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The following is a list of recent messages for thedeepview. Select one to see the content. Messages are removed frequently. Check early. Check often.
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⚙️ Why iPhone photography is Apple's biggest AI win
Tue, 08 Sep 2026 13:10:34 GMT
⚙️ Why Astra's opacity problem could force a pause
Mon, 07 Sep 2026 12:35:24 GMT
⚙️ Granola for face-to-face conversations
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⚙️ OpenAI's Astra leans into agentic tasks and safety
Fri, 04 Sep 2026 12:38:01 GMT
⚙️ Gemini 3.8 Flash’s edge is intelligence per dollar
Thu, 03 Sep 2026 12:35:17 GMT
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Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Fri, 04 Sep 2026 12:38:01 GMT
Subject: ⚙️ OpenAI's Astra leans into agentic tasks and safety
To: [email protected]
Date: Fri, 04 Sep 2026 12:38:01 GMT
Subject: ⚙️ OpenAI's Astra leans into agentic tasks and safety
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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: Two reasons why the Nvidia-Hugging Face deal makes sense.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> September 04, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWInu_u5ZFKM5cHJ7W7RicjfCS4PT17W0J7wDV-cvf0KW4epUJcX_qezDykpnzxDJeaHI_Be82bPykSARLBfUHOrXvq5wCtxhoWKFWPZxkifKRpGwtlAxceP1hjNp6SlzWssiz2a9GmTUPZmt3SfsZAG2vWSt_giBWZl77sXA0lJZNf2MpDTfoenOTGG61Vvwc_SQQyxBXGP9E-HB4vbha-r8U512OA3Wt7oOm9od6uavMQKE1qV-WAtLgkBMonOGdm-OY7edFSj_O3U_s6wuo7Lo2-qkEOzOeOQOkoVP-JqAU3OdQk1VJJiOIEpdazsjAxIioqDm8QuQTGDR8t1kV5iK95kTEVXzQSJ9QjCOB4pCxDltBjyx-_nyqCSqqVOK4g10JeLyuLVzAQuHFelw2uZcXWtpgB2iRXmEuNbKPS8lUqc-_IGP5EMTWb6-UcU5sQCL-tQQACXbI8qfAPH2rfYFnyk-_u_U4SpV5DpZBv7gBaMdiCjGxVJzVX1QjYgV-WD1nNMgMLf9bb7L2M3_nNQIbaXaDzu9jFiwaa3miy2I89ljeezeEVfs0a3yCDg5okVJ3iliNojyMaXex3dPJkG5UNzQtVcL7po76KLQP_SJKVEHfDjHDEgMoE_BvAId45mpVqCI29P3YehgTgxBoq0opXGgj69H7b8utqbAHUQwoGzeoKsbr8LFuFdzKu3UH65eHfJZPczMlQquOfusiE7rWd_8CgeXc7s4R0usk83LzToujky3wTmFMIy1b7avg/4tr/_0xdmEFlStC57dduSMq6fA/h0/h001.hiP0ZwvFegnQlC5IJY1VDhMxMAMtCVPNhL52MVxgomI">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/4tr/_0xdmEFlStC57dduSMq6fA/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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/9dc444fc-e2e3-4193-b522-6d526c2374aa/BANNER__21_.jpg?t=1788515431" 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib3_ZPInOipNXR2rk6rjosAShLv-7r2MUwNtTmfvoFUHDjbXb0WHm-cUwZHyf31RwvKmCKe3hW5e33HvMbo_AfYt1MOwbdKfbQOIHJ3SHDTkdDAWrXh9oaxAOjKDvs5LMD1weXioIipn_jigCGtIPJ6ba0i1riI0H3b7ko8Q0v4vF5FQQOeTNLTnVZlPtQI6uzoVD6lK-oz2SoF6QtigBeSz3AuLZmHfDowXTooG2ugTnPeXk5yAfwnumPh-oForb_s6ZFgzhyIi9Xacmmt27r74/4tr/_0xdmEFlStC57dduSMq6fA/h1/h001.LV7K4_ngUpjpdbfDqH_JZgzevyuRGRRxaCOokWV-HT4" 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/d405f116-8e48-4767-81b1-6940416dd05e/In_partnership_W_Lambda.png?t=1788378552" 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> Nvidia’s $12.9 billion acquisition of Hugging Face is counting on the open model ecosystem scaling without losing independence, but that tension will be worth watching closely. OpenAI’s GPT-6 Astra arrives as its most capable model yet, with a big focus on agentic work and professional tasks, plus tighter safeguards in light of the Hugging Face incident. And Nvidia is also pushing local AI forward on Windows, with new hardware and software that could narrow Apple’s lead in running models and agents on-device. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6ThA0tb5ipzCtc0D2874AW51g7iGCRgxFf9BExe-mFfkOgYwZ0t6UwCfV7AeGI6gDFa65ZSICAB8DBJkN0hAmbRz0NqEJH-9zVmpCcqZTCxRjSrs7SOHXdZBStMNEIJt6Lg/4tr/_0xdmEFlStC57dduSMq6fA/h2/h001.SnxvwSgATpw-uYvzmWDHJmufwFAuEDNGJ91BJXIJ7cQ" target="_blank" rel="noopener noreferrer nofollow"><span><i>Jason Hiner</i></span></a></p></td></tr><tr><td id="in-todays-newsletter" class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>IN TODAY’S NEWSLETTER</b></p></td></tr><tr><td id="1-open-a-is-astra-leans-into-agenti" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">1.</span> OpenAI's Astra leans into agentic tasks and safety</h2></td></tr><tr><td id="2-nvidia-closes-the-windows-mac-loc" 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> Nvidia closes the Windows-Mac local AI gap</h2></td></tr><tr><td id="3-hugging-face-chooses-nvidia-to-sc" 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> Hugging Face chooses Nvidia to scale open models</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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GOVERNANCE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">OpenAI's GPT-6 Astra is here. Is the world ready?</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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQETWQFUCCYVwC3Q2o8Onv3zyCSj-STSIvIcLJbM84GiwBVFtdXsQO_Nq2LfPLEolinrQZa9by-WOmvuZhEdlYeTWp6RTW2JJwYuZLFPRJMaRpSPXxTEysKRMe24qGElMMgkAhL3lP69LCswVfevX-6W_8nyy2Nv_6Eu12MJd29IsEIRzx1BUSXWlEdBrMpEL3ZRyPXj7f5qCSm5bSIVCrt0iauAfA4HCRlX4cPbdxpswuvWoQpHbwwku2qZscG5-T6G0oShk4jQ8b2b1OCieW1KyJxPBw8Wso55SN2e6CYeDQ/4tr/_0xdmEFlStC57dduSMq6fA/h3/h001.00CJ_e3Luq2Fym5GJkhaqXQHge-0UAB3DlGkXAdAYdw" 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/167e5088-e6c8-4e41-aa64-d9a6b395428a/thedeepview_Heres_a_Midjourney_prompt_that_leans_into_Astra_a_e7595bce-095e-4245-91e3-cb5706465455_1.png?t=1788472777" 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%;"> In the shadow of the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.WHId9TPFGnUe-Jr4g0PigwA6vjAJst-7UUbP3eG-EkEhmlS-6hbBaDhjsyzxXo1rW-zRvl66vjy0QJFPntCHNY_lV2YYmRzMoBGICBLgmXoqqrgKDfJag43tZaM28YSiK1KnW-0hqKxMEfx5uN63AOGp2KMziMXhEhzcJck9qwNDI5SN06PX2nzOXCVSRULQxux92cYOXtc6W_IyzZmJ8w0vDXO154vnMW-5Ep5muvJyzT2w8JaW2iZs_cOF4MIWqG5n6Zpx7XhcpZaRKBhgfKl5CJ_HH8s4AGYk3thXSRHkjaNlByRqteDDDQL4VxT8/4tr/_0xdmEFlStC57dduSMq6fA/h4/h001.C6MnrFiNvbWcMwiuBecoUl7MIL2uMkKAWjeMh-dTEKA" target="_blank" rel="noopener noreferrer nofollow"><span>Hugging Face security breach</span></a>, OpenAI's most powerful model is about to be loose in the world, but with new safeguards. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Thursday, OpenAI unveiled GPT-6 Astra, its next-generation model that it characterizes as a "generational leap in capability." Starting today, it will be coming to a limited set of organizations, including those in the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.WHId9TPFGnUe-Jr4g0Pig3Nq9e26KAHM4tivqO8wHe2W0EI15BAjWuCrXEQO520MDLsT5tOHTdozg36nR8VXY8N8N3JY87aNnTNkH8Zn5lfA9jokNky_V9rQNScbkcPEnyY3SKKIWcHfGYeGMcsKwma03AxNpQThXIc_zVwzDIE6RxfxD2n9GR0JD0eX6ikVEJsZ2JbmNDDObK9sqG7pO_34RTZB6cfmnidA61n6Vp2C1W096wfiqs6A9AtULSGMvFFpJ0TwJmzHM7-ZklWBNv6l94svq1xrzKjs5NwguC8/4tr/_0xdmEFlStC57dduSMq6fA/h5/h001.xhLtk4POjlgx0yYdxDjEUnLxFfs1dH22nraYNIcC5kU" target="_blank" rel="noopener noreferrer nofollow"><span>Daybreak Access program</span></a> and then rolling out to ChatGPT customers on Plus, Pro, Business, Enterprise, API, and AWS "<span style="color:#222222;">over the coming days," according to the company.</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="color:#222222;">In a briefing with the press, OpenAI President Greg Brockman said that with Astra, "It's not unreasonable to feel that we are now in the AGI era," and that the release is just the beginning. "I feel like there is a qualitative shift we've gone through," said Brockman. "I think that it is a significant moment, but it is more about the continuum than it is about any individual point along the way." </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="color:#222222;">Notably, the API for the new model will cost $10 per million input tokens and $50 per million output tokens, or the exact same price as Anthropic's Mythos/Fable 5 and 5.1, making Astra one of the most expensive models on the market. Still, OpenAI emphasizes that Astra is able to use "substantially fewer total tokens per task" in multiple scenarios, directly targeting the efficiency that enterprises are after. </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%;"> As for its capabilities, OpenAI noted a number of improvements that Astra offers over its predecessors and competitors: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The company has called Astra "the world's best computer use model," with the best speed, accuracy and safety on the market, and capabilities in a number of domains. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The model is also its best yet for professional work and makes leaps in scientific discovery, mathematics, and health research. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI also says Astra is "the best model for software engineering to date," outranking GPT-5.6 Sol and Claude Fable 5.1 on DeepSWE v1.1, a benchmark for complex software-engineering tasks. </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%;"> Given the model meeting the "critical" threshold for cyber capabilities under its preparedness framework, the company said that Astra will refuse to comply with advanced cybersecurity tasks, such as exploit discovery, and features stronger protections against cyber misuse. The company also said Astra is its "most aligned model," with improvements in respecting task boundaries and transparent communication, and is three times less likely than GPT-5.6 Sol to inaccurately represent its capabilities. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> However, OpenAI found that Astra’s written reasoning is harder to monitor than GPT-5.6 Sol’s. Jakub Pachocki, chief scientist at OpenAI, said in the briefing that as these models become more intelligent, "monitorability is getting more challenging." This is because the smarter a model becomes, the less language reasoning it needs to be able to complete tasks. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "We see monitoring is critical, and we take this trend seriously, and we believe monitoring is still a very core technique for Astra, but for future models improving it … is a research priority," said Pachocki. </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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%;"> Despite the industry's push for efficiency and affordability, OpenAI has now put itself into a position where the market expects it to constantly release something bigger and better than before to be worth that trillion-dollar price tag. And while OpenAI's mission is to democratize intelligence, the reality is that Astra is not meant for everyone. It is best suited to handle the most powerful and critical tasks that organizations have to offer. Embedding itself within those workloads with increasingly powerful models like Astra could make its AI a foundational part of some of the most important work that's being done within enterprises, making safety vital. And after the Hugging Face incident, there will be an even greater microscope on the model. </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l808in2gS52VFMt7Xq46s9SbOeLa7Fql_IUPYDRbVMwDSx_FndicpOvkqc7tQTNIS54s2nSslbrAICYb2js0IR09Aq8FheJtEpLX9zQ8OaJcDKblqWoFuQL_BhgXv0FWKV-Iy-W6fH9I6R6PWPoDJROds/4tr/_0xdmEFlStC57dduSMq6fA/h6/h001.xKG2TMQPv6zwOcQz83Jv3w2yK5fAaBdtYXv0Klq68vw" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6ThA0tb5ipzCtc0D2874AW51g7iGCRgxFf9BExe-mFfkOgYwZ0t6UwCfV7AeGI6gDFSVfZN6QJ5pWivuJN20h-0CATGMAWa78kiwKVbFoYb6u13mhMxcQj7WnEvqtEfZnSw/4tr/_0xdmEFlStC57dduSMq6fA/h7/h001.wQ6bheIIt_YapO_YFKS7NSaKFcK1clZ31g3tdwcH5WY" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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;">IN PARTNERSHIP WITH LAMBDA</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%;">Struggling with MFU? Steal this framework</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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib3_ZPInOipNXR2rk6rjosAShLv-7r2MUwNtTmfvoFUHDjbXb0WHm-cUwZHyf31RwvKmCKe3hW5e33HvMbo_AfYt1MOwbdKfbQOIHJ3SHDTkdDAWrXh9oaxAOjKDvs5LMD1weXioIipn_jigCGtIPJ6ba0i1riI0H3b7ko8Q0v4vF5FQQOeTNLTnVZlPtQI6uzoVD6lK-oz2SoF6QtigBeSxBaFgBgaNtbrXgpYeF6hBjSbZPZqJwgmJ7gCh8BK1IM_qp-5t_XPNWNeT51PfZHrE/4tr/_0xdmEFlStC57dduSMq6fA/h8/h001.jLdBqqnAH74tNepHTdy0dR7-9FhotwgMux7piNNMrLo" 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/5d95fdb8-6b16-4440-9953-2a1e2dabd906/image__25_.png?t=1788211437" 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%;"> Whether you're an ML engineer deep in the trenches or a manager focused on getting the most out of your time and money, one thing rings true: efficiency matters. As it turns out, most teams out there are using less than <i>half</i> the computing power they're paying for, with no idea how to improve, which is where <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib3_ZPInOipNXR2rk6rjosAShLv-7r2MUwNtTmfvoFUHDjbXb0WHm-cUwZHyf31RwvKmCKe3hW5e33HvMbo_AfYt1MOwbdKfbQOIHJ3SHDTkdDAWrXh9oaxAOjKDvs5LMD1weXioIipn_jigCGtIPJ6ba0i1riI0H3b7ko8Q0v4vF5FQQOeTNLTnVZlPtQI6uzoVD6lK-oz2SoF6QtigBeSxu75B4JREjjgV9Mqio-bHMVTyJnhNQaShLAST7oSVdgmPqbz2-30dpjEdNxDLguDQ/4tr/_0xdmEFlStC57dduSMq6fA/h9/h001.txl8o1aJs_mBjps8ucpywez660wqaWJJu_Jem1b76eM" target="_blank" rel="noopener noreferrer nofollow"><span>Lambda</span></a> comes in. </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.Y-jnUrd4JQKEh9GtYw4Ib3_ZPInOipNXR2rk6rjosAShLv-7r2MUwNtTmfvoFUHDjbXb0WHm-cUwZHyf31RwvKmCKe3hW5e33HvMbo_AfYt1MOwbdKfbQOIHJ3SHDTkdDAWrXh9oaxAOjKDvs5LMD1weXioIipn_jigCGtIPJ6ba0i1riI0H3b7ko8Q0v4vF5FQQOeTNLTnVZlPtQI6uzoVD6lK-oz2SoF6QtigBeSwbPCHFmXoVyYuzJpvEwI2Iqg6I72bFHO1tlcWsrt2ELaCB7pZgxuKkNVPd529NopI/4tr/_0xdmEFlStC57dduSMq6fA/h10/h001.BnlUI0XsngW1v0VCYbmo-sZmUhHEbDX-kYrF7c5nGYE" target="_blank" rel="noopener noreferrer nofollow"><span>The reproducible framework Lambda built</span></a> boosts MFU by over 25% without changing the model itself. The entire framework is in this whitepaper, which also shows you how to address the memory inefficiencies inflating your costs, the training configurations that aren't making full use of your hardware, and the bottlenecks slowing down your GPUs </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.Y-jnUrd4JQKEh9GtYw4Ib3_ZPInOipNXR2rk6rjosAShLv-7r2MUwNtTmfvoFUHDjbXb0WHm-cUwZHyf31RwvKmCKe3hW5e33HvMbo_AfYt1MOwbdKfbQOIHJ3SHDTkdDAWrXh9oaxAOjKDvs5LMD1weXioIipn_jigCGtIPJ6ba0i1riI0H3b7ko8Q0v4vF5FQQOeTNLTnVZlPtQI6uzoVD6lK-oz2SoF6QtigBeSwQkWqzjMsR63AdkWh0nVi76W6O82zY8n09EzRZ0VS38D_gvv27SlnXls90n6hMqAo/4tr/_0xdmEFlStC57dduSMq6fA/h11/h001.XBIypyGwo_vU74Q-x__1j3SqUroxMPz0YEirtYPWc2w" target="_blank" rel="noopener noreferrer nofollow"><span>Download Lambda's whitepaper and fix your MFU today.</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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">PRODUCTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Nvidia closes the Windows-Mac local AI gap</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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFXJHD1zWMk8_DOQ7OOQ7fYM_jf2tZ2Urn6aU2ABGTV0YboAZXfSVL3dbZOENXRzs_-7bHTTHbhL2qU7KSZjMzrvMO-rfcxLy0xAF_0qPBpU_iNqFNnN3U27OgkXPN3PZdpNrV0hhTN_0tXzj91ro_9rSqLadDiS4_T7tbS2fd62bG9IxSrfhyj33eFyevV3NvB12yW9D5clrWAxx8jtTGfg7uBj5JUA0HGEAWdLiS8Y1oy-QgmTPRLxgckACmUDDAo3VeG4wN_6KDYStiUc6V0T7MjwLdY3UGlFp5cFgvTew/4tr/_0xdmEFlStC57dduSMq6fA/h12/h001.E9Tc1-FSelYITau-bFu-fsGZaVBcgTWQXCdyHuwU3Kc" 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/883fe3ab-8f85-47f6-9f7e-6fc059173fed/cd4937162a640f1a6ed333c83afed6de33736dd2-1456x816_copy.png?t=1788472725" 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%;"> Mac has been the undisputed home of local AI, but Nvidia is giving Microsoft an assist to get Windows in the game. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Thursday at IFA 2026, Nvidia unveiled new tools and hardware aimed at making it easier for more PC users to run AI locally on Nvidia GPUs for faster local inference. For starters, Nvidia RTX Spark arrives in October in new Windows PCs from Lenovo and Acer, on display this week at IFA. RTX Spark has a 1 Petaflop RTX Blackwell GPU, up to 128GB of unified memory and a highly efficient 20-core Grace CPU, which, when combined with new agent frameworks, gives Windows PCs the power to run always-on AI agents locally. </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%;"> Nvidia is also offering a simpler model setup on Windows for three of the most popular agent apps: Perplexity Portable Computer, Hermes Agent, and OpenClaw. Here is a quick rundown of the features, according to the release: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Perplexity Portable Computer</b></span>: Will be available on Nvidia RTX GPUs with at least 24GB VRAM running Linux or Windows </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Hermes Agent</b></span>: Coming soon, configuring a local model in Hermes will be streamlined with one-click setup across RTX and DGX systems on both Windows and Linux </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>OpenClaw</b></span>: Nvidia worked with Microsoft to reduce set-up friction and the result is that the OpenClaw Windows App simplifies setting up an optimized local model on any RTX GPU with at least 24GB of VRAM </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%;"><span style="color:#1d1c1d;">Building on its efforts to improve AI use efficiency, the tech giant also unveiled NVIDIA Personal AI Router (PAIR), a free, open-source software tool that can coordinate a household's PCs to run local AI together. NVIDIA says that PAIR can automatically discover compatible PCs on a local network and route independent inference requests to the system with available capacity. Ultimately, this is meant to bypass the bottleneck that is caused when multiple agents or tasks are waiting on a single GPU.</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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The rise of AI agents has led working professionals to discover brand-new ways AI can assist with their work. However, the caveat is that agents can quickly rack up token costs and so power users typically want to move to running AI locally. Until now, it has largely meant a reliance on Mac products, as seen by the shortage of the Mac mini and Mac Studio, and the rollout of cutting-edge AI features arriving on Mac first. The release of Nvidia RTX Spark on Windows by Nvidia is significant, as it gives users who don't want to be locked into Apple's walled garden more choice. It may also sway developers from overlooking Windows when unveiling the latest features on desktop apps, which would be a win for Microsoft and for Windows users. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><i><b>Disclaimer</b></i></span><i>: Sabrina Ortiz's travel to IFA 2026 was paid for by IFA. The Deep View's coverage is editorially independent from the companies we cover.</i></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxAGB0BprMhohNqXj0jxLg_00uCUeA8aiq42IPy-3qHJsE9QG1Mg1Ofwdid_0yjcu2rCJS1MOH6m9iukFXqC4q86fqP-c2EXZjjWmwdg4XyIs17ovOV58PmX3USshDTr0-rEn1UdZNy_IIDLoSuN0FWU/4tr/_0xdmEFlStC57dduSMq6fA/h13/h001.QPtQLz7fe-6huO-c8Od7AM_xfisu3WKRezq-7MdUEwk" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 OUTSKILL</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%;">Master the 15+ AI Tools That Actually Matter (Live This Saturday)</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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib_VNGWykyMKv8y-3SurU1AmNAT6YqujT06lfECnK-BD_G-MGne6U2jnhMYg40aBaMrIAToiOQRl9lGbourfW1LMZieGF-5k7LZ5ucEb8uc9E-8hLq-iCuPjH_gx1G7pi0naNc3s2DxcfoNWlPMZQzQP2sVKJ7JiNn9aINbBpWhWN8y1om50_wMK_rqSLzEfuA2bgAIIx-YWbhLQ2JUparYxs31OiTiALqmLdc6286AvHZa7HMCycfaqTFqOr_6MPdQ/4tr/_0xdmEFlStC57dduSMq6fA/h14/h001.NrKQ2KORn9mwzkAog8p3PKaSgaG8bn2DjWC566mDK0k" 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/29a77e54-0c2b-47e9-940f-2e6d49f7a4f5/image1.png?t=1788441162" 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%;"> 205,000 jobs were cut this year with AI cited as a reason. The people who stayed knew which tool to use for what. AI layoffs have matched all of 2025 in under eight months, and AI is now the top-cited reason for corporate job cuts. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Workers with AI skills are earning a 62% wage premium, with demand growing 8x faster than the market. The split isn't people versus AI, it's people who use it well versus people who don't. </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 3-Hour AI Tools Workshop fixes that: the 15 most powerful AI tools of 2026, and which one to use for the job. </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;"> Pick the right tool instead of one app for everything </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Build apps and dashboards with zero coding </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Wire tools together so work runs itself </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%;"> This Saturday, 10 AM EST | 3 hours live + bonus session | Worth $395. Free for readers. </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.Y-jnUrd4JQKEh9GtYw4Ib_VNGWykyMKv8y-3SurU1AmNAT6YqujT06lfECnK-BD_G-MGne6U2jnhMYg40aBaMrIAToiOQRl9lGbourfW1LMZieGF-5k7LZ5ucEb8uc9E-8hLq-iCuPjH_gx1G7pi0naNc3s2DxcfoNWlPMZQzQP2sVKJ7JiNn9aINbBpWhWNz_rY0ZoNrTBr2eKdJgQxoQtE8Yf_rTrrb2JH-PjBzHt2XiJjMcHkEIr0fhuEalV9H5HC7XJt4KlGLQXWtYQzoA/4tr/_0xdmEFlStC57dduSMq6fA/h15/h001.8gxNAwAz2f4Saavz948zgoYK4Uq6Yzj93oyOVwvfdLs" target="_blank" rel="noopener noreferrer nofollow"><span>Save my free seat</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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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;">MARKETS</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%;">Hugging Face chooses Nvidia to scale open models</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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEB2IeEQILTPsRLhjeg0njR_0sLtovA09nQEQib_oW4eJdEndpMpV5RNh4xilfFghKzXodL2cPdBMrrNbXCgiwXb47wBQqoqe87RI3BhYJnUHT78cMWGBcz5P3sHFO2fJ7jM48c3ntYryjZrOgQ0BMAQtZRCgWf6dxxehztGRTU33QsFr--aQT46TsvTVNs0vvtF9SpiyQnFCYM6RUqUun6INXOfF4oyGh-kI2_6MfCB_C_atmTbgSUEg1wjZBfSnTkVwYPAsoEKuxM1KPopQL5imd7d2Jwhg-vxlkswEba8A/4tr/_0xdmEFlStC57dduSMq6fA/h16/h001.zphN-xmq17egNdyNkeOZBijRMwbU6OhJ7uZTbcIqhto" 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/f3c7d39f-6388-464d-941f-53274762325d/thedeepview_A_cinematic_editorial_conceptual_photograph_repre_605c759e-9c6d-49b8-8987-630f314ad1e1_1.png?t=1788472668" 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%;"> Nvidia has officially acquired Hugging Face, and the two companies say there are two reasons the deal makes sense. </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%;"> After weeks of reports about an impending tie-up, Nvidia and Hugging Face <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hAemimH_bTlrGngrM2OoFDbjEcR2O4Sd4-_hCfLjOD_CjB8dWJTsL8gSIVNDsK84H9duhm377Z3jspVIGKGzuMX4ibdIPDyLfgTS5x8Jk0Yv9yQmuJD4ii3hCou-FErkADXI-Md0tXwXpGUqRRmjE_eRw42UOslPhgNgpyNEK0Zy-67HXlc9lMYPndPiPFHS_rqAYzyWxJhgfuOKjiFjZ6jZbTdyT6L3HLcgTgbz5f8eeeQHhPtLIsjdjfl8Izdpj_cGd2RgY4w4O7oyJTAVCA0/4tr/_0xdmEFlStC57dduSMq6fA/h17/h001.TmPq7FXaTJhC8v5xuZhTnjNsE6wXig71floF1ECP5Hg" target="_blank" rel="noopener noreferrer nofollow"><span>made things final</span></a> on Thursday, announcing that the world's leading AI chipmaker had purchased the open-source AI platform in a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Un_gMyUnz9Ke_mQuauvCanLNHHnp1gK0eqdubVSJ6FndyvZmoU21SHtrk4SQ89MOU8Zvrq9nCgtmqbzRrqCXwfOxoWOwAH6D9QO52Dw-8hYdDg_9Kx1VP0btSdlH9bN3DFec18cefXReB2cVhSe583PgwYRIjFq8uHTsdb9zJAsWUnUWVEN2ttYfbjajsnTsUECDxN5CbYh_RTtoq8FjOW9Kx28xrez64oDhdewpyS81O7l3JDzzyQInwD3vRKQQ-tjlmvnKgjYrcdOw2RhOE3VPrFAI1KZmiWShs52m2Qc/4tr/_0xdmEFlStC57dduSMq6fA/h18/h001.QqcOn-NS2lScipPl2GZJgbNLd-rqCo3JQpaNR-ypGWw" target="_blank" rel="noopener noreferrer nofollow"><span>$12.9 billion acquisition</span></a>. It's Nvidia's second-largest acquisition ever, after its $20 billion purchase of Groq in December. </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%;"> Naturally, the deal has spurred fears about centralization of power and resources, since Nvidia is one of the handful of big winners benefiting from the current AI boom. Open models are viewed as one of the ways to counterbalance AI power being concentrated in a few US corporations. In a briefing with the press, both Nvidia and Hugging Face went to great lengths to assuage those fears, since the future trajectory of Hugging Face depends on earning and retaining the trust of developers and AI builders at the grass roots across the global tech ecosystem. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> But both companies emphasized that Hugging Face being part of Nvidia has two benefits: </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"><ol start="1" style="font-weight:400;list-style-type:decimal;margin:0px 0px;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;"> It gives Hugging Face access to compute that it needs so users can keep experimenting with training, fine-tuning, and customizing open models. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> It allows Hugging Face to scale to a lot more users in the years ahead when open models are poised to play a much larger role in the AI ecosystem. In order to get there, CEO Clem Delangue said on X that Hugging Face "needs more compute, more support, more collaboration and more visibility." Today, Hugging Face has 200,000 companies using the platform and its goal is to 5x in the next few years. </p></li></ol></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%;"> In his <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Un_gMyUnz9Ke_mQuauvCanLNHHnp1gK0eqdubVSJ6FndyvZmoU21SHtrk4SQ89MOU8Zvrq9nCgtmqbzRrqCXwfOxoWOwAH6D9QO52Dw-8hYdDg_9Kx1VP0btSdlH9bN3DFec18cefXReB2cVhSe583PgwYRIjFq8uHTsdb9zJAsWUnUWVEN2ttYfbjajsnTsUECDxN5CbYh_RTtoq8FjOW9Kx28xrez64oDhdewpyS9HTXOTZAmN1dJdUNKJmNHWbTTlBybtc--_7V3HxhNs2SIcKj3svUU01iFZMZufprs/4tr/_0xdmEFlStC57dduSMq6fA/h19/h001.HL5gPVFZgpxkBknORjNfbl_Rx2flvYEx9oJKyp6-CEM" target="_blank" rel="noopener noreferrer nofollow"><span>blog post</span></a> about the deal, Nvidia CEO Jensen Huang addressed the elephant in the room about whether Nvidia would try to manipulate the open model ecosystem to serve its commercial purposes. "Hugging Face will remain an open platform for the entire AI ecosystem," wrote Huang. "Developers will choose the models they want, the frameworks they want, the clouds and inference service providers they want and the computing platforms they want. NVIDIA compute will not be required to build on or deploy through Hugging Face." </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%;"> Delangue also doubled down on Hugging Face's grassroots mission, saying it's not good for the AI ecosystem to consolidate around a few proprietary models. In the press briefing, he said, "We allow AI to be more distributed throughout the world and avoid too much concentration of power." </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> It's noteworthy that Hugging Face <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGHVgT-Z6Sad_XSwcUuu7KeTCWWRodfhO3zf-NiC1sppZ9BOje0UJSC0m0u4ndT8Lk5L5C_QM1H3pKLPmL2p2hJoZewsYpvttIJTMnkBs5dJ-WI09tOC4LjWfUVxJGg0WAf5x-NRJXypbi7h6_BbRm22Y9F5M9T2PccWg-4oLIpGF-vpEjhx9OLrDi4ZapgT3NeJpRT3N6knZd81qNwILEaH6ha33JVusO0zmBJFJrLAlKwTmPgEd80bXELFhfWWgXBT3hBpOuiMzY9x2D6sYOP6KX-AZMl4AGcwBTIguAg2/4tr/_0xdmEFlStC57dduSMq6fA/h20/h001.SoUgoLVWs5QvLFe51qNQQ2MI8dvyr1aLYvc-4Bw47H8" target="_blank" rel="noopener noreferrer nofollow"><span>reportedly</span></a> turned down a $500 million investment by Nvidia that would have valued the company at $7 billion in late 2025 because it didn't want a single investor to have too much sway over its decision-making. What's changed since then? The AI ecosystem has accelerated dramatically, with the pace of AI models quickening, venture funding increasing, and a new wave of open models launching. Hugging needed a reliable scaling partner, and Huang's <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hOeCBStMGmKpNseKvgEMC4kgSDK68AOtFpgz5C1OtlP9JQslxBH0Ysi8oJceZFDGaQzAmomWA7v1LEd4mIIHepD31UdwJWRHGKEdp3YwLhmokLH5wMH8Y2zAfjGRQD2E93mh-GjPIfDBhP8KpitAxm1XGl7nIJ1swYI9slnpF5B1ZVQaIMY47Rh0A5L1y2qe-aGkhXT1Z72mYHW2-Wqx3ebTHS1aqF4yCYD6XC0qEWwI8GZobWA_34sedHU7Cmo4dBbVFQrVKMn9wQAsHmUoXEo/4tr/_0xdmEFlStC57dduSMq6fA/h21/h001.T1TbzYkX5Zf1OhLz73UUqM09aw9dH-pFIKF9k_1ITpY" target="_blank" rel="noopener noreferrer nofollow"><span>leading role</span></a> in July in calling for the AI industry and the US government to support open models likely helped give Hugging Face confidence in Nvidia's open-source stance. While I believe both companies are sincere in their rhetoric about open models, there's still long-term concern that there will be gravity pulling the platform into being a revenue driver for one of the world's most valuable public companies. And that could naturally lead Hugging Face toward choices it wouldn't make if its top priority was to simply provide an open ecosystem for AI builders. </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6ThA0tb5ipzCtc0D2874AW51g7iGCRgxFf9BExe-mFfkOgYwZ0t6UwCfV7AeGI6gDFRFELcO-AUQast5vVcd51nCKcIxQevE3vhpI2I60Ahq0fFaoRci8OohXNRGvbunMog/4tr/_0xdmEFlStC57dduSMq6fA/h22/h001.qF7naConbAKbURiFpzzFL8y9dsygAVThisUbFL-lMHY" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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;"> How HTC Vive Eagle <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGTfUkem63b1ECJ-Z3kTnxsxD_OtiZO10i1CxYwS6cTrNwq-ZIxiy4ex1pXzuhBiEEUBLDZm3RMpynbRcB0rvSSEUEDo1TaynXDoT5LkqFNM45NKEwiAhWC4RunT0xHWU43d_vz7euR_2jik2yo59g3AusUGAgoaojcjViqfELd75vr93jKUKzpA4glkcQWRRIBXv2VtPy2wVk4jUzF0X3320sIlbcI_PEph5hTWAa0xAAfKR7yEKJUAq7qQkGJE2yJyOKyGZGqLFUcOLniFNlcVO5sR6jdc1JPP2OaCqh10A/4tr/_0xdmEFlStC57dduSMq6fA/h23/h001.7C0k4Q8QUpeM4vJEZmVjvp9qNbMx25BnaSGoA8JXK6s" target="_blank" rel="noopener noreferrer nofollow"><span>fixes two flaws in AI smart glasses</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;"> G20 nations back <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaChmZPkVARtWgsI6XqmLloqx3iectYQYeeK6kXrIzFlbq3t3tCmpJkZdF3hNsbkhl6u5vUagTkUurGBQgf-ZzPXFe49hDmu_c3EnuIzuPH1YemQ01_THGKEVIchFfD0rTkRlJXHpk-kUFwkEQWiZ0NIhzdq-6PCGSPa9-dsbGAzfpsmKzvtHERnj8j_RK2dxIFJTLy_bgqeuRg3702OzVkUSFSCII4xl7xvlPDb_nzukOidDvl9NSvYcXJ9AnpIvZRzY-PxV2SVBuN8LIZ3TLVFWQpZPLI49UDi07kvAk4rnPptvLr9hVpzRR2q_iL4ZrSz/4tr/_0xdmEFlStC57dduSMq6fA/h24/h001.MkMAgWhBl8vCIIMu3jGRailvY1yz8O9SqSiwDK-gcLU" target="_blank" rel="noopener noreferrer nofollow"><span>US framework for lighter-touch AI</span></a> regulations </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Parents turn to <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGHVgT-Z6Sad_XSwcUuu7KdEXdo2HZncxQux5aizZGJ2JeAbriWCCxPLqFf2l2E_nwB_w_52ONXPBc1Rh1pYErO1wnnzAo1jvFD5jnPkHnQfUEiSMBGwrbvO9lcMF_ZKgpgC1i9I8TtUlZe_TKvpyYHf4688dShoXI4N3qAvNIaiKyn_seaWil7eRT_MHRWPGtPItb4Q73v6qC7gbuFTnRKdd90jSJ-ZPgseXTUIa8cpAbNr3UCrxGcdv5qezuV77I3nSZcuHUTfN-w85DM01j7SYwkFo6Llcl6znlDJCJap/4tr/_0xdmEFlStC57dduSMq6fA/h25/h001.WQZJWpFSB0_f-BdxhULmNPV1PyX0nW6ZQ__P1rpaToU" target="_blank" rel="noopener noreferrer nofollow"><span>AI apps to manage household schedules</span></a> and tasks </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> PlusAI to go <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeNf6dmTLkAfNj_xEhzcW9OrS0Oq-LfJxA0DJzjNGZtWyLe0gTtv8oR0majONqCITdOXFurU2XBuCyUugxw6NeOXiAjgMsdfoDKc11hKj_bvUd-195JedYf6WJtuoSgIHMObYfxryM_NjoaPsZ3Ia_s7Mtb4IOjVE2LQmfJzRWPdyXTywOC4UcdXL-rbx9zHIcl76WhMPLGesF7_G4mNUbooEpdmPDeywcUStCYTkRDeTxdTAiFDRZgvp0Z76QIGtNnclVx00R7uN0e1JS30CLBR0krczSzTUVMKqOyGGQgFgi2LBb7Xv8Zsu5WRW9nkhKPA8zXBIlYMEIjL0llHgfZtkh8EN7y1K1WeP6-2jTWmfd3L_COki0teLViN9HpHBMA/4tr/_0xdmEFlStC57dduSMq6fA/h26/h001.iSlCu5AJKfwRFF8-mQqspkFZAxxIXlQL1gTYviGI9Cs" target="_blank" rel="noopener noreferrer nofollow"><span>public via SPAC merger at $800 million</span></a> valuation </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Claude, ChatGPT and Grok <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.mEhGFNhQ3wo0-AtXye8-nYo_G2WUzP_BLuwdNuuqjN8qjy3hLAG8IQCuqnzjGET9buuayw4BC6YgUDPkISisPK1dTcXq5QIjcqYaHxyvXNOdnj6jGaIpgH7mnhlHmUsLwNElYWqRunH-ry7p2yJnWOX86FmWEHE8hPNIZyTZEsyPYfkvXhvlyOHgPCM71CQ27pzrb6uUpMoRVCz3huWQzOxtYW5HxOdzenh2EG2ZiuWE8B0xWX37tTf_aVDDoRof0egb_aATf1CoL75PG7Vp8iWHKCx43xXirZGZZC4dYHQ/4tr/_0xdmEFlStC57dduSMq6fA/h27/h001.CawnKt0K9CUqkRsyQ2VpcDyxUXkBIadJavHnfTibsdo" target="_blank" rel="noopener noreferrer nofollow"><span>face widespread outage on Thursday</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeF_q12zPaNrF03aEtFoZY9UlZVWSc93y6scf66YuZI_sXTcsbyCYFNOLdIi9j5-8K4hZsWZZ2SxhBlzFYs_7DL6b9u3G2TMqgXoPK5eCU3OPB9t5VGAKWAFl1W1v-esRasqwMG6HP3u8Hl_XXlzsRiQ_taydX0eNlM8Z3n3NVDszxoktucvXYuwp0-oln3WiXG7E5VEnv4Ua_D6LDnxp4xR6Y8pOBYTkMU1jAKwdfUBzU1pYkUXoQi1AbCsEA65AjFObWI_U3ztzI1ntKVO_FN2303pCBgn0Fu6W8-LcmmoRVvnaltGseYPj8q1UF8sZ1g/4tr/_0xdmEFlStC57dduSMq6fA/h28/h001.IlEy9YmXxSYwk2MX4BPyGW6MO7xXG92VEsOKDc3THiM" target="_blank" rel="noopener noreferrer nofollow"><span>commits $1 billion to model access, training</span></a> for essential services </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/u001.7zYFXt5AA3Px2NyJbPz6hJelGWbELktv-Y3IPMv7JciTg3Pu_Psiq6g2W_INWkOPlTrDemdzIKiiZZwBNPctviON5Vz5BAXhyZKaN6aVJBAQ9Wjo4M5RBuHem_G-St9p2Ck4hPdyTcYqya0kGDQ2P_G45xBFCQYrffwOSJsR7TS2LScASrYseGuAEpwfYlRYSbYTrDZ-POJqooHHlLDFVAp0zZLvf2RA6kfR8VRdh8hzo4-KxlzuAarAYLZkl6QXsSrQcAv5WM5Ja7bzjt4nQawKplEDJcOaXIft8iLatck/4tr/_0xdmEFlStC57dduSMq6fA/h29/h001.9FkxbgHYi3Y6fV65KFJDhsEnqSJDouMHW23v6FaxWVA" target="_blank" rel="noopener noreferrer nofollow"><span>MAI-Transcribe-2</span></a>: Microsoft launches top-speed transcription model </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hEvctxVihQAdOWzpzDPfMpI9_-QqIvsyOumzp8mmXDpoIXkaVCT8ACACJLKbbuEmMzXvdETQsogG-ypPe4uoJA_rb86u117TlZqAiS3auPp_ARRG9Pu2075Z9igac_rJMzY8H8RqGxdgLZ-rhSFVq3KmeududSN4NWgHxGrV9BUs3KuUNzryiROYf1pmbXuEEETEugJXO4Kv4M4SmLiJImkCRiOzMwl2h348Jale957R4eRpYikMxCoELF1erYsmFXIoEqHiErvt7xvB0SzvEX0/4tr/_0xdmEFlStC57dduSMq6fA/h30/h001.a-G1BUDRcHPCr-TiFnbbrJJHqBc_eWyzqCB6_TBqqls" target="_blank" rel="noopener noreferrer nofollow"><span>WeatherNext 3</span></a>: New Google DeepMind, Google Research weather forecasting model </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hL05dDNVTMmhVRC6R55VF9-TP_dvgjoINuNZRz5OBWbujxbVAagq_osW1SLelMBp0f4mwoj74_lxKfV5NJ3-0jXiqPb1WdgWFnkfHSgmI9VtfrvG8fHqVoQlR0ztljd9eB0qgBFWhhkiaE_3Uz61ixMbUi0kemSohFBjx5uoJI4NfvL9m0X3BijyNtvsWkF2m8PWTqtc3HO-CBNonB3hQUbDuPWLLTlwBKeDEFL9Zlw6oWpz4Y9rM1NAdV13AjZkGaKMvh_GI6f2Gs6nLPk-Cuc/4tr/_0xdmEFlStC57dduSMq6fA/h31/h001.My4Pf9H6TfHLiQ8DLTBHC99Xeh2ysYgYFN7XwVbYLRg" target="_blank" rel="noopener noreferrer nofollow"><span>Claude</span></a>: Gains background computer control for multitasking in Claude Cowork 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/u001.7zYFXt5AA3Px2NyJbPz6hHGrPpqK6MYnMI9LBhwv4EWvrV6A2yWKjUin37WSflivvdN33juVp7B6sTxUMfxiJomMoGy62R9uQx8OTGTwM0cgX45cTvzP_escqWa8xJT7pr37SntAUhQs4r-Jsv0pbqNgJMYVD4m4nrZf59PfMsshx9IhXaU7ge0GUTWzCqe_E5zvOuFmRSXfmJvGUsWo96BXJ3eW-_0XIUJlj_e4nI-K-Ib8bm0ex29BhnddqqcNpbmc-BkVSXrzG7NKs5lrB-kSwEze-6k5g5fP2808ZEQ/4tr/_0xdmEFlStC57dduSMq6fA/h32/h001.eJw34OkNazUDeF6_PNd7qnQOvVa8intdVnxTS4vutrA" target="_blank" rel="noopener noreferrer nofollow"><span>Muse Spark 1.3:</span></a> Rolling out in Muse Code and Meta Model API in what Zuckerberg calls "frontier performance almost too cheap to meter" </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/u001.929jZiiRht9qZPYC5Z_-tY0JxvDlXe5A7v-XIsob3llXyUgNrXaSlCS56BeBk8g3Ggm4hR8EzUeVO10pU6pHui5pSTFT94o4g8QZEyzqiQ4wDssUMutYcoyRoXlNdkJFSX_2Cq4ITsDWVTpRK_8_4jed1PLxU5qcxI9_tig-VcvQs3Rt2rwhsg4boNKJtDt1NgQRV-u10C1QbO-XwrmH7G5AIF3axmcXUJiU1Y8AcugT63lz6C-xFCUXPvAyZzGCRc0a2DSGjGeQG2lc5zln3zBCWb7HkMcs_P8yYy6cTTqFEVUkCKsf_mAm8Vmet8EN_LZTmuhYTazpXPRJ763tl0xaTFq-_BBefiMRvqnTH3hfTsXRhJpOuMPWvw4lMaM-/4tr/_0xdmEFlStC57dduSMq6fA/h33/h001.w4GIQwrBXO76phSsdGDohCtwT7gm_sKQhS4321RlUNE" target="_blank" rel="noopener noreferrer nofollow"><span>Nvidia</span></a>: Solutions Architect, AI Models </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeCG4HXNLhVGAChhc6sAARazAMv7mszGpZ9Di_3V0IFSo7vbSh3JbKX-E0uBv8gBvKaSZe0A3CkqWfbJAc7HXxluVZpz84-c0aUKhs6kWepQr8tiTkqTZifCLOt6BRJpEVgok2SguJdXWLJDda4P-PdXUxgnryWL1Qs8hu3l4g4KS_WmlVeYOs95N61q7uHlcKDFTWkNCJ1AmJ6j2rLzc4wU88M129wma9UjpbUQDW1km5M_2IRRUE41xDrcK2ml0LAi2rkXkmXENuC1q7lNcDg3yvKyYx50sbHVRtmA6tt1cqriZsJPqVXk9tSckI81E8xKO6CXW6X3pHJWWUrGyJZ4/4tr/_0xdmEFlStC57dduSMq6fA/h34/h001.LOEWGPN6j-IaSzckSL2TYhxbnaLPLi2vQESGhssK7i0" target="_blank" rel="noopener noreferrer nofollow"><span>Google</span></a>: Research Scientist, Cloud AI 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-w1qZST6l0M48sKI8DOnjTQCJeNiv2vDtMrA8_Y4wQQO0TK1oul6Eqm6kNLaCxG_S0HvR1junWbB4LwGSGZMsgju2mEzsANKhNoUr61pgTqmQyPZLyTV4jnmEd--2vWoXS_7MILqAEKVdhpb4rILW3asGPnT0BjnkC8q8VziswpiXtH_gUW6LXEH6_cd0z3nqnJ0KCb43SkL2v8pdhS_c9azBXKrsLe9_z51pR7em2LJa2JvtTJ0P3HRcaKwJotmGTGvIQyq9HXc1jXlk6gJEjnCUAG47JSy2SCfErZVCELqThdlzAFG-PY8wspqZpPhCw/4tr/_0xdmEFlStC57dduSMq6fA/h35/h001.WQrQDaTayTXX6CYsmPMf8zYsYOyahw_jHBy88kXkoqk" target="_blank" rel="noopener noreferrer nofollow"><span>The Center for AI Safety</span></a>: Research Manager </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.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmZzs_zzgKw4Cu8ej5CgqFg-q-UEYeFFGcdbKwb-W58EV-q80pfVQVmF_0gqqvK3I0nEgkCs7m3zr6N5js8h7kC39CQppXKkfHHXBZ18SWIPa9rA_nH0IChwMrQ9VvH8RB6HAJkTWvfOf_k-VNX447jvvdJZer4fC95KMwIJgUvuZNRGf-qoaqj5IbWykMD5uQTCEkrClmfU9pYkxy8g4cTInJgltll7CKmEKokpSWPj7t-sME1ZTFfcDDnq-gUQEHSDwVphM0Z1IgYy0pd2FN7arv4JrV7N7JPMl5zKhxv8QMs1ejWjaHZHAkQF107w62-tDCTsRrbA-pdECTFM9w81OQ6bTTKpl9lD-Kd1gAlf8c9RCL4rttDxDV7mO_pknAX7xYofq6YVWwOYT9APlErWMSP0clmggip9jWsqDHtMSLG96zxLEQX2CCElt27DBtxAq0hLqYkH2_ulouL89VxwYJbbk2q-4XbJmGd6QVnoh1e9Opr1sInFBJYUoJbpo3WJa9-dLotHuriOGNuDWe8bTtvIS8Ksuxt0kMA_HnQMWRhgPRzaIPsLR99we5GMAk6ugX5mcCAmhMW9TS3K3UsReHr36kCS_mkMEnZ8OzBNUEjsK5_SQF8SX54ANcaK4dc_oDLAkyCBQS2VLXOzNaJPD_AAOWyu0dU4WSq0SpEKssEBmDsfuzPo4nXegBWXLv7FwsTe6PnTRKwudYa01HI1Rmd3qejVSx4GAlTH7n67k6MGYdkSV2sPtXefntZEqoVhjUKVVq-LSrLmIKt014n1nDgojhGIuhaU0PONrRw-ut171ZAe4_WvE3Kl8esr1iceyrGyqIK7V1mmkaF1uj0zMG-YoS1eOYI0TeT1Q7AyvFtQjNTonNn36bT7TLg7-o5pL9utYXjCDRxRv2PyxLc3-_se-cU_-7gVkal4wiQrRPNEELTiCOjVqAe3Oe7EOQqaGc9Ux-ssyxT4Wou53wJUo2QEe3sUU2xUFSIWkedgGU92pTnIzNUQDrkGDdMB1j1iq0k5tMSrShtKOJiHYAl0/4tr/_0xdmEFlStC57dduSMq6fA/h36/h001.EnMH_2OgoC4xEuOr7oMtOYN1SIVqJHC8P62xj80EYBY" target="_blank" rel="noopener noreferrer nofollow"><span>TikTok</span></a>: AI & Data Architect - Trust and Safety </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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/d12dc8d8-977d-467b-8be0-7ec19115a4ff/AI_or_Not_-_TDV_-_2026.09.2.png?t=1788473276" 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-GuAtwimuq08hFrPBRr2glrKHHTefGzx4-YEpnTa5CJ5CWag0jG-OmOSOza3AH9R6KPr87HTG_Pa6z4I5sxbKwF5l0jI77KSD84kKaG-2Shv-gSp__mC21oQaconTIvDB0MLrTCcQ0cH3ekJ1GUY9EtlyMG7R4Nwao10A734We4YezZ4wZGuyUKbw4qeVQu3JW1jizt8rUkhWhdvfU2QoNifllzOAPobOstoZw2LOb9YusAFpOg0_m8KZatswkwFuoM7WHBxS3j1XB-sXMUm_6f1AILZtrkZJxVykVDZrfP8joNtoAgED3iufvINvGY_Fwn27QAB-BjgOcg6FWY8JEdgUwFIRHkwXvL5w0IEZ1Bhj0ckN3Lq37MqBrv0felQjb0TflpztBzIwSayGQF9hzy4vJZVHnYyozMFxFqQmcXlw43dsAtnP3yoyA1QBrInPqodU5zL3uJfh1_SNQU1cEGoC5WMsI7tHscHSab-nfSX-QNwWtniPcntgJtGzxsZ-zw10uHUmjezLAQ4xiatsC4vpNaw5_tSrEWN7tXs9jwJnB3hSn-cxrsDKIE-tbtbFxyIngjxuFzSnuBjUR3P5INnPsozuTqZ4VWJqR7pgu97nodE6I4S6C5R8plhhA_mZ8hkkFLesam6djZwUYFy4rln_4rLr4dadGzdQ-ZGY3RyGu4eG8cZ8vchT6EjWNOsZSDehWEb4_4TYvjuqH20dXUNA1cpBBdUs4ydC_CRWUKuSEbQS_NdV6iz5zAPZDD4w_72608lfCPwHg56JszgQWvtm7I52He2S-jnemAjU1DZADvZkuYHJTQcGGZI3lG1QRhR-yvi6FRifW49KnIpTUbFr3vf_MIrPQhA_--pxaHgr2V5SAu3z7ugrffCC4vLUqI8TtZKa6uW8SxETAGm7ozlz1i0kx500/4tr/_0xdmEFlStC57dduSMq6fA/h37/h001.QkLYlDvmBhW3b8M-1IamUn2m_5j3KW2Xgus9Up9_mb0">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_8lf7SI4pHFATLOREXT4qedOKYpEngPmJNVUgq0A_zWT8Xs-L8qI7ZCuDaZrF0Q3e3pEU15W1t_VhvckWPQfYdpELYV2oHLi-Hllohm7pL-l048xjipXp-OfoZA37UZYRBAd27vK1gjA8a8--Fl8k3ywu2fjLVmPxYE7uglmgfhEnrqSDweBTqHVzNZ5y6S6J-zlq23j1PW_EanIbkx69oTNuWTfYMQoVTBs75SykxGHkpIKwsXpIiFOKph2Qb0kSAxXib65jiAhOXl9QhoLfDuyCSNgjia_rhUwBB7QR4rZG2kSoqbSHWHGVcDH11S84LEeJ28wssDmEHBWIzz-jQCJC9N_5iNdyoIeoNaxLwkIHp3BcZnzicv_eDQt7ALdP5Zm4igytG2ZmjrA6N4mHQtgayf7VBPARTVswz1CbQZ01Oiz6YYVRytkPFZIlqUqRNKRv3suHLc580GpvTU7kAag1mt8bhBz4ksQq4leEQqorJ-UIbh2yvgWt5ZGG6nhbFpRf6W3FbjBa58s8dPKxoNcff-JX69-dqgBEB9_9-B95j45k_p6A_E2J1lK32hOo88UhrlG0y-7N4hx_dgOqHc_taCh_WMbZjXwa-o0FBehp1mf_z8rANrR2Nb2WL1GPtACfAr5-gYujAxv6EA1GVMQjkBBSS6vghMC3ngUIxGhW0ViJSXuS0eeYpVRLfrCn8NXJ-V9AFryxbSClhP4sb_xaK2pwXjAVD_dkoFApBJ2uZPQHQq0Imt7kGWWu16xsYXPji7boXyFxprfdqobcPAlkpg-KCNrBkuSf-IUPtlSYDP6yOxofm0S9Gvl9Ezrse4JYu7iqAwHVbHdsNg36D794FahwyEOjXOeGtVOv3W7uq9QDm3XPu1Q72Q96dHEgeN3kVvZdNRJy4/4tr/_0xdmEFlStC57dduSMq6fA/h38/h001.SBoDXbBHr8YD3qqurXTpX1vu-76FAMTJGYR7XhClkgs">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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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;">POLL RESULTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Do you think Google should continue to lean into affordability and efficiency?</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 (84%)<br>Somewhat (12%)<br>No (3%)<br>Other (1%) </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/ddb65d9a-93a7-45fc-a6df-33b96db903fd/Multi_%2B_sabrina.jpg?t=1784369432" 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXonyuOe7ezCLvxI12DrESOm8bFAZEZGk9qsb_sHqAM8N7rJu6frGL3la0NrrUp4P0Zq5vdCdyxdjTo3ukoEE6LBI6gYYe4ONunY6ErZLqdMm5KnE3mUjwuOk2rPS6dPgrfHgDLg0zRqTJaAYgCQmIIeX2z5j_FHESmFm0CCJciIQ13B8aR1hvBO7j9QuSjfHTCtZh7ohXZTJ8r9AnSpS-QP9iAhe1aGglfovVqRKPKG8n2PmDEl60RZIsCle3G-BvfezoPrpz7iPxugo9Op-Lx/4tr/_0xdmEFlStC57dduSMq6fA/h39/h001.Ov1sp7xf5x-TWSVJBUH1bsgnmknvbQR5zC16JYeTQOM" 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/2db43942-8334-4537-83bc-0fdcc04f2547/Real.png?t=1788473012" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t bb" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXonyuOe7ezCLvxI12DrESOm8bFAZEZGk9qsb_sHqAM8N7rJu6frGL3la0NrrUp4P0Zq5vdCdyxdjTo3ukoEE6LBI6gYYe4ONunY6ErZLqdMm5KnE3mUjwuOk2rPS6dPgrfHgDLg0zRqTJaAYgCQmIIeX2z5j_FHESmFm0CCJciIQ13B8aR1hvBO7j9QuSjfHTCtZh7ohXZTJ8r9AnSpS-QTSCNtE2SoEUaajUODa0FWrWdy7jYp8xUuOxw3eMkoojD66bpM0Iypq76aOD0z8mS/4tr/_0xdmEFlStC57dduSMq6fA/h40/h001.i_jQGB03ECKatAB9RD1FtNvvHsNrmVWnc5NKGKobXLM" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqXonyuOe7ezCLvxI12DrESOm8bFAZEZGk9qsb_sHqAM8N7rJu6frGL3la0NrrUp4P0Zq5vdCdyxdjTo3ukoEE6LBI6gYYe4ONunY6ErZLqdMm5KnE3mUjwuOk2rPS6dPgrfHgDLg0zRqTJaAYgCQmIIeX2z5j_FHESmFm0CCJciIQ13B8aR1hvBO7j9QuSjfHTCtZh7ohXZTJ8r9AnSpS-QRtRZewKktWnWjWHOpFGB9arxa5MIiAF78Vd-CZ5xIfVKHiYTVVFyWQfVRJKR0WB6/4tr/_0xdmEFlStC57dduSMq6fA/h41/h001.deyl_vdry47qXC19AUzkaGB-Uzeu8oLyudc4A1FP20I" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Judged on one aspect: The hand holding the mobile phone, very natural.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;">“The figures in [this image] just felt more human. And the little pops of color in the guitar and the lead singer's bandana that AI usually blends in with the overall color scheme.”</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“Correct depth of focus more likely. And AI wouldn't likely do the strange color shift on the lead guitar.” </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9OljKEGLMDoF7eWGljHBmgTd4isT5Q0I9N6Hkwng5Iws8UmuQ3bUqAU-LMA3xH3Op9PSg9izuLZC_JqVn5hodMDJTRLM7HcbcBjkslG0YZvXL352jHrQoYH5Y9zMYwk6XZ3Oz5J9Nu852THXwFCWB8SUtNtbjgYvZv2-_krmdzYFF5dhZWzerDnZRUHQ5aAHKZ38bwIm9KXjlph7XcI2Z4YDAQxiIp8EiaNm4VKGCFAqrKlOml3SpYMr3FoA7hFcyYA/4tr/_0xdmEFlStC57dduSMq6fA/h42/h001.qA23aWlyK-Za9mozgiDyoK-Gd7CsNskMDeHFPLizk3g" 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/0bc05cf1-a30b-49d2-8af4-9f8e88e1cd12/Fake.png?t=1788473038" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t bb" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9OljKEGLMDoF7eWGljHBmgTd4isT5Q0I9N6Hkwng5Iws8UmuQ3bUqAU-LMA3xH3Op9PSg9izuLZC_JqVn5hodMDJTRLM7HcbcBjkslG0YZvXL352jHrQoYH5Y9zMYwk6XZ3Oz5J9Nu852THXwFCWB8SUtNtbjgYvZv2-_krmdzYFF5dhZWzerDnZRUHQ5aAHKZ21S7-rD8ZWTgdqkTU9xDr8SE68Ww5oEON9yF_2rJYuSj6CC319LnvaW0-HMkvUu1E/4tr/_0xdmEFlStC57dduSMq6fA/h43/h001.l8ctQ_D3A2pgH_9rLM7UGahwZJaJJGmGHfooxvSvlbs" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration:underline;text-decoration-color:#000000;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9OljKEGLMDoF7eWGljHBmgTd4isT5Q0I9N6Hkwng5Iws8UmuQ3bUqAU-LMA3xH3Op9PSg9izuLZC_JqVn5hodMDJTRLM7HcbcBjkslG0YZvXL352jHrQoYH5Y9zMYwk6XZ3Oz5J9Nu852THXwFCWB8SUtNtbjgYvZv2-_krmdzYFF5dhZWzerDnZRUHQ5aAHKZ15icTis1uPKWYRkNQk5k8VNkiL_OGTVxJT07qWTZyDAOqPQvVU32i3qQpla3C-5jY/4tr/_0xdmEFlStC57dduSMq6fA/h44/h001.Itkq4wLrmYYDdImwcWquv-lVgto_AX2CGFDF1bEwXaM" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the AI image</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “No one in [this image] has a phone out. Which wasn't the only give away, but definitely sealed the deal.” </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>“What was the guy [in this image] doing with his hands? Obvious AI faux pas.” </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>“In [this image], the people in the crowd seemed to in focus to say the picture was focusing on the fan with his arms up. ” </p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td 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Follow image link: (https://lambda.ai/llama-3-1-blackwell-mfu-benchmarks?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-03-mfu-whitepaper&utm_content=main-ad-sept-4)
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**Welcome back.** Nvidia’s $12.9 billion acquisition of Hugging Face is counting on the open model ecosystem scaling without losing independence, but that tension will be worth watching closely. OpenAI’s GPT-6 Astra arrives as its most capable model yet, with a big focus on agentic work and professional tasks, plus tighter safeguards in light of the Hugging Face incident. And Nvidia is also pushing local AI forward on Windows, with new hardware and software that could narrow Apple’s lead in running models and agents on-device. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. OpenAI's Astra leans into agentic tasks and safety
## 2. Nvidia closes the Windows-Mac local AI gap
## 3. Hugging Face chooses Nvidia to scale open models
----------
GOVERNANCE
# OpenAI's GPT-6 Astra is here. Is the world ready?
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Follow image link: (https://www.thedeepview.com/articles/openai-s-astra-leans-into-agentic-tasks-and-safety)
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In the shadow of the [Hugging Face security breach](https://openai.com/index/hugging-face-incident-and-the-road-ahead/), OpenAI's most powerful model is about to be loose in the world, but with new safeguards.
On Thursday, OpenAI unveiled GPT-6 Astra, its next-generation model that it characterizes as a "generational leap in capability." Starting today, it will be coming to a limited set of organizations, including those in the [Daybreak Access program](https://openai.com/form/enterprise-trusted-access-for-cyber/) and then rolling out to ChatGPT customers on Plus, Pro, Business, Enterprise, API, and AWS "over the coming days," according to the company.
In a briefing with the press, OpenAI President Greg Brockman said that with Astra, "It's not unreasonable to feel that we are now in the AGI era," and that the release is just the beginning. "I feel like there is a qualitative shift we've gone through," said Brockman. "I think that it is a significant moment, but it is more about the continuum than it is about any individual point along the way."
Notably, the API for the new model will cost $10 per million input tokens and $50 per million output tokens, or the exact same price as Anthropic's Mythos/Fable 5 and 5.1, making Astra one of the most expensive models on the market. Still, OpenAI emphasizes that Astra is able to use "substantially fewer total tokens per task" in multiple scenarios, directly targeting the efficiency that enterprises are after.
As for its capabilities, OpenAI noted a number of improvements that Astra offers over its predecessors and competitors:
* The company has called Astra "the world's best computer use model," with the best speed, accuracy and safety on the market, and capabilities in a number of domains.
* The model is also its best yet for professional work and makes leaps in scientific discovery, mathematics, and health research.
* OpenAI also says Astra is "the best model for software engineering to date," outranking GPT-5.6 Sol and Claude Fable 5.1 on DeepSWE v1.1, a benchmark for complex software-engineering tasks.
Given the model meeting the "critical" threshold for cyber capabilities under its preparedness framework, the company said that Astra will refuse to comply with advanced cybersecurity tasks, such as exploit discovery, and features stronger protections against cyber misuse. The company also said Astra is its "most aligned model," with improvements in respecting task boundaries and transparent communication, and is three times less likely than GPT-5.6 Sol to inaccurately represent its capabilities.
However, OpenAI found that Astra’s written reasoning is harder to monitor than GPT-5.6 Sol’s. Jakub Pachocki, chief scientist at OpenAI, said in the briefing that as these models become more intelligent, "monitorability is getting more challenging." This is because the smarter a model becomes, the less language reasoning it needs to be able to complete tasks.
"We see monitoring is critical, and we take this trend seriously, and we believe monitoring is still a very core technique for Astra, but for future models improving it … is a research priority," said Pachocki.
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Despite the industry's push for efficiency and affordability, OpenAI has now put itself into a position where the market expects it to constantly release something bigger and better than before to be worth that trillion-dollar price tag. And while OpenAI's mission is to democratize intelligence, the reality is that Astra is not meant for everyone. It is best suited to handle the most powerful and critical tasks that organizations have to offer. Embedding itself within those workloads with increasingly powerful models like Astra could make its AI a foundational part of some of the most important work that's being done within enterprises, making safety vital. And after the Hugging Face incident, there will be an even greater microscope on the model.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867) [Nat Rubio-Licht]
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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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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IN PARTNERSHIP WITH LAMBDA
# Struggling with MFU? Steal this framework
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Follow image link: (https://lambda.ai/llama-3-1-blackwell-mfu-benchmarks?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-03-mfu-whitepaper&utm_content=main-ad-sept-4)
Caption:
Whether you're an ML engineer deep in the trenches or a manager focused on getting the most out of your time and money, one thing rings true: efficiency matters. As it turns out, most teams out there are using less than _half_ the computing power they're paying for, with no idea how to improve, which is where [Lambda](https://lambda.ai/llama-3-1-blackwell-mfu-benchmarks?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-03-mfu-whitepaper&utm_content=main-ad-sept-4) comes in.
[The reproducible framework Lambda built](https://lambda.ai/llama-3-1-blackwell-mfu-benchmarks?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-03-mfu-whitepaper&utm_content=main-ad-sept-4) boosts MFU by over 25% without changing the model itself. The entire framework is in this whitepaper, which also shows you how to address the memory inefficiencies inflating your costs, the training configurations that aren't making full use of your hardware, and the bottlenecks slowing down your GPUs
[Download Lambda's whitepaper and fix your MFU today.](https://lambda.ai/llama-3-1-blackwell-mfu-benchmarks?utm_source=the-deep-view&utm_medium=newsletter&utm_campaign=2026-03-mfu-whitepaper&utm_content=main-ad-sept-4)
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PRODUCTS
# Nvidia closes the Windows-Mac local AI gap
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Follow image link: (https://www.thedeepview.com/articles/nvidia-closes-the-windows-mac-local-ai-gap)
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Mac has been the undisputed home of local AI, but Nvidia is giving Microsoft an assist to get Windows in the game.
On Thursday at IFA 2026, Nvidia unveiled new tools and hardware aimed at making it easier for more PC users to run AI locally on Nvidia GPUs for faster local inference. For starters, Nvidia RTX Spark arrives in October in new Windows PCs from Lenovo and Acer, on display this week at IFA. RTX Spark has a 1 Petaflop RTX Blackwell GPU, up to 128GB of unified memory and a highly efficient 20-core Grace CPU, which, when combined with new agent frameworks, gives Windows PCs the power to run always-on AI agents locally.
Nvidia is also offering a simpler model setup on Windows for three of the most popular agent apps: Perplexity Portable Computer, Hermes Agent, and OpenClaw. Here is a quick rundown of the features, according to the release:
* **Perplexity Portable Computer**: Will be available on Nvidia RTX GPUs with at least 24GB VRAM running Linux or Windows
* **Hermes Agent**: Coming soon, configuring a local model in Hermes will be streamlined with one-click setup across RTX and DGX systems on both Windows and Linux
* **OpenClaw**: Nvidia worked with Microsoft to reduce set-up friction and the result is that the OpenClaw Windows App simplifies setting up an optimized local model on any RTX GPU with at least 24GB of VRAM
Building on its efforts to improve AI use efficiency, the tech giant also unveiled NVIDIA Personal AI Router (PAIR), a free, open-source software tool that can coordinate a household's PCs to run local AI together. NVIDIA says that PAIR can automatically discover compatible PCs on a local network and route independent inference requests to the system with available capacity. Ultimately, this is meant to bypass the bottleneck that is caused when multiple agents or tasks are waiting on a single GPU.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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The rise of AI agents has led working professionals to discover brand-new ways AI can assist with their work. However, the caveat is that agents can quickly rack up token costs and so power users typically want to move to running AI locally. Until now, it has largely meant a reliance on Mac products, as seen by the shortage of the Mac mini and Mac Studio, and the rollout of cutting-edge AI features arriving on Mac first. The release of Nvidia RTX Spark on Windows by Nvidia is significant, as it gives users who don't want to be locked into Apple's walled garden more choice. It may also sway developers from overlooking Windows when unveiling the latest features on desktop apps, which would be a win for Microsoft and for Windows users.
_**Disclaimer**__: Sabrina Ortiz's travel to IFA 2026 was paid for by IFA. The Deep View's coverage is editorially independent from the companies we cover._
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Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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--------------------
TOGETHER WITH OUTSKILL
# Master the 15+ AI Tools That Actually Matter (Live This Saturday)
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Follow image link: (https://links.outskill.com/DEVISEP1)
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205,000 jobs were cut this year with AI cited as a reason. The people who stayed knew which tool to use for what. AI layoffs have matched all of 2025 in under eight months, and AI is now the top-cited reason for corporate job cuts.
Workers with AI skills are earning a 62% wage premium, with demand growing 8x faster than the market. The split isn't people versus AI, it's people who use it well versus people who don't.
This 3-Hour AI Tools Workshop fixes that: the 15 most powerful AI tools of 2026, and which one to use for the job.
* Pick the right tool instead of one app for everything
* Build apps and dashboards with zero coding
* Wire tools together so work runs itself
This Saturday, 10 AM EST | 3 hours live + bonus session | Worth $395. Free for readers.
[Save my free seat](https://links.outskill.com/DEVISEP1)
--------------------
MARKETS
# Hugging Face chooses Nvidia to scale open models
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f3c7d39f-6388-464d-941f-53274762325d/thedeepview_A_cinematic_editorial_conceptual_photograph_repre_605c759e-9c6d-49b8-8987-630f314ad1e1_1.png?t=1788472668)
Follow image link: (https://www.thedeepview.com/articles/can-nvidia-hugging-face-provide-ai-s-counterweight)
Caption:
Nvidia has officially acquired Hugging Face, and the two companies say there are two reasons the deal makes sense.
After weeks of reports about an impending tie-up, Nvidia and Hugging Face [made things final](https://x.com/ClementDelangue/status/2095482998674112733) on Thursday, announcing that the world's leading AI chipmaker had purchased the open-source AI platform in a [$12.9 billion acquisition](https://blogs.nvidia.com/blog/nvidia-to-acquire-hugging-face/). It's Nvidia's second-largest acquisition ever, after its $20 billion purchase of Groq in December.
Naturally, the deal has spurred fears about centralization of power and resources, since Nvidia is one of the handful of big winners benefiting from the current AI boom. Open models are viewed as one of the ways to counterbalance AI power being concentrated in a few US corporations. In a briefing with the press, both Nvidia and Hugging Face went to great lengths to assuage those fears, since the future trajectory of Hugging Face depends on earning and retaining the trust of developers and AI builders at the grass roots across the global tech ecosystem.
But both companies emphasized that Hugging Face being part of Nvidia has two benefits:
1. It gives Hugging Face access to compute that it needs so users can keep experimenting with training, fine-tuning, and customizing open models.
2. It allows Hugging Face to scale to a lot more users in the years ahead when open models are poised to play a much larger role in the AI ecosystem. In order to get there, CEO Clem Delangue said on X that Hugging Face "needs more compute, more support, more collaboration and more visibility." Today, Hugging Face has 200,000 companies using the platform and its goal is to 5x in the next few years.
In his [blog post](https://blogs.nvidia.com/blog/nvidia-to-acquire-hugging-face/) about the deal, Nvidia CEO Jensen Huang addressed the elephant in the room about whether Nvidia would try to manipulate the open model ecosystem to serve its commercial purposes. "Hugging Face will remain an open platform for the entire AI ecosystem," wrote Huang. "Developers will choose the models they want, the frameworks they want, the clouds and inference service providers they want and the computing platforms they want. NVIDIA compute will not be required to build on or deploy through Hugging Face."
Delangue also doubled down on Hugging Face's grassroots mission, saying it's not good for the AI ecosystem to consolidate around a few proprietary models. In the press briefing, he said, "We allow AI to be more distributed throughout the world and avoid too much concentration of power."
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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It's noteworthy that Hugging Face [reportedly](https://www.ft.com/content/d14419c5-7fa5-4128-9858-7f83259ca02e?syn-25a6b1a6=1) turned down a $500 million investment by Nvidia that would have valued the company at $7 billion in late 2025 because it didn't want a single investor to have too much sway over its decision-making. What's changed since then? The AI ecosystem has accelerated dramatically, with the pace of AI models quickening, venture funding increasing, and a new wave of open models launching. Hugging needed a reliable scaling partner, and Huang's [leading role](https://x.com/JensenHuang/status/2080643682408321103) in July in calling for the AI industry and the US government to support open models likely helped give Hugging Face confidence in Nvidia's open-source stance. While I believe both companies are sincere in their rhetoric about open models, there's still long-term concern that there will be gravity pulling the platform into being a revenue driver for one of the world's most valuable public companies. And that could naturally lead Hugging Face toward choices it wouldn't make if its top priority was to simply provide an open ecosystem for AI builders.
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)
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* How HTC Vive Eagle [fixes two flaws in AI smart glasses](https://www.thedeepview.com/articles/htc-vive-eagle-fixes-two-flaws-in-ai-smart-glasses)
* G20 nations back [US framework for lighter-touch AI](https://www.bloomberg.com/news/articles/2026-09-02/us-strikes-light-touch-ai-regulation-accord-with-g20-members) regulations
* Parents turn to [AI apps to manage household schedules](https://www.ft.com/content/6fc3bfad-cb65-483a-b29c-84d494bd15b6) and tasks
* PlusAI to go [public via SPAC merger at $800 million](https://www.reuters.com/legal/transactional/autonomous-trucking-software-firm-plusai-go-public-800-million-spac-deal-2026-09-03) valuation
* Claude, ChatGPT and Grok [face widespread outage on Thursday](https://9to5google.com/2026/09/03/chatgpt-claude-grok-outages/)
* OpenAI [commits $1 billion to model access, training](https://www.axios.com/2026/09/03/openai-critical-infrastructure-cyber-ai-models) for essential services
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
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* [MAI-Transcribe-2](https://x.com/MicrosoftAI/status/2095521860184363074?s=20): Microsoft launches top-speed transcription model
* [WeatherNext 3](https://x.com/GoogleDeepMind/status/2095528012791902536?s=20): New Google DeepMind, Google Research weather forecasting model
* [Claude](https://x.com/claudeai/status/2095226833293685100?s=20): Gains background computer control for multitasking in Claude Cowork and Claude Code
* [Muse Spark 1.3:](https://x.com/finkd/status/2095232032896946311?s=20) Rolling out in Muse Code and Meta Model API in what Zuckerberg calls "frontier performance almost too cheap to meter"
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966)
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* [Nvidia](https://nvidia.wd5.myworkdayjobs.com/NVIDIAExternalCareerSite/job/US-CA-Santa-Clara/Solutions-Architect--Applied-AI_JR2002944): Solutions Architect, AI Models
* [Google](https://www.google.com/about/careers/applications/jobs/results/79244322603442886-research-scientist/): Research Scientist, Cloud AI Research
* [The Center for AI Safety](https://job-boards.greenhouse.io/centerforartificialintelligencesafetyinc/jobs/4316930009): Research Manager
* [TikTok](https://www.linkedin.com/jobs/view/4453944238/?alternateChannel=search&eBP=CwEAAAGgZ9lDDipPBQyFkbvoAOw7RgBtAqy5oHV2BCspnz1kN-a7rNICoRQIKQX-Q4_L8HWQWwbPYVewGJ7L0XMSnhQBl4BC1PNCr-xwF9gBMfmFw2vN-6t3-x7jIlOjluUa_tB1q_heu_rOkYo8ups26wEtWAJ-srcuG1YPNGknsX2VFnVlFQcXkK78eNPvSjb1bYpGP0fj9yoqqhKCnikuhhsieLPhwVdNSk49o6unJhELjg7wAM9TwWMaRDPbPKBBYK0cZSPwr2Zj61C--a0lJOe4qoRfFkRQvUYMDCiX0Ql3xKAqiOiRTyxT-o-a8F3lmunhEpS07KHV0CgBLjH_KPT-DvvUU6D1HvDCoVf4EQ-CThiUNzocF5Q6ry4Q2E9K_PQgnnn4fPnAVNgMu48Fq_JF4trYPyKHk5b1sRzZxpaN_aQiGAwL90XFzG1oIq3wJopk57MPeR1vGnB4kvfKt-jH444bv5Z41Lpi2Lw7LwZXgJc&refId=ZnpGFLw3EliDqJuCmRmcNw%3D%3D&trackingId=4PkS0LM5qGOa4u6iDs1QWA%3D%3D): AI & Data Architect - Trust and Safety
--------------------
GAMES
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--------------------
POLL RESULTS
## Do you think Google should continue to lean into affordability and efficiency?
Yes (84%)
Somewhat (12%)
No (3%)
Other (1%)
----------The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback.
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Thanks for reading today’s edition of The Deep View! We’ll see you in the next one.
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Follow image link: (https://unsplash.com/photos/people-watching-band-on-the-stage-So6YckShOVA)
Caption: [Link to the original](https://unsplash.com/photos/people-watching-band-on-the-stage-So6YckShOVA)
“Judged on one aspect: The hand holding the mobile phone, very natural.”
==“The figures in [this image] just felt more human. And the little pops of color in the guitar and the lead singer's bandana that AI usually blends in with the overall color scheme.”==
“Correct depth of focus more likely. And AI wouldn't likely do the strange color shift on the lead guitar.”
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Follow image link: (https://chatgpt.com/s/m_6a98ab8d89448191b8570f8970198c87)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a98ab8d89448191b8570f8970198c87)
“No one in [this image] has a phone out. Which wasn't the only give away, but definitely sealed the deal.”
“What was the guy [in this image] doing with his hands? Obvious AI faux pas.”
“In [this image], the people in the crowd seemed to in focus to say the picture was focusing on the fan with his arms up. ”
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Follow image link: (https://tdv.transistor.fm/)
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