmx-/4s3/BM1NPAhwTwCd7SA04Tbesg/h23/h001.mYFGMG0pB-O5rMZkrtB17o5wDMTxybFideuwyvoQOBE" target="_blank" rel="noopener noreferrer nofollow"><span>your agents’ work to the next level with the latest from Convex right here.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">RESEARCH</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">How AI is rewiring scientific discovery at Google</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16h-MUYtYJZFIVq9yBC5WY0QImYQsuBLhG8E5cikYYtUOYrS00qXK_EqODwTHZZPTDil4jVzpOG-esYhuJf50TTzThywIpopOzVDqfFy4SZ7dsj6ebhlMeTuez5kmrMO_tb39K08Q1Y93Z4nebyXwuzuSeVSfpdsYk4Rw-JFzCl7wgdKZ5bfO0IIxFBBvIaHCH1f0y82fXyh6tEmu8BgtFcyq-nupOU5RdndItb2uUv17rNXQySj1lo1UkCXhBbPw2MN9SiuWS_-54qVQzMv8LZoXhDxz8FEgKZANemhrZKbI/4s3/BM1NPAhwTwCd7SA04Tbesg/h24/h001.DirZ2vYmAvD-G8h4f_MMku9CaZTp25VgY2LHn2c7Hvw" 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/231f6cf9-8cd5-4432-ad42-eb783b2d7e63/41a10f7290b65a84a478f490e491f98b65a880c6-1456x816_copy.png?t=1783287717" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI's transformative effect on software development is well known. Next up for transformation: scientific research. </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.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmaGs2aqM0TIFVn2P2XciUdr5rMi4v5ssqDQmq82R0A8N4JhhGz3VgRNc7ybDWPzQmdAsatSxEu1y9JNUFQFPTF5Zp7pdOmkTBxSNX4k1WPa1Q5FgXDj396yMxDbSdjKAGQjFMdZzFiP38w9j3TNZTjWABkHalsr4o3DfvtYeKBdFz-76pXec3VJfALdDbRnP4ZtmNhKoZpr80ya-d4JseETSnAbb-lMd2YcHOtyuJEdRg/4s3/BM1NPAhwTwCd7SA04Tbesg/h25/h001.ZtwW2Iq19G5N_uzT7CyLOSrSTCvP3AC3ADtv1X52GSM" target="_blank" rel="noopener noreferrer nofollow"><span>Lizzie Dorfman</span></a> leads science AI at Google Research, where her team develops AI systems to help scientists solve problems across genomics, neuroscience, epidemiology and climate science. </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 conversation with The Deep View at Google I/O in May, Dorfman explained how Google's own researchers have adopted AI agents, why they can now explore hundreds of thousands of scientific ideas instead of just a handful, and why the biggest breakthroughs often come from solving smaller bottlenecks along the way. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This interview has been edited for brevity 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>Jason Hiner: What's top of mind for you right now?</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>Lizzie Dorfman:</b></span> We've done AI and science for a decade... But Gemini was a real sea change. What came out of three years of eating our own dog food is what we call ERA: Empirical Research Assistants. And it's shockingly powerful. But we're at a point where basically 100% of our team, across all these domains, this is how we do our work. We watch them go through a not-terribly-long tunnel from "okay, fine, I've heard you talking about this" to "oh, wow." I heard from someone I considered fairly grumpy and quite serious, who emailed to say he'd just gotten a transformational result he was almost done writing up. And we're mostly pretty grumpy, pessimistic people who say we'll believe it when we see it. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Jason Hiner: How does that actually change the work?</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>Lizzie Dorfman:</b></span> For us it ended up being coding agents using a tree-search methodology, where you explore hundreds or thousands of different approaches to solving a problem computationally. That's what gets you extraordinarily creative and performant solutions. We have an epidemiological forecasting example with top-scoring models in the CDC competitions. We generated 200,000 models to evaluate. Most were poor and got shed immediately. On a traditional team, someone might score a couple of ideas. People describe it as: I input some ideas, went to sleep, and woke up with all these cool results. Before, it was serial and iterative... Now it's possible to explore outlandish ideas just to see, because it's trivially more expensive to you, certainly in terms of your intellectual time. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Jason Hiner: So does this reduce the need for human expertise?</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>Lizzie Dorfman:</b></span> No. I love this example: solar panels are flat, but what if they weren't?... Someone wrote a paper on curved panels in 2012... We fed it in, reproduced their results, then asked the system to make it better. It did, and voila. But when we looked, it had these photovoltaic pieces that were levitating, not physically connected. It was cheating because you can maximize energy if you don't have to adhere to physics. So we added a loop that checks the solution is physically valid. You can't just shut your eyes, and it's done... Expertise and careful verification are still required. </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>Jason Hiner: When you take on grand challenges, how do breakthroughs actually come?</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>Lizzie Dorfman:</b></span> There's a phase where it's "this is impossible, it's infeasible." ... For brain mapping, we need to bring the computational cost down by multiple orders of magnitude. The breakthrough takes a lot of forms. It's not always something that looks like AlphaFold... It's frequently "oh, wow, another order of magnitude." One big breakthrough is often a series of obstacles overcome. In the last four years, we've had something like 45 papers in <i>Nature</i> and <i>Science</i>. That's results. It's not "hey, blog post, we did a thing." </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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16h-MUYtYJZFIVq9yBC5WY0QImYQsuBLhG8E5cikYYtUOYrS00qXK_EqODwTHZZPTDil4jVzpOG-esYhuJf50TTzThywIpopOzVDqfFy4SZ7dsj6ebhlMeTuez5kmrMO_tb39K08Q1Y93Z4nebyXwuzuSeVSfpdsYk4Rw-JFzCl7wgdKZ5bfO0IIxFBBvIaHCH1f0y82fXyh6tEmu8BgtFcwVylHCZCEBTa7WmFWoJMFJvOnOFMziVO4Ds_SrNWK403nUR8JgkS4axqBBBzc_13hWfrQIH3FVGB8HSohDoc6w/4s3/BM1NPAhwTwCd7SA04Tbesg/h26/h001.WO1-fPBfzrz1gQFl8H_cTybFG8Mw6-aVBFrB5bptU0I" target="_blank" rel="noopener noreferrer nofollow"><span>Read the rest of the interview with Google Research's Lizzie Dorfman</span></a>. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6Ti6n5EqusVscL0_unLVN4HM3Bdd8FxTr3NUP2mYuYk7Jpq17DVkASGRlwtDCafSVjnGqBCTgioGkrFoCnEVQH8zOh8ofkS6it5rD7HphI1iRVUp_gzVXDjNJXlMjB0dsD5v_dOVxxu9gIQOIdBSo5nU/4s3/BM1NPAhwTwCd7SA04Tbesg/h27/h001.v62KTew_kudSDXdxMW3UDYMYJ_No5_m0csfF6WoZe4A" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566" alt="Jason Hiner, Editor-in-Chief" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">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;"> US in talks with <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMyyEg56KOMIB6kDHWQ3IF2jcitGYfbCKIhMbvqElvxZBadLn0WNNnz18eYXQLVTuLuG45y1J8h9ZwrLWdfh54-ZKJzud0Fk5I61nGYa8V2zLBuJnkDSW5f8SyN3Iv8m9G4JpXThqJHgrT7l7jT4NEzsvyFZ54XyOqN6rBt5EYTHRceF1xRbfUtVJfa_BYR8SeBR1oxViYETDWFX52JNgpdNucJR9-Z_RYHNBe0--X2A7-VD8ghh0PArycoCH_4vfY2nlSh4CGtSlY90OFU5oNKgra6eL9uc_gf6Of6mIaPGsPcitI0CB5yuDylx6VkL8qBwKTXhbfumnB2Fl5WeL7gYGUZE7v3f9Jx947Jo4rw3/4s3/BM1NPAhwTwCd7SA04Tbesg/h28/h001.etmMVVvnEX38LJ44EUskz9LaoaOIpy01pllaL6FZgwc" target="_blank" rel="noopener noreferrer nofollow"><span>AI labs to create voluntary standards</span></a> for new models </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Microsoft invests <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKay5O-RICJJf4PzIEdlVFDEAk-dNL9rZYbCaqCgnz9SP4t9_bhbYmbcbKG4TSh5ipovcfhNGuaQEPxrkeDyF_d_ahwdpWRwbqYotHEd1wNxK-uyC4IImf7Qj73xGKEGf52-EYE5VHgOSFX12AERcwFYy-sn4yjn0UBFBdsmhFTLjJe7Kz64O8SMKwzmk_YTNctwW8CbyOF17wWDInvpY342snDpPW_l9_bx9q2G-QWvwN_jHVhaPURPvA55_QtXyyTZSSZu0s01gFNrHZPOR4JktvhjuznZuo1p8g23g-t99Y5vgySjIUZBDWNz7e26bgY0DAxVYaGIYR4nOFwZc8GuDUjyh70iYPXD6K6BHeV3/4s3/BM1NPAhwTwCd7SA04Tbesg/h29/h001.SP4LbUK13kwlSXLk_TL3G1rlYPuiVa0fbajFTRBhA0E" target="_blank" rel="noopener noreferrer nofollow"><span>$2.5 billion in embedding AI engineers</span></a> in customer orgs </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI proposes <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeA0jRZMFMy0fzMUA3Jxn85Acg1Ebt07n9e7WELdSRoVqq4-558SuJtXjeZjh1GrDU4WSLoXC1K-Mb7jTXh8VKfT2DT_H-3Vlr41LSH3sPpQoFjuI2-INmcTmp3r-gUsdvqrpuwDPPxjrMLU592OrjBy-TW-MieFjB3vqlRPwuXmmU4PHohQ--LEkHhg8jWkHFQK3rMF0R8vGv9OqIifZvrtK9l8IwXuavC1gIzW0aieXlu5NcALy4wWinfRLrvt8GQ5I1HmERBKwbn-Xtva3KRVKP1vHkyeftOwzk1XoiDz6q7EQs7vLmm6zP8teEizbtyJ2AmR01HjuSqs-9N6OWw2jM-5OM8ri8h8Nb_EAeYh-/4s3/BM1NPAhwTwCd7SA04Tbesg/h30/h001.1fmacn8iv8ouA5cTCg6Ibk_HweWOlNm1AP5raIqBvss" target="_blank" rel="noopener noreferrer nofollow"><span>giving Trump Administration 5% stake</span></a> in the company </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Germany's <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6HtfhS_wo6vV29eivGl7R-y9xvO84UHJbm32yMbEKvjOk3EAL9BC6l_cmhuIcLbrRFi8kJ6-hGlGTNDn62h5a0pceHhF69_2usK_P9aTTANtm_3icF4PRRNxnHp7ObiCdKM7TWXiFcKiWd4Nr2WO-_oIc6xRkwRfctA8Z6DoP62c4pZ3nq1E9z19WcJEiQyRrvTE270evSFJ4IiO1rNZvCACJ8mfBstfVcnhjhf0EzI28_2-T9mt7diENRqvAw99Zgys0WCXWl7g6ttsEPxWTmV9XShDmPH5-uoCPk5oz0FxlZz-YROWtZWNBxyAFK9WjdWbPW87JlNR_1LtcbBO3ApXZA_2NUAqNzuSSR68Gh78_x3Y9NWeOi8sRu71RgaMG-up118jU9QyntQ34O1btLk8/4s3/BM1NPAhwTwCd7SA04Tbesg/h31/h001.Plh9vj8v6S8RSbqzDgNjbI3ivJDaJIAbwSVozMYT7SY" target="_blank" rel="noopener noreferrer nofollow"><span>SAP bets on reinventing jobs with AI</span></a>, not cutting them </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> SpaceX has <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMjA5GCbpI9M9CqNlwNyrcKxyxCr-qHoBkkni8niMKjIn0NfVhHJMkpTpVtw3LA6AwsFFAzhgPjH0VTiYtjIUIOmcZwhrOQBlGNbmdgFrkTHqDzNpawYZQETvVRKxZPBZrIZD02FJHfxX5UP746R9NeFaVJ3WuJimtaE75XqwKl5trHvWIa99NjHg85e_KdPPZYW4uIA-_vV7j8Jy3Y0V84J_6-RU8bnU3Cg2i_z5EegPeO5MFw_A_CiNLDGSTod5AGl_ttpkMmr2ud2bFwOMxplOecFjdqZ39sW92sCGWpmU7Rd76TgJoGiQI9oVVgH1bs6coLZ3bDWS9QmVl8CTYU/4s3/BM1NPAhwTwCd7SA04Tbesg/h32/h001.XCrAqhFRgJH_-C24QG5h5k_juuTpa5akBUIXTpx1b-8" target="_blank" rel="noopener noreferrer nofollow"><span>reportedly previewed AI device</span></a> to investors </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why AI is <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeJ6EVjwk4_TG15TOcZeaMY1Dy9dkAHI8Z65Biyziy24S79W5Og1hmNReILWPI76Qtk6j-w5_D7Dc3GW98F_vHBTRZUy2qM7NTSBlNIOPHdp_grYuoGlIyuImRYByob3gYa16XGuUE-VDRFZ69G73JkkOZSXHkHwu8Q_pM2NOt2jQsKGus2qhjEESBsjuJ6fOkiFGqr3HkMyITG9s8CYe927S_vLtx4vxnhBYvYgBhKMhF9_H2CSAlbyw2qyaMpzsdIVj3otFikpL57rwthUNIYtAQlU5JOlcJfEB_astAgAXsEUNphpKr2H-JAyCkoLuIQ/4s3/BM1NPAhwTwCd7SA04Tbesg/h33/h001.2-1wa2P4qidU_lpDxEYd0IkvzRPqQ4tLFrfY-6DuGVQ" target="_blank" rel="noopener noreferrer nofollow"><span>spurring talks about Universal Basic Capital</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hOCLz4TmRjTMZwj-ZukY5DymT5qRkFEB5-OIo0TmGIZWzvMzkjcD2tEIV_DFiqURzObXzDX5uBaqsuJC_UpkHgX7QENeSc-EP5mkoIDI3jm2guqqwJBYSWCwjAr-q_g3-5N2rtOln5F55oyIw5WBse_WnBDpEOpEu-9LjLP6AT5z8CJsD13OjWfvhKvzVmdox0XAlfVHPqNshZEXbsIxItg9IhcjK_Wqlou6ANT3CZwA41LC2C1M1yy-5RFBK4X0s2CDLu3WhhZGKONpacSOq5A/4s3/BM1NPAhwTwCd7SA04Tbesg/h34/h001.5smBdliRDf2WO4D5plNmU21vtGWwnvVfdx55i_Qid6o" target="_blank" rel="noopener noreferrer nofollow"><span>Weave Robotics launches home robot Isaac 1</span></a>, deliveries start in fall </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Some high-earners are using <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLeApmf6ZhDWTmd0CWvRtt7RUjt4OI5VIewnUTQ_Eq2ACVtkipyqtlsJ1hfjIbv-cvnLg0DqhtZ8pn5RQaFflq12GpiJV_OVTP1f3LL-6aCJ1cqmInpriqUJtDUjTtMjk-jk9PlnAtb95ZagGcZQ5yCYcehw0QjV3ZS4qnN4lYAJHM3CpUtZVcNwyfTy-30qVTWVbehwCqzo4dqkhxIZS3Q6yA1JQK7XVOAw3R12qtRP5HxiEAmoE3t1T6WP3SjVYQ-5HftX7FDyK-IrGNBpV-PmmDJzWNZqhCN4U-e9zy2OzwOtg-Y1kIxQCCV_7r8ewg/4s3/BM1NPAhwTwCd7SA04Tbesg/h35/h001.34ngJpBRHCr4I66rLiwmZEqDhze6X4VYTqIOYhVEJ0o" target="_blank" rel="noopener noreferrer nofollow"><span>AI schools to create custom education for kids</span></a></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.zp81T0L0y4yTTuayaN7AmnrLNPzFwS1dpkfmU0f5BJlWLTFuroai9NDVO2ieAyghcbyIf3biC2ICwbkkLkW8S6OcdZQkQTwAmUGVq1mNMzQvydG5CNVK5mQjTUccOf8x_fbU2P4t96VyrbQR55niXz8GqG2ztqPxRFWY-2YgUUFQZch_E8jIeIb-ndRfseh1I4FXCTuFr1Ly_-s4qRSkCIdgpyMrNGagS50gxPfvfE7yuR1jKIkItbCzLBo7k4opSYr_bzn6Tgu3-RKKtQJtEJrqIDbte0cfo3NqWwhKpe-mOEanCmF_MRnJUAnc5NFg0yjB-uLNiQbzOARmnZlTwqGDDcxdKEBEs44e2BkhuIA3seUsG65ee58mSvBGqt72/4s3/BM1NPAhwTwCd7SA04Tbesg/h36/h001.n-Qqyjn3y9R755Xh89njkU4jF0Fn1v6JZUuuKao1Bpk" target="_blank" rel="noopener noreferrer nofollow"><span>ZCode</span></a>: China's <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.VHe2F3bU8SDnAzgqg7AUT-oWOI0wfIS8qY3EZdT8omYct4jDXEse9ncGI6BxgtQ4PXiyU622QX8kvA2wMm4zFuUaR1TRT2XuBTwaSLfDDRv1VtMeIF9F8e3apUfjj-Gt62yM1fxKfCvlzVCawTWGFuIgGLK43mWR3SdrusuL7gaMFHlluOmpCKnonuDZwqZCa_TfS3wwvJYjVeM3ZSU5XOSq8_2bEz5wJxOnLOKXlWs/4s3/BM1NPAhwTwCd7SA04Tbesg/h37/h001.h4h06doJj2Tgia3vkUc4-vxAzVKbpubbowZIYxklalU" target="_blank" rel="noopener noreferrer nofollow"><span>Z.ai</span></a> has launched a coding competitor to Cursor and Claude Code. </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/u001.7zYFXt5AA3Px2NyJbPz6hHSa7jAijYGV104LjoFDdDSAKvFo9OwXpDTh-qUkpIr57GGNaK626Ygy-TFjugVXljuLbPFM-2m8ejVnLjaUc4QdjCR0qeu5vogstqfjYhqW3DaqGX6tMNceAI4IXffLNUGWwmdjrFqCs34iSpNieD3-zFsMufEZ69ggE7ssbL5ghVyFBHDDWSdFIWiG3eGt6my6Gyi-lr76tQCzgh7vjXkVAQoU2umstyCFFYaxL4Lr0vcLHGU2KgUCPFdAn1bMMjU0-zS2i--n-hjvzud5BYw/4s3/BM1NPAhwTwCd7SA04Tbesg/h38/h001.ur7_U1i2dpaLsfUcQxlroRPrO1Idayoget3kPbxY2ek" target="_blank" rel="noopener noreferrer nofollow"><span>Notion HTML</span></a>: Users can now build interactive HTML on their Notion pages using AI. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hN4_46QhOsw3zaB09EIbFXmYfG8E_A_fO-JwLZHE6LOe7uFk8LbYtMfsNDCPRKxNZJKHp7xeQG7ZMIbjdXxdIrNDPBxUVIqkTSmxpCacML9on8KaA6kxze4D-Vsxw9piI6giKByfNdSQ5diImRJUY4CyNGvW0Lb49hTg1bkJdxhq3_ofZifwNjQMERUZ9cu6fQqm9UwR2Ef1cbCyHPo7U4Tw6X1zkJKMGQo4thH2r-L6z2_NZ1RnAhDh0SZlbYehmlDo6ytU3N_EnPUo45dcZ6E/4s3/BM1NPAhwTwCd7SA04Tbesg/h39/h001.7N4AxKvdnoFWvKBQJZeGn0ldmQ6KAFfeRTpla7bO85I" target="_blank" rel="noopener noreferrer nofollow"><span>S2.1 Pro</span></a>: Fish Audio's best voice model is now free for developers. </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/u001.7zYFXt5AA3Px2NyJbPz6hHyi4QA7YkdaLOjDqveC-XKg0BN2wnDcYYl0gFWEBSJOR25FS3KHRNFdtgaUuKRCEpjPUK9sXqcEO40ELBsFFbsGQChc-Pope36os7GqRF6f6-IWkzGyTJOklL7ouKzxQvZ_mEyBhd6ErLixVcufyD3D6YVA5KevghpaDVmaGISWVToFHTzBPbhV9IZjQMYFhiYeIeZTUPQMvhOoLtLaymlPv6zoxJZXo8cOLL2fmZXe6GviPgOgGgI1WCsXeZqhm-xbqRfeH7PCF1jAc29wHTY/4s3/BM1NPAhwTwCd7SA04Tbesg/h40/h001.rR9CjPccl3P9JcpFAvyEMR9HAWYC2E8yhxayfRtBkb0" target="_blank" rel="noopener noreferrer nofollow"><span>Nemotron-Labs-TwoTower</span></a>: A diffusion language model from NVIDIA adapted to write tokens in parallel instead of one at a time. </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-0tSpIUFbSIVn9kjR3WszarWU2GETo3p_gb4F7AcxFFffSnFgXBKzPzLyG13F3H0AEoUKSUd1EvLgT2CYfcyIjbGNxqA1ld6iB-TCfRWfSQ0UU7-f9vWLhMDKFARuy-KewBX9GrrcIpyrAUejGD2aS-7WUZfW_2sQipmom5EVkkXX6pAX0oOYFbUEh1UycfOEauZ_F-Lg5cERLlrfAPi9cXHRTyuHAe_hfxc7HxNvh_UfbDFy9pMD5cuyiWbfJNwFJA_blgjOdCZKJa8rJ3Ezhv8O4YhP35USSji7eOiHxrEhqw00FZowPhn0R-lp9LyBQ/4s3/BM1NPAhwTwCd7SA04Tbesg/h41/h001.oV-sB9BbALQ7LA3jnWw8JYoOGRqhPi1lJ0uT7ZcYSbo" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI</span></a>: Agent Post-Training, Context Research </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-0tSpIUFbSIVn9kjR3Wszaq34VdIxk3WAAX_b8q7N8NapBv2UZ2Et7Y0If_uuwdSoC71ynPkusAcNjVd2iOHeZ1-UNsWEIO7uizr6atr4c9lgaR4OTuBxnNdrpZoQ32SopjkcTBCdA8qLXAcFXKvhDX8FsV-9eraVLrPUWKC0_TP-FuCkPgvng53Kti0vjGJyq-4FgGcYHb9zW8QeqF4S1A/4s3/BM1NPAhwTwCd7SA04Tbesg/h42/h001.TcuQblJAYiYsEguwMfPXPm7Cw_6tso65_I6WAdwUJoY" target="_blank" rel="noopener noreferrer nofollow"><span>Fractional AI</span></a>: Developer Relations 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.wZPohD0JH12EksCsbt8ZeFSrdjqhFwVvZKdxczSedxlhkdTQwXlzA2SIyMu64LOJcNTY9LSSM8Acv31tAda4Y_MftvYdSVolZXcoZoerDJ7YWtXF2Dwsup-gkZ6FtS0QP0q2DwDEpLwElW6GS-Vnias8t_fpyJNhPH5KmoyL0g0GzYdJ0KU4LQCSk-QWiqfVf4rPH_VPHehX2Iq8aFuhpPE5xzu-AlmAyKMT12TfdmVi_wUl6LPi3w6HJ0jrUtvHPkec0GG_Z1sl9FOFoCWCVW-WcDu1jkXdEAr0EG9FDqTR17Q60I7CWygKNixFKKrb/4s3/BM1NPAhwTwCd7SA04Tbesg/h43/h001._qyi9GBS0RtKTG1RpBqOdtMkthqK_jiAXdnL-RRlGWQ" target="_blank" rel="noopener noreferrer nofollow"><span>Capital One</span></a>: Applied Researcher I </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.MDn7gO0R2GYySjUIwjh9Jv66YHsUixD6aF3hbAifXfUhW8XaPar-xCcycquvSn9NGT3TkK3OJhtNB0lVhoMiybm74fI6gMfoDjxL6ELxUXeG5Z6TTGixpps6my2jG78nKyYY8VpSzGN64MqrziCV5neR12I35oboMV4-ygqxb0U4dOCSrI2369JkituZYppsmrpP2-pOePLqaUU6_bIBHcvEaktR7-2atJpAQQFq6zH6cX4BKfiOoxibU1CcBvHxG2swawBlR6Eq7odHhQwzIOobZEpzTNIHD7Uq_0oybhJQnI2-3oyTaAMYAFhTBHuEB4VWCOGIE8lVfcE2Lu9uf21IMHnDDGMA-1Kmf0UMt1K7MI8kRSoWsXAqIGip_a4msRhWAdkN-qQ7vDUQivnGolQthn2cp1i8GPW9NWhGivs/4s3/BM1NPAhwTwCd7SA04Tbesg/h44/h001.m_LKWys2jFXgxJleKqQwHN9KHfE7hszpWGsn-6kDMz0" target="_blank" rel="noopener noreferrer nofollow"><span>Salesforce</span></a>: Senior Offensive Security Engineer (Red Team) </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/3281d895-464d-43e5-ac1e-ce29a3c3ae7d/AI_or_Not_-_TDV_-_2026.07.5.png?t=1783290020" 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-GuAtwimuq08hFrPBRr2glrKHHTefGzx4ZRDOhjpSqEZBUyO7vdj2DlmJywMwdnTTQ8tsQJeI9B6DUC3kSn7ZNsd6hhFJe1WcBRHcSYNkUDmIpNmshmS8kL4p_yi5lpurJnJX8tVbhkQUnraAzMlZN0ChAQzwoCT1uHfXeJ3XFWcFMzvcTG4lxujceHvF7k0qiCt_DoNIDEF5445LECQVV6JUpqscquhREnWOgg3g1rclOHqpUH7FW7FjOkc709eraJYuR6bFW3T652ZiNvd4ONbQVbaRFFvkT9WqqsT9FipfE1U2qxqHSOUYEwOrgWUe8TYOzrpPkIY6EPlsVpPpA1objhG0YVZZNQ4sHeTEcKGMbs50BW2dzimK29WRZMeqqAmccEaeLL-1PwH8aV8m2a53T7yq0WPPqFuWMPdjeFG1hz21-QREykcv14_h84_ZcOJkj56qv_cFcRr3n4jotRP-aC9N1AbSffHs9S4gKKoezMm4RZ8R7VE2mMYoRSUWfQY8ITsjn6VnhIAJ9znRrwz0BUkJkQMfsiyfPYEauMujHcsbZOR1VHUL_YQXVgL6VsHuKXnGw7QhCx3QF1GmQODrPDKmEKRAxQDS4nVIt7voaERXERvXMO6XomlIbI_AQYmGArXCI0EoTkxlnqEfw8sFCirHyOeSFK0I3mBFu_2rIJyuQ0P6oD3cH5SQF-7L_nGmlCEDRGXyfpWu77LmY6ci-uU8QzPy07C_FV1YsJCLs5tqbvxbfLUpPYdyFq0JMFkXUxbpLHrUkAkSZtwC67fy0aLLyj2SSnn5unXnB-PgPvNSAOSfbucepq1H1HQC5Qljk7a1MC8vC8j7wmFzoBBAeAn25-L_cU6vqD2L9TeOSbAPKNz28K7UI6quKcSvTfre7m3gH-RTZZzqR9zRDCHDTspUzjB8/4s3/BM1NPAhwTwCd7SA04Tbesg/h45/h001.O9pPUV8ZaUlvHq-jfYBxqYCsgi4KGaNO_DmhGCKCu9U">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_8lf7SI4pHFATKw72SpBDNm2P63wggeadnz_oOqUA26qdSDxZjAlmZdrDFmG2aMSL5TtG7YiFsY41P5Dnd5wNY7ytZDNvFNDp7zjKYwTvGbXZJGlda94Cw8InSLJYwVfqKNheSfcGssqpxdB6JVZWE1dlubWf935BevCChm_OJW1dxIdzvyoHjtNPIqDLXXEJJrkipAImEJ3pW-mdfMqbPh-WZ0e1OSvdvPm-myI9_iedcWtyuGbFQ4lZX0zmGLexqMXDd4a39hP3VUXLeDyM44n65Di8cbz__xaPPwSA7w_lQJjROvt3qTskEC5-cI6rfKmGC6IhEXJ73OVHpnlheqwNZpxZwULykmX37AR6myCVem5mFIsnbkbeAHT72SCc4t7B7E-Yw3CgFMnb1lMWIPimdj6JbhvsNoZSAKIeb-6PR2NsC_flmba8bVFTvjUHkn7vIiRqI92jFuIzF8z1QCEfcROCl9hVX0DbMP_JEw-ZfgkyX9hf_-xb058s8o4-lmMd099PqMRxj9r9wHbKpyRFrEMu5JqOhwzJyIm7kmuBUJArYK8z-WYa-VJbVUprDHacLv86C3RJEU2avzv1Ew87PoetUdj85ozg34T8niomcsIBPsSstR4J0b33TZh-mdNRy7JMuVRvXIIc2IHoo1LgN7v9iK5tNjZknShUcQi9Yzcytcnnl4E5OS_qEb6vp_hpKHg8BvHxl0MpVvycamWb9e6h0D_DRysjXL2qXtqdutsgoFe654pFzmrzT56GDHiWmVZl2trVKbcsRfwM6lqwDY8jHie05PWLg3tdK7gT4A38SdbQXQEkBgNZGpZ2tbgOi0ui6ejYewAU3GOl8q_RngkQoHAudrFVUNeBWKKSmOIGH7LvxvmtyBsOQR4yRL3iWf08J_08U/4s3/BM1NPAhwTwCd7SA04Tbesg/h46/h001.sdYAB4y1lX29YiVnTFDXAhFSkhxxguh2o4AYyVFcgHU">Option B</a></span></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:rgb(55, 109, 252);">POLL RESULTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Are you concerned about government intervention in the release of powerful AI models?</h2></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Yes (37%)<br>Somewhat (30%)<br>No (28%)<br>Other (5%) </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106" alt="" height="auto" width="356" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Thanks for reading today’s edition of The Deep View! We’ll see you in the next one. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqUYI8IsMieO47CZ7aLGUtdsRKN9e6XoaI9jYBLu1yoU8Rp57zQqed85YkFh_7_Nl9pzs1SGIfEjXHRUP9NOQ1GRFvES_UKyfGG1uBWPhdJwPaEefypIgl0_bReixcM5FyxO_04IVf2O5ZXhJDCyntVNLYHZ1eDrMNlvcqM9rs_NL-lRinPQWGZma6HwajtFl959p8_LTV83DRx_6qRUJaKIGS9Y3CJ1IH9eFRoZdnAoiHSiu0E71JghJr4asTE_27RNr3UtZ2No3ZnMUw3ND1nobzrCLmyk9hrnVL4BKeuWag/4s3/BM1NPAhwTwCd7SA04Tbesg/h47/h001.08_BxH9EFCVCVGyXM72VcXoDh7K7fQPs5GYHvSYl1OI" 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/13969ca8-afa4-4b8e-a3ae-d5da773a25d3/Real.png?t=1783289961" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqUYI8IsMieO47CZ7aLGUtdsRKN9e6XoaI9jYBLu1yoU8Rp57zQqed85YkFh_7_Nl9pzs1SGIfEjXHRUP9NOQ1GRFvES_UKyfGG1uBWPhdJwPaEefypIgl0_bReixcM5FyxO_04IVf2O5ZXhJDCyntVNLYHZ1eDrMNlvcqM9rs_NL-lRinPQWGZma6HwajtFl959p8_LTV83DRx_6qRUJaKIe47mirvaWNzb5QYpGoJ2ynzpDhwVEe2nVcg_m6Oiui30jfLEbse2QqhTAmNxxC7D-unZ0a4M2I3KYfgZSvbZ_A/4s3/BM1NPAhwTwCd7SA04Tbesg/h48/h001.rLybIgYCj8ttU5QoH4SU9L1q9bu_ENrJ_Ucz2IQ0DJo" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Little things like the Salesforce logo just made [this image] look more real”<br></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Light on the street was visible, not on [the other image].” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“The corporate branding would never be included by AI unless prompted.” </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>“Steam coming off the roof.” </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 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Follow image link: (https://resources.coder.com/weave-whitepaper/operationalizing-ai-coding-agents-regulated-industries?utm_campaign=26Q2MS_The_Deep_View_June_7&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory)
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**Welcome back.** At Google Research, AI agents are helping scientists test hundreds of thousands of ideas, accelerating discovery without replacing human expertise. In our latest episode of The Deep View Conversations, Luma AI COO Caroline Ingeborn explains why multimodal systems will matter more than LLMs for physical AGI. And new data from Ramp and Revelio Labs complicates the narrative around AI and jobs, showing that the companies adopting AI the most are hiring more, rather than laying off workers. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. AI adoption is reshaping hiring, not shrinking it
## 2. Why world models, not LLMs, will deliver physical AGI
## 3. How AI is rewiring scientific discovery at Google
----------
WORKPLACE
# AI adoption leads companies to hire more, not less
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Follow image link: (https://www.thedeepview.com/articles/ai-adoption-is-reshaping-hiring-not-shrinking-it)
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Despite fears of AI replacing workers, companies making the biggest bets on the technology are still hiring.
Companies that invested most heavily in AI grew their headcount by 10% over the past two years, according to a [recent study](https://ramp.com/data/ai-jobs-impact) from Ramp and Revelio Labs. The researchers analyzed AI spending and workforce data from more than 21,000 U.S. companies. Entry-level hiring rose by 12% among the heaviest AI adopters.
AI adoption was uneven across industries. Companies seeing the strongest headcount growth were larger, more engineering-intensive, and more likely to be venture-backed, particularly in information, finance and insurance, and professional and technical services. Adoption was far less common in industries such as healthcare, accommodation and food services, and arts and entertainment.
Employment growth was broad across job functions. High-intensity AI adopters saw statistically significant increases in engineering, sales, customer service, finance, and administrative headcount, suggesting that AI usage augments the workforce and increases overall economic activity.
"If AI lowers the fixed cost of building software, handling administrative work, doing analysis, or improving customer support, the gains can drive outsized growth and unlock new revenue streams that previously required higher fixed costs in the form of new salaries," Ara Kharazian, Ramp's lead economist who worked on the study, wrote in a [blog post](https://ramp.com/data/heavy-ai-adopters-hire-more).
The findings challenge the narrative that AI adoption inevitably leads to fewer jobs. Headlines about [companies citing AI in layoffs](https://www.thedeepview.com/articles/ai-impact-on-jobs-is-overstated-says-ibm-chro), along with warnings from AI leaders about widespread automation and the loss of entry-level jobs, have fueled fears about AI eating the labor market. This study paints a more complicated picture: among companies making the largest investments in AI, hiring continued to grow.
The researchers caution that the findings shouldn't be generalized across the broader economy. Instead, they offer an early look at how heavy AI adopters are changing their hiring patterns.
"We believe [employers] are selecting for a new set of skills, specifically, people who know how to use AI and use it well," Kharazian wrote.
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These findings should be taken with a grain of salt. The study focuses primarily on larger, tech-forward companies and doesn't capture how small businesses are using AI or whether companies rely on free AI tools. It also shows a correlation between AI spending and hiring, not that AI directly caused companies to add workers. Even so, the study points to an important distinction: companies seeing the strongest growth don’t just slap AI onto their workflows. They invest heavily in it and integrate it across their organization. While it's still too early to know which jobs AI will ultimately replace, it's important to note that AI literacy is quickly becoming a baseline expectation for workers.
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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--------------------
TOGETHER WITH CODER
# The Next Big Test Facing AI Coding Agents
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Follow image link: (https://resources.coder.com/weave-whitepaper/operationalizing-ai-coding-agents-regulated-industries?utm_campaign=26Q2MS_The_Deep_View_June_7&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory)
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By now, we all know the standard watch-outs when it comes to AI agents. Reliability, security, privacy, and the like are all real concerns for any company… but for those of us working in regulated industries (think financial services or government), these “watch outs” can quickly become [massive issues](https://resources.coder.com/weave-whitepaper/operationalizing-ai-coding-agents-regulated-industries?utm_campaign=26Q2MS_The_Deep_View_June_7&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory) – and that’s no good.
Coder recognizes the scale of this problem, which is why they commissioned [this new report from Weave Intelligence](https://resources.coder.com/weave-whitepaper/operationalizing-ai-coding-agents-regulated-industries?utm_campaign=26Q2MS_The_Deep_View_June_7&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory) to help us address it. Inside, you’ll find a complete breakdown of the requirements for AI coding agents in regulated industries, a practical framework for deploying these agents at scale while still maintaining security and compliance, and how to do it all while avoiding those dreaded operational bottlenecks.
[Download the whole report for free right here.](https://resources.coder.com/weave-whitepaper/operationalizing-ai-coding-agents-regulated-industries?utm_campaign=26Q2MS_The_Deep_View_June_7&utm_source=deepview&utm_medium=media-sponsorship&utm_content=pathfactory) Thanks, Coder!
--------------------
STARTUPS
# Why world models, not LLMs, will deliver physical AGI
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/643e9cf8-9b8b-4979-b111-e5f3d1cfb225/thedeepview_A_cinematic_editorial_still-life_photograph_depic_108582b6-6d8f-464c-97be-d5a7c7202560_1.png?t=1783287552)
Follow image link: (https://www.thedeepview.com/articles/how-to-rethink-agi-through-multimodal-systems)
Caption:
The term AGI has been thrown around so much that no one really knows what it means anymore. But an increasing number of experts think the key lies beyond LLMs.
In this episode of The Deep View Conversations, we sat down with Caroline Ingeborn, COO of Luma, an AI lab dedicated to omnimodal intelligence, to discuss where generalized physical AI could take us.
Youtube: How world models became AI's next frontier (https://youtu.be/ISueKJW-uqg)
Rather than focusing only on video models, Luma takes an omnimodal, or multimodal, approach, creating models that understand text, video, images and audio. This, said Ingeborn, is because humans don't think in one modality.
These kinds of models have many potential use cases and could even help researchers achieve general intelligence. Luma's primary audience right now is the creative industries, such as entertainment, advertising and marketing. Ingeborn said she sees the technology as enhancing the creative experience rather than replacing creative professionals.
Topics covered include:
* Where AI fits into creative workflows
* The ethical lines of AI in creativity
* Luma's mission towards generalized physical intelligence
* Physical AI's potential impact on the labor market
* The different approaches to building world models
* The dangers of centralized power in physical AGI
If you're following the progress of world models, physical AI and robotics, and the use of AI in creative fields, then this episode offers a deeper look at how these technologies are being used today and the transformative impact they could have in the future.
📺 Watch on YouTube: [https://youtu.be/ISueKJW-uqg](https://youtu.be/ISueKJW-uqg)
🎧 Listen in your favorite podcast player: [transistor.fm/shows/tdv/episodes/53-how-to-rethink-agi-through-multimodal-systems-caroline-ingeborn](http://transistor.fm/shows/tdv/episodes/53-how-to-rethink-agi-through-multimodal-systems-caroline-ingeborn)
[Subscribe to Deep View Conversations](https://tdv.transistor.fm/) for interviews with the leaders shaping the future of AI, business, and technology: [tdv.transitor.fm](http://tdv.transitor.fm)
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7edeff42-2273-4b30-9c5e-a7540c660e22/Nat.png?t=1765962644)
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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--------------------
TOGETHER WITH CONVEX
# Code Faster, Easier, And Less Buggy With Convex
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b98af315-9287-45ba-98cf-8bb91a83c2e6/Convex_Deepview_Banner_1__2_.png?t=1783107709)
Follow image link: (https://convex.link/RFDsXJz)
Caption:
You’re probably already familiar with Convex, the backend building platform that helps your AI agents excel – but their latest updates are taking things up a notch.
Convex recently launched plugins that allow you to connect [Claude Code](https://claude.com/plugins/convex), [Codex](https://chatgpt.com/apps/convex/asdk_app_6a0faef988b48191b843bac5cd170a9e), GitHub Copilot and more directly to your Convex deployment, allowing them to…
* Read data and run functions entirely on their own
* Optimize your project’s performance via production insights
* Improve safety by limiting access to production
There’s even more updates coming in the near future, but for now, see how you can take [your agents’ work to the next level with the latest from Convex right here.](https://convex.link/RFDsXJz)
--------------------
RESEARCH
# How AI is rewiring scientific discovery at Google
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/231f6cf9-8cd5-4432-ad42-eb783b2d7e63/41a10f7290b65a84a478f490e491f98b65a880c6-1456x816_copy.png?t=1783287717)
Follow image link: (https://www.thedeepview.com/articles/how-ai-is-rewiring-scientific-discovery-at-google-research)
Caption:
AI's transformative effect on software development is well known. Next up for transformation: scientific research.
[Lizzie Dorfman](https://www.linkedin.com/in/lizzie-dorfman/) leads science AI at Google Research, where her team develops AI systems to help scientists solve problems across genomics, neuroscience, epidemiology and climate science.
In a conversation with The Deep View at Google I/O in May, Dorfman explained how Google's own researchers have adopted AI agents, why they can now explore hundreds of thousands of scientific ideas instead of just a handful, and why the biggest breakthroughs often come from solving smaller bottlenecks along the way.
This interview has been edited for brevity and clarity.
**Jason Hiner: What's top of mind for you right now?**
**Lizzie Dorfman:** We've done AI and science for a decade... But Gemini was a real sea change. What came out of three years of eating our own dog food is what we call ERA: Empirical Research Assistants. And it's shockingly powerful. But we're at a point where basically 100% of our team, across all these domains, this is how we do our work. We watch them go through a not-terribly-long tunnel from "okay, fine, I've heard you talking about this" to "oh, wow." I heard from someone I considered fairly grumpy and quite serious, who emailed to say he'd just gotten a transformational result he was almost done writing up. And we're mostly pretty grumpy, pessimistic people who say we'll believe it when we see it.
**Jason Hiner: How does that actually change the work?**
**Lizzie Dorfman:** For us it ended up being coding agents using a tree-search methodology, where you explore hundreds or thousands of different approaches to solving a problem computationally. That's what gets you extraordinarily creative and performant solutions. We have an epidemiological forecasting example with top-scoring models in the CDC competitions. We generated 200,000 models to evaluate. Most were poor and got shed immediately. On a traditional team, someone might score a couple of ideas. People describe it as: I input some ideas, went to sleep, and woke up with all these cool results. Before, it was serial and iterative... Now it's possible to explore outlandish ideas just to see, because it's trivially more expensive to you, certainly in terms of your intellectual time.
**Jason Hiner: So does this reduce the need for human expertise?**
**Lizzie Dorfman:** No. I love this example: solar panels are flat, but what if they weren't?... Someone wrote a paper on curved panels in 2012... We fed it in, reproduced their results, then asked the system to make it better. It did, and voila. But when we looked, it had these photovoltaic pieces that were levitating, not physically connected. It was cheating because you can maximize energy if you don't have to adhere to physics. So we added a loop that checks the solution is physically valid. You can't just shut your eyes, and it's done... Expertise and careful verification are still required.
**Jason Hiner: When you take on grand challenges, how do breakthroughs actually come?**
**Lizzie Dorfman:** There's a phase where it's "this is impossible, it's infeasible." ... For brain mapping, we need to bring the computational cost down by multiple orders of magnitude. The breakthrough takes a lot of forms. It's not always something that looks like AlphaFold... It's frequently "oh, wow, another order of magnitude." One big breakthrough is often a series of obstacles overcome. In the last four years, we've had something like 45 papers in _Nature_ and _Science_. That's results. It's not "hey, blog post, we did a thing."
[Read the rest of the interview with Google Research's Lizzie Dorfman](https://www.thedeepview.com/articles/how-ai-is-rewiring-scientific-discovery-at-google-research).
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566) [Jason Hiner, Editor-in-Chief]
Follow image link: (https://www.thedeepview.com/author/jason-hiner)
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--------------------
LINKS
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169)
Caption:
* US in talks with [AI labs to create voluntary standards](https://www.reuters.com/business/retail-consumer/us-talks-with-ai-companies-voluntary-model-standards-ft-reports-2026-07-02/) for new models
* Microsoft invests [$2.5 billion in embedding AI engineers](https://www.geekwire.com/2026/microsoft-announces-2-5b-frontier-company-to-embed-ai-engineers-inside-customers/) in customer orgs
* OpenAI proposes [giving Trump Administration 5% stake](https://www.cnbc.com/2026/07/02/openai-proposes-us-government-own-5percent-stake-to-address-political-blowback.html) in the company
* Germany's [SAP bets on reinventing jobs with AI](https://www.nytimes.com/2026/07/02/world/europe/germany-sap-ai-jobs-skilled-workers.html?unlocked_article_code=1.ulA.FGZt.VxL32ZdmHEsJ&smid=nytcore-ios-share), not cutting them
* SpaceX has [reportedly previewed AI device](https://www.wsj.com/tech/ai/spacex-showed-investors-prototype-of-elon-musks-new-ai-device-b445c57b) to investors
* Why AI is [spurring talks about Universal Basic Capital](https://www.theatlantic.com/economy/2026/07/universal-basic-capital-ai/687759/)
* [Weave Robotics launches home robot Isaac 1](https://x.com/weaverobotics/status/2072362538671706314?s=12), deliveries start in fall
* Some high-earners are using [AI schools to create custom education for kids](https://www.wsj.com/us-news/education/alternative-education-wealthy-families-ai-cd7922b3)
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
Caption:
* [ZCode](https://venturebeat.com/technology/z-ai-launches-zcode-to-challenge-cursor-claude-code-and-github-copilot-in-ai-coding): China's [Z.ai](https://Z.ai) has launched a coding competitor to Cursor and Claude Code.
* [Notion HTML](https://x.com/notionhq/status/2072354853821755822?s=46): Users can now build interactive HTML on their Notion pages using AI.
* [S2.1 Pro](https://x.com/FishAudio/status/2072319320386883690): Fish Audio's best voice model is now free for developers.
* [Nemotron-Labs-TwoTower](https://x.com/NVIDIAAI/status/2072394812301480067): A diffusion language model from NVIDIA adapted to write tokens in parallel instead of one at a time.
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)
Caption:
* [OpenAI](https://jobs.ashbyhq.com/openai/df3edefb-6a8b-4ef6-b183-b3f96051783e/application): Agent Post-Training, Context Research
* [Fractional AI](https://jobs.ashbyhq.com/fractional-ai/0a382a4a-7bd9-435e-be98-cb2fa7465721/application?utm_source=w9br40vr6J): Developer Relations Engineer
* [Capital One](https://www.capitalonecareers.com/job/-/-/234/92886061440?p_sid=ieeMWcb&p_uid=Oz6GnTyt1Y&source=rd_linkedin_job_posting_Tech_tm&ss=paid&utm_campaign=tech_26&utm_content=pj_board): Applied Researcher I
* [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)
--------------------
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)
Caption:
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/3281d895-464d-43e5-ac1e-ce29a3c3ae7d/AI_or_Not_-_TDV_-_2026.07.5.png?t=1783290020)
Caption:
--------------------
POLL RESULTS
## Are you concerned about government intervention in the release of powerful AI models?
Yes (37%)
Somewhat (30%)
No (28%)
Other (5%)
----------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/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106)
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/13969ca8-afa4-4b8e-a3ae-d5da773a25d3/Real.png?t=1783289961)
Follow image link: (https://unsplash.com/photos/high-rise-buildings-during-night-time-IculuMoubkQ)
Caption: [Link to the original](https://unsplash.com/photos/high-rise-buildings-during-night-time-IculuMoubkQ)
“Little things like the Salesforce logo just made [this image] look more real”
“Light on the street was visible, not on [the other image].”
“The corporate branding would never be included by AI unless prompted.”
“Steam coming off the roof.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/683f18b7-e970-4ac0-822c-d52f82caf79b/Fake.png?t=1783289998)
Follow image link: (https://chatgpt.com/s/m_6a4586f27e8481919dcd38d57fbd3c16)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a4586f27e8481919dcd38d57fbd3c16)
“[This image] was just far too polished, like a movie set backdrop.”
“The lights in the windows don't track out to the edges/margins as in a real photo.”
“The myriad reflections in [this image] looked unrealistic ”
“==[This image] is too organized.”==
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)
Caption:
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)
———
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