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⚙️ Why OpenAI's compute spree now looks prescient
Mon, 27 Jul 2026 12:37:46 GMT
⚙️ Brands are losing sight of how customers decide
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⚙️ AMD’s Venice chips arrive for the agent boom
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⚙️ Why rejecting lock-in keeps Databricks sharp
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⚙️ From risk blocker to innovation driver
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Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Mon, 27 Jul 2026 12:37:46 GMT
Subject: ⚙️ Why OpenAI's compute spree now looks prescient
To: [email protected]
Date: Mon, 27 Jul 2026 12:37:46 GMT
Subject: ⚙️ Why OpenAI's compute spree now looks prescient
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</style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Plus: Why Anthropic is racing to catch up in data center capacity  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:10px 10px 10px 10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:1px 1px 0px 1px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:15px 15px 0px 15px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> July 27, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYViTTI8ynixZNHG7ZoOaTAWI-R0KPz4gISWglHXYeHTmRK9zYZvsbJJhZKPgMTXeE8hk793XY0Eo0rOg9SbwDZXqT4-D2Mx4zO7-NoWonaIUj9jHJW4491uZ-HSINFNui8q8pVrpx0uB9IQDwZJt1polSblGCo845VtipI1l268clLDfmhhkhTiNcKZiLPx069HW9nlHKT5Eg62yIuxgfHoqsBfvbQwME3hz7Bi1pnqmuqXZqkVd3OTNhJdCL2BIl3U3EgNpv1xX8lh8PvULeARsxyIX5FkNmax_J8-r1JFrU-Mz0k4TwA5cMSxTkAE3-nnXgGD7MhW-blh0iG4vcPtclhCG_0SClovPfeo-uxupeMvnuEX1AVoSkriGLclTvo1EiIOa6zKxWHQsRjXVCKacLYArf87lbbuQv7K_HzswqVpSnd4VhyqL3ZQuftsB3fb5fHwijZpyPYDvpFe8agKHEZLmva3nBJdIqO3iCy1E8_snG7OEeccA_CX-bshYuDd16Zu45YfI8V2mIiPoPsNMl7oLlF_pwLw-TPVvNE-38Pkft_zAuh7jE-pXRFE5-0a3n7WH62ipjQe6rMV3SoAHu4akJ2itTCETFxN6IxFppOkZdxrzWMarhLOVnKTA4rNj43WOj0aCqpBbfcXvXk5i3ula1Q7o5RK2hTXw5tHkoMA4TFMxBL8Y8yjWq4i-4Tl9GuHbN7F2o1ZzApKSTVtE_Sr3pGI6oXsQheSnSFUdNOpYWPlGRTXgPm8-bsDhqflptabmtlPbLDT9FXnDzpm/4so/LQ67lTdZTECuictMqOfFQg/h0/h001.nFY-LEk2lywrrkI0nY1_W2f6DfE2tdm-PjhVuknhI3c">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/4so/LQ67lTdZTECuictMqOfFQg/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/7341b9c8-37cc-4aca-9ab8-cf174f883c89/BANNER__165_.jpg?t=1785148045" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.TAmaE-6fWjqRUT5VzEhf1PABjyjtMCiqrnxYfm0wAkRywuPne3JnWmYXer6WKZDnKWiFamj0uzE9R5DmKqz62z424V_OKLdmL187g21MCZzNS3dxcTNnHtzR0pDmfvvZA2ERsx-d1pbUbunNNSxRPHC7JVbB6xXdDju_lrhsX_J9S_EsoT_1hWUB-ouAQMZcSBjFo9snlhSFoxrmRJc0WBoV1ADBDG3l1aUJj-xYxdMgeZck4xeXvjGwQwtbUpSd/4so/LQ67lTdZTECuictMqOfFQg/h1/h001.C-IeioDiQCqtkb14mGFcVM55DUiiXY5E2F9Dwy-PD5Q" 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/fabc8388-f83f-4c09-a900-4bb62a8d27d9/Together_W_Checksum_pill_v2.png?t=1784921401" 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> IBM chief scientist Ruchir Puri argues that today's models have to learn how to recognize uncertainty before they can become fully reliable and useful. Meanwhile, OpenAI’s once-alarming data center bets look increasingly strategic as agents drive demand for compute and rivals scramble to secure capacity. Anthropic’s new Opus 5 reflects the same pressure from another angle, delivering stronger performance at lower cost while making Claude’s model lineup even more confusing to navigate. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TgcDqZ94fGaAaKI4DxbzePOb1NsIPOjTxiVtoe1oB7axnvrPlsf4xkZSDVZoiGpjXy9LwQbkrwE6YMRsrkboMnrs4ZLNGWvS1vR4c4Ulfgtjf1tm5z8-mW0uxf73-B15Sa4nyBukLFcYf7fhZB_DwJs/4so/LQ67lTdZTECuictMqOfFQg/h2/h001.34egE1Fpy8CvpdoO_4H0WbCxMiumwWtCBT0ZzSa7DEU" 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-claude-gets-more-frugal-and-confu" 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> Claude gets more frugal and confusing with Opus 5</h2></td></tr><tr><td id="2-why-open-a-is-compute-spree-now-l" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">2.</span> Why OpenAI's compute spree now looks prescient</h2></td></tr><tr><td id="3-why-a-is-next-leap-depends-on-its" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">3.</span> Why AI’s next leap depends on its limits</h2></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">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%;">Claude Opus 5 joins race for AI token savings</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFsZsuEsG5eeCFnaWq0Cr7vHvx7zZ6J5s7GynwAS3-uz3hJsnnl8eUZWTfcenDuitfx-LUHwHBZtK1dDpgehDzPHpagYcV9QwuM0jPcjJj39HeKI66f3so0H0ZYH1LM6aYk162ovY8FhXcUus0dtcic2eb10EWssBb4N5mU8RTDlx7w0skLSgJGCp8r50WMaY8eYaes0HmWfZTtZ5PQQXC4xFKEOUc7TL5Yol6jdpeTPXYYnt94-j4QsjHt8RcUa4lGoLdbdTFSkywWPkj8XlGIziHFdhvWmItBdH9Lq2KTYA/4so/LQ67lTdZTECuictMqOfFQg/h3/h001.r6EEA1K_uoeuNXoU3kvIWboPKaaHZj654JUOHNDkblM" 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/e85c13f8-6d37-468e-9124-72d91837a55b/5063341b14733469bc14fb611d86e74d9b5ff1e5-1456x816_copy.png?t=1785092681" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> When it comes to its latest AI models, Anthropic is scaling confusion. </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 Friday, Claude officially got its fifth-generation Opus model. And while the best news is that it's half the cost of Fable, the bad news is that users are likely to be even more confused about which Claude models they should use. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Anthropic says that Opus 5 is a "proactive" model that comes close to Fable 5's frontier intelligence. </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 model hit state-of-the-art performance on coding and knowledge work evaluations, but still lags behind Mythos 5 on cybersecurity (but then again, what model doesn't). </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 provides a significant jump in performance from its predecessor, Opus 4.8, which it released in late May. Opus 5 is also much stronger at verifying its work and iterating until success. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Opus 5, however, has the same price tag as its previous generation: $5 per million input tokens and $25 per million output tokens. It's still on the expensive side, since it costs virtually the same as OpenAI's top-tier model GPT-5.6 ($5/$30 per million) and over twice as expensive as similar models from Google Gemini and xAI's Grok. </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px;" class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:100%;"><a href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfEPs_U45shXtJ4jlajjSjqOlc6ht5cZ8LVJSjGTKbRExDgoqcrgK3tkP3s0DbPtusGqbW1JBeMfVcAAAlhWMQU25--b9gLczrkKQZ4E5dOt7ymlAJirnhyHChiOhzTUt3Mh9kthndwS_CkOEfERthUP8G2C0hHlFoQHw0HaSL0U_d8J28TfUsYvocDin3ZBPj4pc2jG_1OP3eyhPB61o_JVAkxfOK8gh3C3iWERE1sjsAmJQlS9Fgpmzy3d81QHY40h6ySFIieX51A95w2jbC7o/4so/LQ67lTdZTECuictMqOfFQg/h4/h001.QW_UK9msAJmU6LCxgEjz81jzlBjKKma2gWx25rPnZg4" style="text-decoration:none !important;"><img src="https://beehiiv-images-production.s3.amazonaws.com/uploads/asset/file/d8a1f36a-5bfb-4da8-96a9-206a367c6263/twitter_screenshot_2080713091688583312_1785092913_81047517.jpeg?t=1785092914" alt="Tweet screenshot" height="auto" width="100%" 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%;"> Early testing by companies like Cognition, Cursor, Lovable, Zapier, Box and more found that the model outperformed competitors on things like analytical work, agentic coding tasks and debugging. Sualeh Asif, co-founder of Cursor, said in a statement that Opus 5 delivered "near Fable 5 intelligence at Opus speed and cost," offering many of the same behaviors. </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%;"> Additionally, Anthropic said Fable 5 is its most aligned model to date, adhering to Claude's constitution better than Opus 4.8, Sonnet 5, or Fable 5, with the lowest rates of deception and the least susceptibility to being fooled into misuse. In other words, Anthropic is making the case for Opus 5 as its safest model. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> It also makes sense that Anthropic is targeting cost and efficiency with Opus 5. AI costs have become a major 2026 pain point for enterprises. Offering ways to trim token budgets has come sharply into focus for tech giants like Microsoft, Uber, Nebius and Databricks as the tokenmaxxing fad has sputtered out in favor of efficiency. </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, a cheaper and more efficient model may be in Anthropic's favor, too, as the company has struggled to find the compute needed to run its ultrapowerful Fable 5, tapering access by only making it available to Max and Team Premium users, and for only 50% of standard weekly usage limits. </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 adds to the already confusing question of which Claude model to use. Opus used to be Anthropic's flagship tier for Claude models, representing the most powerful and most expensive performance for the hardest questions and tasks. Then came Sonnet, the workhorse with a mix of power and speed, and then Haiku for quickness and cost savings. Mythos emerged as an extra-high tier of performance, especially focused on cyber capabilities. But then it turned out to be a little too powerful and dangerous, and so Anthropic made Fable, which is basically Mythos with the cybersecurity and biological capabilities removed. All of this makes it harder to sort out which model to use, and all of the Mythos/Fable hype has made Opus feel like a mix of Sonnet and Haiku. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> There are multiple benefits to figuring out how to serve up cheaper models. Along with the fact that everyone is cutting costs, Anthropic has been making deal after deal to try and secure the data center capacity it needs to run its compute-hungry Mythos and Fable models as it plays catch-up to rival OpenAI, which has been making big data center bets for the past two years. However, the bigger reason to undercut competitors on cost while keeping performance high is that eventually, cost may become the key differentiator as these models commoditize. Though the major AI labs are currently trying to position their models as distinctly better than one another, cost is likely to become a more important factor than performance, especially as these models leapfrog one another with incremental updates. Remember that there's still a huge capability overhang that separates what the models can do and what most people are using them for. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:418px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80_NCpubfFzZpIWZ5FSxW9iyl8-c-VdgDKEsacD1PZcK1BIaE9cMPc9Zr-Yuw8J5iF20JanuKCzeLLGeznlUjy6jSCzBx5R93PSa4ePSAvqO6LTxSF3z8aQmPn5TxjOc3jMbSxGiH3Pndgy-xzTi3jLQ/4so/LQ67lTdZTECuictMqOfFQg/h5/h001.k3TVKmImps7n7jhVnGaVkyQiYdqh3kzVnpGiguENi8o" 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/654410c4-a09b-4784-b75c-b5a6a9248949/eMulti.png?t=1785119305" alt="" height="auto" width="418" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH CHECKSUM</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%;">Don't stop at CI/CD. Ship faster with continuous verification.</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.TAmaE-6fWjqRUT5VzEhf1PABjyjtMCiqrnxYfm0wAkRywuPne3JnWmYXer6WKZDnKWiFamj0uzE9R5DmKqz62z424V_OKLdmL187g21MCZzNS3dxcTNnHtzR0pDmfvvZA2ERsx-d1pbUbunNNSxRPHC7JVbB6xXdDju_lrhsX_JCEJ2RhZfveosNbro92tJ4SoRj2-ZE737eN4ZqcB7_6wRJ8qAsCLBy9CmOzbI3rCMLmraZXGkY7Pu1irIkWXHp/4so/LQ67lTdZTECuictMqOfFQg/h6/h001.dhel_dLwchi7S8HGZDMUsvlCqNfBOYO_NoXQ5Wq5OJU" 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/66675ab3-0db2-4c2e-a082-368e2b682199/Checksumagentbuddyad__3_.png?t=1784921480" 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%;"> 63% of engineering teams now ship code faster with AI. 72% have already had a production incident from AI-generated code. The bottleneck didn't disappear. It moved downstream. </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.TAmaE-6fWjqRUT5VzEhf1PABjyjtMCiqrnxYfm0wAkRywuPne3JnWmYXer6WKZDnKWiFamj0uzE9R5DmKqz62z424V_OKLdmL187g21MCZzNS3dxcTNnHtzR0pDmfvvZA2ERsx-d1pbUbunNNSxRPHC7JVbB6xXdDju_lrhsX_IZk3VGS3cezMbBFxcJpnaJfWzgC3jc-SCWv5sJRAlv8MZMflzROl1rLPGaVQsB5ipB9J3TzMeE6_PMhmYB9w_c/4so/LQ67lTdZTECuictMqOfFQg/h7/h001.UVuX9f7_apI5CIVvkKENYNwl5OwhTsWgAYtfrTfFXgw" target="_blank" rel="noopener noreferrer nofollow"><span>Checksum</span></a> is an AI-native continuous testing platform that auto-generates and self-heals your E2E test suite, runs inside your existing CI/CD pipeline, and keeps pace with the velocity you're already getting from AI coding agents.<br><br>Clearpoint Strategy saves $500k a year. Postilize ships 30% faster.<br><br><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.TAmaE-6fWjqRUT5VzEhf1PABjyjtMCiqrnxYfm0wAkRywuPne3JnWmYXer6WKZDnKWiFamj0uzE9R5DmKqz62z424V_OKLdmL187g21MCZzNS3dxcTNnHtzR0pDmfvvZA2ERsx-d1pbUbunNNSxRPHC7JVbB6xXdDju_lrhsX_LLoT5DPo61zV6cZU_-FfRwFoi9PZ-OjVp6htD5jMqfP1TEqlBCdG1b-aOAz3nUQjqJ3aVhj4B7z0IJ0QN5r4Yu/4so/LQ67lTdZTECuictMqOfFQg/h8/h001.MiiyICWqk5OgfvC-xOwGfAO_ADDB8kw_ltu9Dzxfx-M" target="_blank" rel="noopener noreferrer nofollow"><span>Setup takes under 30 minutes.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">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%;">Why OpenAI's compute spree now looks prescient</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxxr5Z2u3tIkfxkEC0EPgbVK4FjB1udHmR2kb7l_WF3-o2NOWfeXdKEzejTqk0UKuX62Wq_10Q-39LEYlNgwK9c-vh5txSlblUY7Q9yNnhrj7d47o_a1jRjzNpG1NiT-niyZZ8wrDpbhEjGNKJiQcY6p1bMrHe7YxA8zj5Vf6zPXT4veVMB55MFYgut5wjxtJmzHBlR97FhMvQ9ZnB0GvPovCxqEr4ZPrHbW9TL1XrRcSJlT-OOZ0Lbb2L2JkFVgrjrU9QoXmIClMVqKNEsYGCN_w/4so/LQ67lTdZTECuictMqOfFQg/h9/h001.-SzWV3XnmXMrI-LXmDYTDa7WgDw7BKe5wyc7UtfDX5Y" 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/25d3ceb4-1e36-45ce-946a-6484e13591fb/thedeepview_massive_AI_data_center_interior_endless_rows_of_b_ea88abfd-4c97-492c-808d-d48c239adb4e_2.png?t=1785092823" 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%;"> OpenAI is not afraid of a compute spending spree. </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%;"> Last week, the Wall Street Journal reported that the company <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfABNV3SXC2nR-1ffnN8nMOfszy1eKyue9EzYSZhHSxhNftN-Pw3SGhzQKbQaMNjzSAro4rqhPXNriAuenWGQXTQW0RtASM2ORyA-XVL0AwLWHXEtBelxuWuJ9n6tUm2ZX5m7uWWeb0dCQcIybkTEhvGlz4LmGqp6ojNYstcHm3RZmPG3KJ-A-0QuNSMQLVK-hfdyBXFfk3r38ZSFDzNIn_S-siUz-hKKJslt_E6XdtRcHk1062NR6gBe2AvscwUjWpp9-yRsjg43PqoP-ixPzS3DZVIuZwYMVBCTgAf_59M2RrMwQYmU8Sljt4Te5jDQPg/4so/LQ67lTdZTECuictMqOfFQg/h10/h001.King5ZikSfqFfFcvX5HcurJ4sNtPv2po_Xq7zszJOu0" target="_blank" rel="noopener noreferrer nofollow"><span>expects to spend $750 billion</span></a> on AI infrastructure by 2030, a 25% increase from its estimates earlier this year. Also announced last week, OpenAI is planning <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaCheFK8eB3qA0e22uVil0pLYSg9mxkpMGiXEyW9yk8Jpp6F2ha26PpxWLQQfrbLlpDrtATdgqmZo1hDh2-j4w3YrdCWJ6vPE7LLLFNuTDtcUEy0fYFsLhlL8lyRbLZ9UOPkQDAz3-LevG9aAU2hzPt1jCa3bVwq0wDSpoiu2I5VNZyBfImbRiEi9zgfY24dbsYbYlhig2CFg8X_xp2y1v-efeTBM7p7cBzaOxjDGytvXl03xryOnMzN8PzbsI683oAGN5dkPIb55Cu68A0WJZYFIqCUGmTXIvnyiJ9DCQC2bxlg7N8QFFU-Pl5hbYj1BItT/4so/LQ67lTdZTECuictMqOfFQg/h11/h001.7oq64WZK1DuQAAuGAQRVDXnUzrIJYHAzw4vJB5s-usY" target="_blank" rel="noopener noreferrer nofollow"><span>a 3.2 gigawatt data center</span></a> in Georgia with a price tag anywhere from $20 to $30 billion. </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%;"> While these numbers may give sticker shock, let's not forget that this isn't the first time OpenAI has made massive commitments to building out data centers, such as its partnership with the $500 billion Stargate project. With <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePGy_1YzUTsFni1RRngnNafnQh80NDBi1NI92K6g9R-agYF5Os_EK5iWIJoBEokj1sZ7xfpP2UXM7wCPY_zNUs8oR2qT0hSgWJRepi3-5FCNdvrECi3qF_mUsuF3ZqBQ7dXCxQnV-oIdwRDi_0DvYRa4tkaJANRMN4SipJ2N1DGLXFeXI9w6DWQj709aGn9GQG6ZwQtMz68KiQTZtXcmrmf5FhicoTnDZmrNAzHAeSCtn8IrMkHQ-GxzqYgpCdhUrvwSIJkOIXotvC3bFDQY7LDPKLI_c-mcXR6ZTRnHG-xNrVHQp8kYmp75EZw4AF6ZTC1GlHwE9X9Jvk8s9_sMiDgYBRzhvcZTcr06biHuhhxKA4luaCx3pxSDT_FMoMCKOpewpNvzRaqWBMYFJvvkeMN7_35r6B7hk2HYP2iC6lDeCDbjMhrrPLglKSn-fzr-3HnVIg4wVEDfkiXOSEsBeSg90oHBA8b1Fbt3dIHJeRXGuPCsZfZ2PbjOENBtf2uoJB-LfHSfENVdzno9PGKIX_Y5jnV09QrSOJKtnrx_UT47/4so/LQ67lTdZTECuictMqOfFQg/h12/h001.eFDugmwMww6f5UC1WCfjLmEIpe_iw2Zo752yfrTxH8c" target="_blank" rel="noopener noreferrer nofollow"><span>Stargate seemingly on ice</span></a> and compute demand only ramping up further, OpenAI is finding new ways to fill the gap. </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 OpenAI is not the only one vying for raw compute power. Rival Anthropic has sought out a handful of pricey deals, largely to lease compute from other tech giants, including SpaceX, Amazon, Microsoft, Google, and most recently, Meta and AMD. </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%;"> Anthropic does, however, have some plans to <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKZ879DulReCOiaFyaf_FYwzIYfOEhQ0VfgfOIYwxbANYkO31S263zhVG4nOnzQi3shn-Y5BU8k2_NT9hdcvp7C-rSO9kKyUUzOYT1E8zWE8aG3s2BV0tkgpmKCEjOrOHNkKtSIql0uh2OM92O9sL7IRL8fc6HeVxn7ifWZyB4S92wFsQaV04bz4tdyT4EKczDVcyLqz39H1IXIB112EBiNXHW7r6X1ZdWy9J9o7YI4C/4so/LQ67lTdZTECuictMqOfFQg/h13/h001.N9AJXf8NdNqVqu9jQYbdCYGcnVToPDbQHy4bOfsHi5A" target="_blank" rel="noopener noreferrer nofollow"><span>build out its own data centers</span></a>, including a $50 billion investment with Fluidstack to build facilities in Texas and New York. Still, comparatively, Anthropic has committed far less in constructing and owning AI infrastructure than OpenAI. </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, as both companies continue their heated race to develop and release highly-capable (and power hungry) models, coupled with the meteoric rise of token-burning agents, compute is at a premium. As Robert Bittencourt, head of thematic investing at Apollo Global, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeM5gMeUebTGML9mwR-BzfuIenW9I5uHZ8WWQE3HPxWiE_ZPJcR7fHTuTt6QhjHIvgBnSSUKt6bX2TV6JeJK18guTBWRf-o7hpcp5vLzuuruXaeDcHu7gegqEoxJOhZtBiVXL4vbcs_d4IyX4fOoma101SU4rn9Ct_Qr2t4FO4StqLIJuprpPV2awg_wwFWZRg1IUPmuQxIx5avnNDLpQZg7PXnI3X_CDGZ_rkIrkPt-8oRDvJmXPTs_XPihW6lwkMzkLIKiAfqZbiJcbELRjad0z2ljWcsZE65nt_1cIUpazW-IlR8dHahtmO5nveYK5fw/4so/LQ67lTdZTECuictMqOfFQg/h14/h001.G0lPSEdeefP9jU0p_4H-NOTdLpbH-inEmqL7pbsZRSo" target="_blank" rel="noopener noreferrer nofollow"><span>said in a recent blog post</span></a>: "In a compute-constrained world, access itself becomes a competitive moat … What looked like an overreach only months ago increasingly looks like strategic foresight." </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> And with its recent string of deals, Anthropic may be playing catch-up. This is evidenced by the fact that Claude users often report <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9JquwiBjty8MJcjl7U9GYGcAyqfNwvMpWNoJD7IUojEtmg3HSGiVKGPIQs52UDcbC7BKhLk8tWToy_YMe3Toh5xsBMNvMf2TOWXLySaRjY-NMZIeWb25MI09vLpskwkXkXcQlQjrcFFOMNv2-JIN9H9y-ixO7bGtbYJgVYlDBegZIGeq3Ac62KtdcwBlo2wOahM3hmAbmVRLRR1eJlMnFgaYxDs53O-LD01GcCxPg6jUlFIV6jW0QVlyMM7ZwPlcShCv4br6mDCdVEQTATg90gH8I9tR7NdCmg_fr_y6hEDGLeUnVNF3pnFKc5c-ouctbmIzwt7Ff4i9PZZWbFvtHaUY/4so/LQ67lTdZTECuictMqOfFQg/h15/h001.srCzlD-HJ_oyAtm07Fs4m1lRORJLW-ItMQ5aUi9wJnw" target="_blank" rel="noopener noreferrer nofollow"><span>outages and hitting their rate limits</span></a> faster than they do with OpenAI. One of the results of being compute-constrained is that Anthropic has had to <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeChPTS5IYGT3-X-h4LJzDk-aUMICcp9WAZH2W5RFYDZFmAW1SFIy9Iz78Y_HOJVtPQIX19WGj3VXQqAuozqwX5dKlpOb0nFQfQjXM4UQsmqeHcwVTCbmusLvANyF_JGu9MmHPGeqPNZreJhLfP4QzZ4S_kzGpWwOgm3wzphJ8RZVDR3IDuLyAlZon6VQYixdfVuvzDS_8N5bJBKQHzKqHOX0lYMbMRraYjAw5bise9APd8mF37nwEjt5UxSTYs2_PTLxYv2MxESwrSSvKA4360MLEru1u8MIu5kNVxd5PEFLASd-DAzYpLVYdTw8zhWQMxPDhhwSa_REwrCY9gN9lbbpi-kjsG8shcO9RFDYEeHm/4so/LQ67lTdZTECuictMqOfFQg/h16/h001.LG7rFFVO3Pwt3hWxLTI0PP98o9FcPOVbdwWCLW5gIA8" target="_blank" rel="noopener noreferrer nofollow"><span>taper access to its new flagship model</span></a>, Fable 5. It's only available to Max and Team Premium users, and for only 50% of standard weekly usage limits, which means users have to consciously limit how they use the model. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Still, even despite contrasting spending habits, a lot has to go right for either of these companies to be winning bets for investors, including finding substantial revenue growth that outpaces spending, J<span style="background-color:rgb(255, 255, 255);">eremy Roberts, senior director of research and content at Info-Tech Research Group, told The Deep View. </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="background-color:rgb(255, 255, 255);">"Ultimately, we will have to wait to review the companies’ financials as they proceed to their IPOs," said Roberts. "My speculative read is that both companies are struggling with profitability and taking on deeper and deeper commitments in an effort to win the compute race."</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/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%;"> Initially, the massive, trillion-dollar price tag that OpenAI committed to compute at one point raised all kinds of doubts and red flags about its future. However, now the company's valuation is scraping a trillion ahead of its IPO, and the industry is eating up every bit of compute that it can get its hands on. And with its primary rival making deal after deal to lease compute power, OpenAI's spending spree may have been the right call, while Anthropic may be kicking itself for taking the conservative approach to the AI infrastructure buildout. Additionally, owning the entire stack is an advantage in and of itself. OpenAI is embedding itself within every layer of a technology that it claims is on course to transform society. In this case, owning the literal power means owning figurative power, too. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80_NCpubfFzZpIWZ5FSxW9iyl8-c-VdgDKEsacD1PZcK1BIaE9cMPc9Zr-Yuw8J5iFwGLWvpC9KCY7DwZ1aIIKtdevCXxJOztUcy2k4KhFYI_kvjOMTYRLvbrNakZDNp69WsKMYj2K3shXvH8cdlFDIQ/4so/LQ67lTdZTECuictMqOfFQg/h17/h001.gXZkxEVFSdMZJCcPEUlyUHKot6osfpIVnGEswjCKdRY" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH CDATA</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%;">Spending too much on Claude API calls?</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeBGJbCODiTKsFclutJhKFs2jAfLN-ZzwrWbjb9VC4krIwe6hq8wO4UwHRsmwYWZk0nGR2FjhwBpA4hQnwsXUpjmWEhtRmT65ovgP9GOT4LdHX8E9m7Sen_Du34e9_5byUl8IMgXor0j0Z12mXy5UZj-0xwCnDEffSfF-7Bc-y6g_jdCz74M4x__MB3JsLsXIAo2Uz2sRl1NejkardWuVv2I4Q6bkmJ1D9KUth0SUE_mSuWdtmloX5aOw0kiZd7FS7hkn-x4s-qQL-RwFRvSQjzk/4so/LQ67lTdZTECuictMqOfFQg/h18/h001.wWnxaZ0p1TPIzUGfyb5UIz3qhfSKSB_ha46HAgEw3c4" 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/61e16f57-ef0b-4523-b911-159a4f34dd14/NewsletterADEnterpriseClaudeWorkflow600x400.png?t=1784832417" 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%;"> It’s not necessarily a given, it might be how your data layer is set up. </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 ran 56 live benchmark tests on a real enterprise query spanning Salesforce, Snowflake, and ServiceNow, and found that the right architecture cuts token usage by up to 97.6%, with per query cost dropping from $0.596 to $0.027 in some cases. </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%;"> CData Connect AI makes that possible. Curious how? </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.wZPohD0JH12EksCsbt8ZeBGJbCODiTKsFclutJhKFs2jAfLN-ZzwrWbjb9VC4krIwe6hq8wO4UwHRsmwYWZk0nGR2FjhwBpA4hQnwsXUpjmWEhtRmT65ovgP9GOT4LdHX8E9m7Sen_Du34e9_5byUl8IMgXor0j0Z12mXy5UZj-0xwCnDEffSfF-7Bc-y6g_jdCz74M4x__MB3JsLsXIAlj1wEJg834xPOHQC-P-5JmoaoOMfg9kKpS3mgwh0tU3NLUNeIKd8aeEwTnaKnofntBYnRwenf5WMm5G5z9WYNY/4so/LQ67lTdZTECuictMqOfFQg/h19/h001.3O919EDwecqL2Uu2QI7lerf27lI2eShbp3P5AjLXuw4" target="_blank" rel="noopener noreferrer nofollow"><span>Check out the full breakdown →</span></a> </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">RESEARCH</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Why AI must learn how to say 'I don’t know'</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxxyhy2uIPz5QEI3wG6pC4Ab7r85jmvzE3_ViE3IKfaoeBfrEPApg-iCON5y9TSlWe_FfAS52pEvxlULRyLIaA8OPD8nn-mx196_aXwowZlw8CiqmXb_NvTwNSTR5-8hwJKojEokh3S4mOafc4gUtwdSCEW4zqoFQcARAMys-JrzkJ_FYywhR1kvQgHUIQPk0Hrz8IIKAFJFpV5YpNC1_X1Zm7x3BJ-eFUI6q50KR1S82cV3MMBjaN6joLFataLY06JdGB55d9fTzqjhkhRMyR91Q/4so/LQ67lTdZTECuictMqOfFQg/h20/h001.Eukw-v3fwPM-1oFLOzY71_p7B_mHMin97HWxnK-v6Lg" 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/77423245-25d1-45f7-be2d-dc8e1a21709b/tdv-ai-doesn_t-know.png?t=1785119382" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI systems almost always have an answer, even when they should say, “I don’t know.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> In this episode of The Deep View Conversations, host Sabrina Ortiz speaks with Ruchir Puri, chief scientist at IBM Research, about why uncertainty modeling may be AI’s most urgent technical challenge. </p></td></tr><tr><td class="dd" align="center" valign="top" style="padding:20px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLJZxZnmr2LyGKHSrQc-oAo72EYkse0Cfd6IYzi8IXEKaq-ULKtUp_hxZX-lwkGAlKa_CN555kQqk5Yk88iL71g7JYxLLaDTDQp3XLYMT0V7HwYRX9LaC50wRcRheXM2bCXQzogJyw-RSUNiX1EmawVxV_Be9jOl0L8ni5UmGemGNh0N_LRxUNvkjxAO-KjqhXhDQKCifs4QZPl1510MlVgfjzCF4Sc3AVVQCiDIrcRRmOtSllYzmkoz0IHqPuIxEw/4so/LQ67lTdZTECuictMqOfFQg/h21/h001.-sJ0_5_MjfHB4mRckeTHyx4uCQ4PwBXYTJfJSMlbPZY" style="text-decoration:none;"><table align="center" width="100%" cellpadding="0" cellspacing="0" border="0" role="none" style="max-width:520px;margin:0 auto;"><tr><td class="p" width="100%" style="padding:2px;border:none;"><table width="100%" cellpadding="0" cellspacing="0" border="0" role="none"><tr><td align="center" valign="top" style="width:100%;"><div style="max-height:0;position:relative;opacity:0.999;width:100%;mso-hide:all;"><div style="display:inline-block;width:100%;padding-top:25%;"><img width="20%" height="auto" loading="lazy" alt="" style="border:0;" src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/static_assets/youtube_play_icon.png"/></div></div><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLJZxZnmr2LyGKHSrQc-oAo72EYkse0Cfd6IYzi8IXEKaq-ULKtUp_hxZX-lwkGAlKa_CN555kQqk5Yk88iL71g7JYxLLaDTDQp3XLYMT0V7HwYRX9LaC50wRcRheXM2bCXQzogJyw-RSUNiX1EmawVxV_Be9jOl0L8ni5UmGemGNh0N_LRxUNvkjxAO-KjqhV8Tn0_cc5K0rMwNcWZUuiFzjbGDW9Vjb97TnXPDs_45h63A5yHcTLBsbmuytUh62Q/4so/LQ67lTdZTECuictMqOfFQg/h22/h001.2g-mSlzjSxicSgajyliSrMIIdltKIY_FoutSkctNpik" style="text-decoration:none;"><img src="https://i.ytimg.com/vi/srSDOJUHMio/maxresdefault.jpg" width="480" height="auto" loading="lazy" alt="YouTube video by The Deep View" style="display:block;height:auto;border:0;outline:none;text-decoration:none;background-color:#000000;width:100%;"/></a></td></tr><tr><td><p style="font-size:12px;font-weight:500;font-style:italic;font-family:Helvetica, Calibri, sans-serif;color: #686a6d; padding-top:0 !important;padding-bottom:6px !important; padding-left:4px !important;"> Why AI must learn to say 'I don’t know' </p></td></tr></table></td></tr></table></a></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Puri explains why today’s models struggle to recognize the limits of their own knowledge, how that failure contributes to hallucinations, and what researchers must solve before AI can become more reliable. He also explores the need for self-improving models, the enormous energy gap between artificial and human intelligence, and why the future of AI depends on doing more with less compute. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The conversation also covers: </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;"> Why Puri predicted in 2020 that AI would transform software development </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How big data, GPUs, and transformer architectures created the current AI boom </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why intelligence involves more than IQ </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The roles of emotional and relationship intelligence </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why language models cannot capture the full complexity of the physical world </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How AI could help redesign software, quantum computing, and chip development </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why Puri prefers "artificial useful intelligence" over AGI </p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Rather than chasing abstract definitions of general intelligence, Puri argues that the industry should focus on building AI that is useful, efficient, adaptable, and honest about what it does not know. </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.wZPohD0JH12EksCsbt8ZeLJZxZnmr2LyGKHSrQc-oAo72EYkse0Cfd6IYzi8IXEKaq-ULKtUp_hxZX-lwkGAlKa_CN555kQqk5Yk88iL71g7JYxLLaDTDQp3XLYMT0V7HwYRX9LaC50wRcRheXM2bCXQzogJyw-RSUNiX1EmawVxV_Be9jOl0L8ni5UmGemGNh0N_LRxUNvkjxAO-KjqhTfKOnM5X31jPgf1ltemuVGRbQ09VapanJeTgFvwDswTDPUaG_SluBtyhBMdo3AD7g/4so/LQ67lTdZTECuictMqOfFQg/h23/h001._QJULp7M3s5t3_UM5by6Y62bGtHzYyL1eBN-gc9lsf4" target="_blank" rel="noopener noreferrer nofollow"><span>Watch on YouTube</span></a><br>🎧 <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfGJy3c0bZNZM8i0gD27Frg2WIirE2_ajhsweIuU6lklgRRpKJhQGG5l66VejSz9tr9Ep-76ig-n_LMyhlZTsF3GGxVhCiGUBLaR4yinI4r08hyrYJNqj-p7FLAzOwJsUcRYOlrWxQARw2N0wavC0ieoDSKGbGLzetS5i_6oL3qQ9DKvPY0kswfJB4Y-JMlcLAcoiEMmJ1QcOYuxbJhjifzdTtmmnnEp85dTHOLRI3l6jFh7MpE6Ya9M1YCRi2dV5CuvngZbvDCKThs03UJcEcQBZQIIsKlAKPs2oN_FOHhqlmhaP1hHs-vErBBFgwiS1bEBOtEPGLrdQ0Zhu4DXWLUs/4so/LQ67lTdZTECuictMqOfFQg/h24/h001.DHHe5NlIUWInGGf13Z0YEmc7rihZgjMV4q9ScA-cI60" target="_blank" rel="noopener noreferrer nofollow"><span>Listen in your favorite podcast player</span></a></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfGJy3c0bZNZM8i0gD27Frg072kFiqWiLO6zXXqWNHG3-KHeLB2KvWI3YCcZIoI0d8N-le1oL36245tRONfsRldzGVQSJ4raORO4Ivmqi07mV1rMgGuUYtYe0Qugv0kx2f6LrnuTfWPzMCqTqA8Ae0XEfEjjGcmi5-i9V-RWDrt8Hq4g9Fp-Eue_3MYwiaHHhX8UAvNOJsCDefwfl1XLKhzpiyu7X82rxwcD3d1XkVnYY/4so/LQ67lTdZTECuictMqOfFQg/h25/h001.xwpLCi8_Tt7DqmBWTGIpujZZaY8V_JhHmSfc7m6bCek" target="_blank" rel="noopener noreferrer nofollow"><span>Subscribe to Deep View Conversations</span></a> for interviews with the leaders shaping the future of AI, business, and technology: <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfCPyX_krgP7IAOmAgiAzGiThdja5QFzrHwlfVX4o4fYPC5seVbu-vL2F1OR6jxysI0s-fTuxBxXlwqsHOqw-nuoL7cIKAnA5JN7C-OMGVZ_CRGR52IYIzuDlR1H51LRrseikzE4BDgD0gSgWzWi7U6pZGj1le3JKF33-9V9cf_iKC5in0HJWwQ3DcniF0B0gtibxnEZy3xCJbcL10F5MnBOpmBt4wl9cQIXANL_K_nHc/4so/LQ67lTdZTECuictMqOfFQg/h26/h001.KWGgxZtqrek00n7PqQoBqsHwtuOGENQNUXaAH4e5fMc" target="_blank" rel="noopener noreferrer nofollow"><span>tdv.transitor.fm</span></a> </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TgcDqZ94fGaAaKI4DxbzePOb1NsIPOjTxiVtoe1oB7axnvrPlsf4xkZSDVZoiGpjX-MwIkeJkRieS1d8E4pD1mXWDD2Ok_0TV2l25-4v1N4STduIJa0F6RtkiLrUb2LUaa1tmP4u1INORyWInipLLsU/4so/LQ67lTdZTECuictMqOfFQg/h27/h001.YoD19xxpCfYUsRGGlZKKQNAT7ac_3qA0_xLkue5FCCY" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1d1901ab-36d2-4a8f-b31d-a1ccecbe490a/Jason.png?t=1766448566" alt="Jason Hiner, Editor-in-Chief" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">LINKS</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Z.AI's GLM 5.2 helped <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeA0jRZMFMy0fzMUA3Jxn85DjEqqQ3rR6T7H87twEeEq2LCpHq9H0B05eYyZ5E1B3Y9be0i_iN6OLhH7ThqgBa4gTmVzn6UEqDbn1Pdoj2ZRyYqwBQr2s49rS_LY39t8aHlC7ywdGl279tJ7UNlL8N53SHl2v1WlmphnUQGjlLkbpP53OssscayBamQwJyGSo-_NOX6u4t0OezIf2OdEIhDSkSp-p2ZeEw46UxftSKRe0QKsMyLSPW1khDCzNcPCUpE4ysDq_X4OM6JDZaVNWVOfwgtXqxglNirSwewRjDuSr/4so/LQ67lTdZTECuictMqOfFQg/h28/h001.DYCffAApWGTGcj9HzU8j1pZN2YbHtIcjH87ZsW4naGU" target="_blank" rel="noopener noreferrer nofollow"><span>stop OpenAI's Hugging Face cyberattack</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;"> Lawsuit claims <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeDySVfdWbTHj47mAV_xQKgV3Ghb0KF8VStbqtx2Hu61VBR3KbR8MwthOBRSTTNYgJxflhrD7uLjroG0zc1FlpwBJl-JlhYKCZNpOw8H8_hhkmK7Mjbm5BDbQXthK6t_tFrcKbUNwtoNtrQboB6YR1gV5bgZUW7FDGhN0S22t2BURNKk2_ueZ8fb8I40MXziEL2cec79mKjcxPcC75qOl6DibMOohH9ibWJkmgNefyFDYieauHn6nOl97JIplfeRTHsTEdDWk-gUyyRC-YRmqbLQ/4so/LQ67lTdZTECuictMqOfFQg/h29/h001.BhOTx_W1TFC_7jLdTGwtves5lnP6n1ofWWVpaT3Xns4" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT told man not to seek help</span></a> for pulmonary embolism </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Google research finds that <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMjA5GCbpI9M9CqNlwNyrcK_S_0xdfC4CF_FxmFmzHGQw9hnNBA_7lROSgW1WcabtERhI2-GLaRQJ9hGD28fnteJbr15cSQDXO4NwQGRuArWKoSanveExvfLC3PrOKhiPUe7X9zEa0TJLQG4qnzpPgPBVlk_hLDeHcJpcMI1DLHkC1lfZt4hAzt5g0oQ3ewQE03EIfgTKLcb9NoTRb8rsYYe-bySgVcvsDpBnP3MhpmCcnM-Fg2XB6ouODOGiJmH1ChVcmANg7j7Cm5RejstI6kDAXYuKKvP5r3nytE_GhlZsff4xbe4nZx63eRwhBV3sgSSe19ZlmJtM83WaMDyIAw/4so/LQ67lTdZTECuictMqOfFQg/h30/h001.YgrwFnF7ABGbBuWskpYfqRLI-5QlGIYSWqHiiz1P6WU" target="_blank" rel="noopener noreferrer nofollow"><span>AI is not replacing workers, but assisting them</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;"> Intel sees <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGHVgT-Z6Sad_XSwcUuu7Kc-fPrijcPhkoU7hyNADDRvzf1RqzKmGgNFX4R6oxGNpHqPTJQIb9lbjOcvuuRn-o0fVvjchGLOhXDrRIbwcu9rKGRYwrrmqYr1TEUZSE3xdn1ldaAqTMHJsl3yRAroXvQRIpCYcHFtSZGxCYa6DRMCY-QxQBKNH1dXSdnrkcXJJ4HIptZsrmMtpAAnpbv77ThsuyMx1ed7sFVobAjKNARmQSAJaxrHHEAvtU1ce0GetURKp_OUs2z4JuIhqLYgl_ZcClmNPqbLRj1uL79RCLePp8DBOw0723_rZoIslsq-oQ/4so/LQ67lTdZTECuictMqOfFQg/h31/h001.K9nZtTXmXBgLfeVOqemQG7BEhrkcpnG7zdqG-B-zn7w" target="_blank" rel="noopener noreferrer nofollow"><span>substantial growth as AI data centers</span></a> fuel sales </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Jensen Huang donates <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.pVz9habVd8BuGO5KajRSpvdkL1eHv43VTw6DUXZmNmHelFWfnGgrXmjRlWXsMPg-ZZ2Yu36M1ADUMLK4P1yNLyL7k-3R38OpdSB-T0qK1z8vSIj5L6wZUVeIVMfaEDGzNwo5U21PuNlUMchvXHJI7co153Bho7-FrXepxtyXoj-K2yXZZIpm0qxDU8Op_qYqrcw5uYui7QoBkv9GOJKDw3gM7QtDy4jswECsppjvJApBtsmZzYPnloobwss9zTeq5FrsVzjOEPbi-u4gllbwFFpShXngvKeIIRWZ4un0g0p7aBAv7WlHGY6y0oC_DeM8F1ZFwHbPLHS8HDFt0TpoV0pFDU40_lcat98UbhaWneLITxtCR6hgxXVARwyZBt51/4so/LQ67lTdZTECuictMqOfFQg/h32/h001.6gyf9UjnzQCBZWtgIdIY5t-45D79B9hE4YH3gJWD_-k" target="_blank" rel="noopener noreferrer nofollow"><span>$75 million to Vanderbilt art school</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;"> Midjourney <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hEaB_bfTVLzTjj3oGx3tphmHc_INUcPNDhi8H83fiNQCspCGRS60WEl2_AEE3lNArVmHSDllMyA3fUnlJ74d--Y4KJZm7pBkcxj6rwBWBhLznuautnj5bO7-rGJR6_uQutR-O_vPPKKAkZQpHtwSGWeP6is8pbMYha3O6bmQBqvtsT3J31ahop8-vsIZxMAiLbsofJex2B5ZGpqz09ylihyFpWfQSS-G-oQNd8I1mMvnCMjltkn7_hs4BNTVfiprNixRAQ6cZ_e-AOLJFvsPNhE/4so/LQ67lTdZTECuictMqOfFQg/h33/h001.TsKTPMb6zs9rT799Aa8DdQ3GqJGBakZD1_zNXrtPESQ" target="_blank" rel="noopener noreferrer nofollow"><span>acquires horoscope app Co-Star</span></a></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hLzz5eV4rk434r2sOe756D6JZr__V0CyDDf0eYV50bp1B1bRZxX5FoSIjw2c09Slg6BE8-ysAvjLHSh_y2GrXvEmDjMM-wX7fgCJsNIgm0PCnJwohubnxLL-2V3Shuq8yeJNaq-215j5iELfMVZS8xSWB_nC9k5ui6Ry2tNH1WO-xg8UtsV9du1m455mmJKKQVh_mGCHQzmY9alaunNvjIJMUcePYT7xd-Ie4GAZdsddQcDNQeQQ2Bj4Pfl6Ztv4RBTSmVpfgMqGAiYdyduqWH0/4so/LQ67lTdZTECuictMqOfFQg/h34/h001.vdqjBtc36CNx6lWkYwUaOYpC4nwmqxLBeC_y0rkB1RQ" target="_blank" rel="noopener noreferrer nofollow"><span>Runway Agent</span></a>: The video platform's agent now offers a workflow tool for building, running or editing node-based workflows through natural language. </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/u001.7zYFXt5AA3Px2NyJbPz6hLzH7N1ikd22N9oHg_MQSdkT2zODrsQr_yH2Q1H3-b8CGKwNHubcNm8AW3d8v4XqRK5ruGZQGrB1AMZsEInRz-ClSIm3ZIImVLoMl86XbrEei81agFwAlju4xe0wWNSNKs8wUGkwWCcEdLxKv9nlTFLJH2CXSK9ksYetDaBtFClaLUerZbug0dm9u930CxC6kydnBvbu6ZSgXV9IGo5nABacSufEgd2ND5TtSk3UjjaCkGZlccEi5Pq7oytjz0laHq6GdXpN8yo7oUz5iilIDb4/4so/LQ67lTdZTECuictMqOfFQg/h35/h001.RbuUVzO9MgO91UaRzmdvLf8-FLLkH9QE4yZeH7VazWM" target="_blank" rel="noopener noreferrer nofollow"><span>Canva Code 2.0</span></a>: Users can create and edit interactive websites through Canva, as well as import HTML, match their brand, and swap in visuals from their library. </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.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6Hs5_PFJpvlmNAgY03StlmumDUu1Jck5B4kcp9KDDOW72Z2DpwEFPtatXXoXenWPCcySFbV4JmGZB-PasIc8htrzl-MWh3Cwr3EldYKrShhUgymXjde8GPe-KWLY30wxT50s9XMZXsN95yTZpWv_jxJS17C4IrYxyKO7e5Jb56fOPmyictN4BM87OyAt6iFObJjdGMADYEue3CNHA72IYtZaSrpP-Sr4eTUuvAM_iCqKhNAxair1GeXL93fzuUH_fc7QMyVdfOcISZKkSh8Fam_0Rm5e106I4m3_SHyXd7eSvQ/4so/LQ67lTdZTECuictMqOfFQg/h36/h001.aOGavscJWkEN0BvtapFgWRqo0saSNLJwEhIwo7HQQzg" target="_blank" rel="noopener noreferrer nofollow"><span>Meta Seller</span></a>: Meta launched a free standalone app version of Facebook Marketplace. </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/u001.7zYFXt5AA3Px2NyJbPz6hAnSP3rONbptCNwU9Z3gO6lJDlsbXrbVUe1niQqJX0NkK728qBtyxLTh-lmhk9E3MiMRGKKiX4p3z9v9AY7WNuJ_6-3Ysx0xP3OPFjBhMib4ailKbmdlUjRgPVEmXZbHT6Ja5MqZg-UX_Egmf1hI1Su7yWSxaXbroIGIgP3CJCFejkUlvXmbstqwzPoMhZ5VkNNHxr287eQGVHdd2mIupK7MZLzrrOkKGIWNjojFcQIgVkua6Z7BYhcJWDgMwvo5d-oG1EN0jZP5ucAIBFWw1VU/4so/LQ67lTdZTECuictMqOfFQg/h37/h001.Rj0QdLmPIXD5bETtlDrZJahVo8um8En7El9ONt6zoWA" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT Work agent</span></a>: can now use websites that require you to sign in </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-w1qZST6l0M48sKI8DOnjTQt5wyM2jQn6I8C3j9thOU5naYcf0oIWfAX-Hvm3DRR_VinlvfLFowC-24vodUvTVWxM5JTJcZD0KK4pSX-r9tzH4yB1OY2ZCDNLBTrY-f-c-CgGM8450-03CZvPrIMap4EGWgRuacZLYM5RqQtF0mv9ftWHTDd4zfXvHeLnqlQGs_0y7seFwLCyqyNfr9bo8biKo5QZcgLi-HMvi3j6U2N19eqaaUQpqwpp4CCG7iEppgLlbf700qwcwAtLh-VbTY/4so/LQ67lTdZTECuictMqOfFQg/h38/h001.o3UHZRPJ0NI56W0c9Jbg1-cWGdadXlgIVxvoOo7d3fc" target="_blank" rel="noopener noreferrer nofollow"><span>Google DeepMind</span></a>: Research Engineer, Human Understanding </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.gKxW2KpP8aPe_QMyOQduoiysM2FK5hspzeCuUyeko5rAn9JT0jQliwf-Tt45cFG_Yp0QGeJ-sA2P5jNcPzIHgESN12g8TRsLrBc6ptfmj5gXff7bZ1BAXM1sB--0PkzjAcMEod0jAiGLu2J9e5tzCktGMaD-iMMiMOfyRhjeRshihuHfr5-bpDXl3RyZOp756-Pj9mlqhEuF-AHYo0A1S7PDYrdUiT8tt_ha7wJVFC7henZxxvyz4nfuReWI-WrzBaAJ1HoN_vaBhjZPIKVamRMxCsGhwfEyXaxwN1pAwlsR7CvSsqw2XqLRsQmBOge8/4so/LQ67lTdZTECuictMqOfFQg/h39/h001.VnffW8-Lm6-gcWd4AoB-A394kOBM7TwQgZrKDZlhjb8" target="_blank" rel="noopener noreferrer nofollow"><span>Deloitte</span></a>: Agentic Capability AI and Data Science Engineer </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFAzS5CMsQi8lHgwPE0a5TZ5Y1kuucM0pFRG9WMhXNQOXnki37exj_BPnzfbeS5yocdDA07qAkg_qJ1Cx4kiWC-ETc7B3R896MIAX3_rbWlzjUOb-T44r7MvKfvfrpFJlyTeNEAA2bgT2rf0GeZdt6C-EkuQrL4yfBJ-q3tq_NWgftUB1UIFpy2y4RFzoWTEcANzcyllQfN-ZS5Rja3w4-SfOqVPSwRLERChcoCpl0c0yqeTl0HWGoeOPrbZuGNssqZk5thwK6a4uHBP7ZPyF1G0sYlvoPC4VHtaq93AL2y1/4so/LQ67lTdZTECuictMqOfFQg/h40/h001.5meNaP83g3oSagh9AgGjOD-f0cXnCmrBngW-6rpvNao" target="_blank" rel="noopener noreferrer nofollow"><span>Accenture</span></a>: Google Agentic AI Delivery Senior Engineer </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGL1na3kjVR9IdRJTBf4j0ZQzs_q-ij7RaqfKlOXjALJbID8YIJPOSOB4wGYu24Gh6r3_gy_teJvtx71pVV0ZmMdT_hL3ZKJkULaijYvWddoZL2DL2pgNTfkEL1k8RfbToszJvxOmuNonXBXaNH4Vdh0xj5ayNHRr6SZE60aXCvqjpN6OgQCI4QxnMOlK2kMIemj13h-GnhAj_AuruLs4oWx3BoleAh9kicKqJPkXxTCnV5uj5BqvH9vRbC9aMcI_ykfAtLkVT-EJUGADOQyZz20yy_wOOkjEg0zd8AmeartSUJhcY2mgT-De1oiJ9S0A802RPDJli9E-887OfVis3xG_Yf6kZyzQCcXIUZz9J2Wk/4so/LQ67lTdZTECuictMqOfFQg/h41/h001.KT6CPM1_xgBxaQ4ylhoxUAT2S2vg9vsIz1dohhN5fsY" target="_blank" rel="noopener noreferrer nofollow"><span>EY</span></a>: Forward Deployed AI Engineer - Associate Director </p></li></ul></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GAMES</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/4c864cf2-9a01-4773-a29c-f1903b52de20/AI_or_Not_-_TDV_-_2026.07.23__1_.png?t=1785093897" 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-GuAtwimuq08hFrPBRr2glrKHHTefGzx7H7fg8Z_Wm3D4IKfA82-gBpQH69bwec997Pq4g7BttFP_Qzq09S0B5ZYY3qM0ROQ-9FEvllRvYiNlG6LTohEqKUWUwzYQpREWrINr1aSK1xn5ZOseawfFDrcxjX1eTaho4gETAlriw0Jc9yycEZYftvrf61pV-ss5DG-Oqiilgnzll-AFDyDArlncnCiwTHNfXhxK_fjOX5DpqZFNQUMJ7vCUzfzeWfBvvA9TNNcVBdnGbV6Gfk2pSKAGZqaCwrKdXqcm12X5_W_AoUAXyuJjZh6LePvEUZf8ncIB4kG9jc4ti_7LEdnHB-HxPVrnr2nk-dUjG9mOn0-V6qJ4dGJm9j-L6i3YqYbS327nvCU-pP_b2emUIblO5TTTwG-VrfOl9uMFlz0wqRR9iLIjfeznH0EZu2CYMntypnTdwby9WH2YBWpC8CpYqhTcUjKdEH1cvaiS2oPlOHwuILNmogFiH8Rcq4VtPUdtr517-g9p9l2muluAdWyuE8ChEL-kzoC69wOnod-9JHTUuoRC6EYiXR60_R_6L8hUVzD5-xPGl7uA7Mc9iMlDlWJJ-iiu7wC5PcJ3QVFnOTMPoryOJhSEktYNLBJoqNzM3hdqXmj-qCt6h0RkvuaEEckYpBnPCl9uTf564UQCt83eTrCrgCWOV0vdbopiDEO63mYqKjKXXVcfQhc9l0OOpeMWuiRhdjMc-bMCETgtA5N_TR9QgUUovYDmhP8MGGyH4qAhNNFoKdnP9_Mkmt6I0-qxpKg-xV1TjMRLEIY3zWA71GmiHw-EjoDp2glWUXwz3tIdvHuHbVbbd6jMw38SOJ127S0cQUVLvgOadQMrkdf1-7wznRw8lIyqCdKnUbGQ7lxfzPBljz-Eww6UFmeM3DGpGQwEiolQ/4so/LQ67lTdZTECuictMqOfFQg/h42/h001.7O4qjwXxYQc7x0aB6LuFnAxK9LFNt07l6YizVcPP3gc">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_8lf7SI4pHFATLxi6j9u60Cju7jkxHvvhpMOsJ_JkAIN5tnmMygC2skmuIb7KhU_84KTLl1t0k6fe4AB5GxMLcKmAOkLvRLP4Zi902ikThwBKHQK8s42Pp-NuIaOWi2_LF4dSyfzOkeZq3K7FPPF74BHJWoBSEiQm-sV3515tHgGD1nB0FvAgjn02uIg_xEW--d99n3cncBAnae1AbwyFOot-ehbYazcggUYrN9rhRyHOaTYI0FQvYHpiFUujMwLlVvtAM5yYkJyPAGkoM_zTmVR6JEWhFQRyJMonGm_g9HpyZKOxKToHCL51SNItElzsIrRuyvmSxapBBFNKU_ELQshCUZV5XL9tkXWrbfUzlyfADMFhraPfTqw0Qoc4yu-oIPxsGygJFAtXhP1qiS5bScHBl_96tK28N3q15Hlh--bckB8QNV8qq39g7xjyPfD4a1M5YMbPRrjZJzPd9yvrkWWjvvBv9Y9Luvw8mlCNDxCnWrgqM4nd-Ddug9ji4vs80Fw5Xqi-Spa_mUW0X-B2m0T10nviY5E-5ttzm8a22PyhIMeQI3YTtl1mE9xHd3H5Jz4sz-LiwLDzPVmvaXTxT24fUeYTOjo9F4pQqW7EY6mSoxKpGKpr0a33VEa1Z0HPd3TiXcIxd4E-gbWRY_uPW6i-DOq3prtpYB3H4f4q7c5Tqz9wOM-SKt9_DwMeDSCnvl-stsZTVpI1C_RWm0ohPQ8j8l1nyu4rTUoAK_Ou5N9xdEvyzbrnJZyMGJvEh3SGXstsY7nseNplGxaottEYf8Y4Hc1MEH0Ux5I8O659arQp7sSPo1JPFMYNTCTuGJZH1S7ijPOjuUVBvqU5UQN0lmsiwIcJ4K-_OF48XfjCbME94qO0WRGh0EhVBceoQLAAo-msaLaxTjzGw/4so/LQ67lTdZTECuictMqOfFQg/h43/h001.0U1XYsDhiF44qt9m4S3BNGs2Mm3OnQRBuL_vn5OjM9I">Option B</a></span></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:rgb(55, 109, 252);font-family:"DM Sans", Lato, Montserrat, sans-serif;font-size:16px;font-weight:400;">A QUICK POLL BEFORE YOU GO</span></p></td></tr><tr><td class="e" align="left" valign="top" style="padding:15px 15px 10px;"><h3 style="">Do you think tech giants' spending on AI compute will pay off?</h3></td></tr><tr><td class="ee e " style="padding:0px 15px 15px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYU5tiOb8Dn_EkdtOLg4-Qg6YIAmySmMhVwRfgwtbQemDI3wPcsIm9wan2hvngxi3AbuCYrA8ANR5xs49nTNWTNNJsuaZMf7ZZYwFuboelfQ7MZlbH1ltzDLG1AJmV_5BAVmPpCGDCyKnMhoukOLCkuyxeLLF90WGQLUoLHfNYjRxd1964rRnqD5wYExbywg8a39dHUn4ZwK4g9Kyein6HxroPHZAyDTfWHTpMjgfLtVJ00kdNDhF5Dofihy7XdAHe2VIJajjEuZFCnuiHo-ktUNqPDS19RjA3UzHuzGV6v_MEl3IrwcqTr5le4jNHR9W_xnkMxReEZcZ2qB7O_PsqZ2IW-Y0heZgOJ1Lp09tJuQtsnSYqgYGvUD9PM6m43w9hN1R_AEuLsn1EVX4oUmHg7HuCq9hkk6Wqag_tR4eZk5wGaYLTLvCIXsX1nb41uKjAQIbHbwcIQ6xiMvw02fV9itFGXOpAD4_Xt_cwHb91oSBaBVJF7Ca5MofIUrudtXq9744MYAagOqa2rTxVtEC548f3_QScD8_ZM8WIkB5hW9Eeqqjh62GEbPr5VGsonMGwMhR9toG49JgfTESRKezN-Cg5QPFrJM2B8BbeiI4zdT69yXkeI2JiAHk4NLj79VNyMSWegpwBIRhsRPFjak76E1FXNt07c6v1i8fdtCSjA2nzIgc5gCfAExEXR3xnE7i4hqdQoX-OE_maq5psl-OXe-6hARoYXbgb02zAORq42b8-591qapkWOKbW8NTgDLpfbBFTSaTrqu7x5V6YlfZJko_SIZqhYyJzV-tKjZ8krS_nEFoczHVkBbKPZ1YYRHZOEK36hgKWWOGbd_oRYjSgemprOvns537ytwwNJylkDmnGfpYetBvAXHcKn6Wgw3u8oTTfVs7pGxmg0-ZZNG4go1ZZuYhEuimUzUZzweEpzeTnWpX7J0v2Lh29RjVRSyzp2S8Xa2KD2MocqkZTRhvhI3HzwpwqC_rqF-ODoP4IZcpMNCe1D9EML9jQMClokindA/4so/LQ67lTdZTECuictMqOfFQg/h44/h001.WnNCFgUszNbr_3DwI7UvU2QCb7zyW9pZnw-frdL50bE"><p style="font-size:14px;color:inherit;"> Yes </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYU5tiOb8Dn_EkdtOLg4-Qg6YIAmySmMhVwRfgwtbQemDI3wPcsIm9wan2hvngxi3AbuCYrA8ANR5xs49nTNWTNNwvnRvDkVu7kEIUdkK1a8h0AsoHZcIQrmMdgcR-B256yjEqABIKuAOURgdZOBumCQrH0U7_8iUxQeiRBMt0w22xDA0aFzFvbw8kKskupKl3rMf0PfmSWDmzMKZzD2c0fk8Mn5UA_r_rygLFMWVCVK_8ILmSkcE_2DWV-6CG6KcRkURV-tyuTFeTz043HcS5T06lO6RMHrA606gFre4EvTaXO9gjWG_xAvTYehngnxy07i4s2rMg3vc78JktgI4HXn1Iojm2YOtLKsapNVetorfELFnlaR2nIfB3VZF0izXusahivBk9LN0DmzkwgR7KIUlT33sjz5AcVnJREUSNfDCZcUKuvl3Z8STHlWP3steGNF0V8vAI5k2o4ysgmQyOzF9raqH_dKI8-pCkA1psruugyem2hjvoA8q4k8dBToCh3DHRCHKTEPlpsZnbOJ0XYnzdknVQINEOlC0OdLVLkx4z0nBBsOrP5eNReOTMLaUtuTtdWg9eKN3zDqgEokxYg3VaQelHSF4LuMnsztSWhp6iJDQGUxNa6cuhYzbZc7VQPncD0Q8VEFXJ_FU2ae7wlenFV-w2yUT4aZyNlIbAAWrAkJE3VA-oV1faIHd7myGb8QFHXLPp0hkxRFRgSZeAhs6TW-ZSBV1d7Xds5HFq_nMh3TCegLSP-MTcmS1zxxHDRxdpF2sMfo97FLNIp8RaW7jcZ6i44nQIsk_Q4Cf5bnm2Au5Y0Aovm9WzCXkyTnZF5zgdU0sMvAFCca7oXMF8WUqvd6SN45Fvgf0z_lNLoGCqGA1qE4WqzShYXLyhYR5T0F6r2jlRe01RsEEUa779_SltyInZ8Hfkn3VyqfFxrkPYHWy3304jhUuTUEuWb3_cm3G0zfiB8oL8lCr7lyh6kTynwwufb3OqdRuPlH-_wj_ovZXpOoH_8cD02xqgAmLjc/4so/LQ67lTdZTECuictMqOfFQg/h45/h001.wqwWH8A-vu9MqWg0iX4rxma_dKXYszU1dJrw4T-dOT0"><p style="font-size:14px;color:inherit;"> Somewhat </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYU5tiOb8Dn_EkdtOLg4-Qg6YIAmySmMhVwRfgwtbQemDI3wPcsIm9wan2hvngxi3AbuCYrA8ANR5xs49nTNWTNNlE5enhqB1-hMTqXlYsO2jkk7wBQgfFAwI1eNP7JvmE5SAVe8d9W0BbrDn0a-RJUJYRGtRo54pTAYWYKUku7vaZgrxbqrz7VlJReAnk-5V9IAMcCQ0oV4_BHzKWLBpiF9V0j0FXYFVdjwdXbHwp0LgWm6cXfo6NNDAzwf_NJHExUdYs81-uB0FY5r71fH9PCkA6gRr0NwbUI6Y8H1HSISzanjBjHu4zu5Gh53rePtBerSkUqdplKXeCGBWIGLkYUu7Czo4c2ID7EYRlyyZ0wr0e5kkmf2RJsypYxGbzpq_gqxMD9o1REw7028j9KNFaRLbO0r-kfIUAY65iLrFOhGqYo_wx0B-BPKBdwLOYuvh0639ZeZSmsEtQ9gy4QxCIA4l--bFtIwTnqR-G6gpXooTa9L7nv2tzcK_zXfv0J3g21703eMSD_rVcx7ZUhiAu6-hdQMZAy5NvmkhS5SNzSxFBDgYVeMVuvycjWMz19o9-3q7h00UaIuR7wWEBG-VcYffbcmtVPVB-Kthd9Q8CA1aft28_mQNcqWCY5cvmMS8Ftaw0rloyYV64kZ6341a2OSneahJFaCmqbGy0nymqVmd6Y3xrT1sjK3rQe4cnIpVfgDnnnDFEtwNrxNTzg-s5aUJ7DLrcnQvFB-GJE1RXBPJ7rkApjLXtpdrpX89sTDWmcbaQA8P-NOQt4J1FX90nb6zf_yzBcUhPmFr5CFdc2nf9YSzfcGQnIaVctM0QntbbQL7uO39LqnonBPqS0Jqx0vbXg2MM4uH3IyP4qtloB0eW6rPdiQuqI2I7GBBXSAZGfKZjXk4goYxuheCN0NTG8VXcgIa_d2caEgb6qGV79Unq6ITArXN_1NjT3goG5CZ0DALotrJ085sbKuX4Oj_0a0T6ujuPZEsUrwTxY7hqi9nqwviAd67tUOBTcA2GNLsaU/4so/LQ67lTdZTECuictMqOfFQg/h46/h001.MocqRned8zcIZczfvLJVqGjsWf0YMrKb56_MsE8taRs"><p style="font-size:14px;color:inherit;"> No </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYU5tiOb8Dn_EkdtOLg4-Qg6YIAmySmMhVwRfgwtbQemDI3wPcsIm9wan2hvngxi3AbuCYrA8ANR5xs49nTNWTNNSGisPqmmCKvsWY17V47JQIqJ1xbnG0PHNlSX68IL9SRSUhb6Rh1CHhNTPUk2iAN1e6YT-1Bo90cUz3VMF7WiMqOCrORuvFVscqBJO0FsWj9GCmsiQPCPyLnEmFIzJo3jKUIvgkZtKuEGnWGsBIBeNxOi58Z51BrCwzsbwBOSbbuKPgWqP6_3YZiBZywqBJ_K-Bwa85XZW_mKMLP0xJ-MUvp93J0Hs1D-LBRGEDTQtRdA_Oj0t1xXZTKy-wAL-ak-gcO_O7NCpCsmZp2294EZHriTXSeVE6sptgeXQNLKAYDOi0J1ODH46Ou_B_99cKxe7QhAclYNnozxI59CyU5RHlaMgLAJRBDy-4EG9OXzmbIJHp1u_IGTd7Sm9SXzPGyrQIlwQBLu6d61oPyrfIC3gacu305WKkZ_BVo7e21vCYZTdozwqvqOwAcUFycPuBK4KgHQ1DZhxOwV4nhmaTGpBADX9c0jGMI9jo0FFSAlv7sdM5QCzHBTsh1lVLvkfYE_WNkU7DdKsfAB6oZlxTgf4DS9flRT6U8i_NJsPlIWZaUZSuBFWotYwKiuac_hSbsdMu0GYxxUWsl_QYsTDkHntOPrLpwASjmxFWvBY__Ei07K2EaGxJC8xRlI0QOuNzSo-Yhg8pDUabSyAscfLyVKpwodAQblsTrERjr6TsYuFpWznI2pcEDcpSohd_n400dEqPpx9fF2iq51N5uOMWxe2RmYldL4-eYz8ua4pX_jq2Gdql9I9aJmq78V5wN5n69tyO_7C_DsPEIbZsCfXZffCmHkYE-cKHWx5quYfCYR7AILA6BpaJwNYVU9S2NBdX87yoBo_e3Kh5WKko4Zsgycc331CxPseCVH7ZjbGl7O0FuAcn09rhtzCJF8BslmevdnfM9jXnrVThQevAXSxsnzaR3-F6k4xCNvXTx892VLhmo/4so/LQ67lTdZTECuictMqOfFQg/h47/h001.xc7Pdlzjrbzd4W_SyIg9n3Xz70zXtn62p6lp6w3bm3E"><p style="font-size:14px;color:inherit;"> Other (Tell us more!) </p></a></td></tr></table></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/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" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVkkjo0YuBhfsBnJ5J4f_pvpM0j5L516OpUWfYUUnOIWSXNhH6006ImwUbazjfFSle-6umBMNc7EFuV2gg-W_0AiGpDv-2XUUz4clmWdZcDDctrRIMAjroRcH7yitBQTmVDpfSotXtwsBcuynuYKlB6B4jr3kzZbDisA_YLtIdlnvDy82G0JFynM06l5eVUFKL6Jz_p18UqToB2JLzdo51pRZNdDo1LTHVLlQneFxZaSdiubfQdJ0riBz3irrDTC4AZdCWX11pgQRuFGsO6lc5pbqtOW7GWEw0OuNA5Gnpg4w/4so/LQ67lTdZTECuictMqOfFQg/h48/h001.BC5bquBmjwGxbBgpwJMc_Ny13Hgk-DD5FjIVUmExkB8" 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/a7a48b61-f8c9-4365-a8dd-22ce7ab94c8f/Real.png?t=1785093374" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVkkjo0YuBhfsBnJ5J4f_pvpM0j5L516OpUWfYUUnOIWSXNhH6006ImwUbazjfFSle-6umBMNc7EFuV2gg-W_0AiGpDv-2XUUz4clmWdZcDDctrRIMAjroRcH7yitBQTmVDpfSotXtwsBcuynuYKlB6B4jr3kzZbDisA_YLtIdlnvDy82G0JFynM06l5eVUFKL6Jz_p18UqToB2JLzdo51pRZNdDo1LTHVLlQneFxZaSWSF07InRjdpi8O1I4fKlgRAFTrVv-4SZYc0IEUIq3WwHgdu6var1vCOtDY4AQrHnw/4so/LQ67lTdZTECuictMqOfFQg/h49/h001.JGDO2fLw-11Wc6GoaqWia_wqxcl3PWxg-KcYLwZe6DU" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqVkkjo0YuBhfsBnJ5J4f_pvpM0j5L516OpUWfYUUnOIWSXNhH6006ImwUbazjfFSle-6umBMNc7EFuV2gg-W_0AiGpDv-2XUUz4clmWdZcDDctrRIMAjroRcH7yitBQTmVDpfSotXtwsBcuynuYKlB6B4jr3kzZbDisA_YLtIdlnvDy82G0JFynM06l5eVUFKL6Jz_p18UqToB2JLzdo51pRZNdDo1LTHVLlQneFxZaSUgX0JQuWJhvV3da3BfgJQgHY9m1hTxArrC_3thLBFu-vH_yF-8UMjVeZqru92mZSg/4so/LQ67lTdZTECuictMqOfFQg/h50/h001.cL2K06uu636TN1AXsj8mEkKSdoC5FXRNK4EefjQRfK8" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “The water is not clear, and the colors are more real.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“The water splash looked more realistic than entirely calm water.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“The image contains other random people on the rock, so it looked likely more realistic.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:rgb(255, 255, 255);">“The giveaway was the people trying to balance on the rocks and of course the questionable backflip attempted.” </span></p></td></tr></tbody></table></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Ok13MQ2sftVjNqsdsli4Pu92TpmnKMYToD5JQTKe5Dsv1K3puwuVFYOc8ZoUrFHMoG7YMpsEtB7Tj4RPhBuvcJKA0DzIj30-Xq31W9r35dLwNur3ltZOF_WlX62rRZ_r3SZNErOJQbFYTHt6_1TfP4Gxs0KgEdpTSWuvdOeH7YqwSu-DMdUgH5Wnrw8_wXW3pTKLA-SXsh3J6sjNzkbHixzuBmUHTZ0Qdvz3pzu1biArznB_Vk-sngqIAN5wXOeacE/4so/LQ67lTdZTECuictMqOfFQg/h51/h001.fCs-DhKe8pE1Ymm9uUyI3auv2iWW4-UHW9RFsPptdmk" 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/a203e4c0-d23b-4958-a32f-f123641732e0/Fake.png?t=1785093422" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><a href="https://elink983.thedeepview.co/ss/c/u001.8tm-lavloxZbk7LH_fkTGH2M10dfrhzpV-xamfuX9Ok13MQ2sftVjNqsdsli4Pu92TpmnKMYToD5JQTKe5Dsv1K3puwuVFYOc8ZoUrFHMoG7YMpsEtB7Tj4RPhBuvcJKA0DzIj30-Xq31W9r35dLwNur3ltZOF_WlX62rRZ_r3SZNErOJQbFYTHt6_1TfP4Gxs0KgEdpTSWuvdOeH7YqwSu-DMdUgH5Wnrw8_wXW3pSeE1pqcm6yNiZqL4nFaJTvGn98GJC2UsrGC3QEX5YEY26L70_zBxgUhpKzwvrYCA4/4so/LQ67lTdZTECuictMqOfFQg/h52/h001.19Nvl49OsOzYN76sDQESN9u7cqjjSmWFSez8nWOMs1I" 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-xamfuX9Ok13MQ2sftVjNqsdsli4Pu92TpmnKMYToD5JQTKe5Dsv1K3puwuVFYOc8ZoUrFHMoG7YMpsEtB7Tj4RPhBuvcJKA0DzIj30-Xq31W9r35dLwNur3ltZOF_WlX62rRZ_r3SZNErOJQbFYTHt6_1TfP4Gxs0KgEdpTSWuvdOeH7YqwSu-DMdUgH5Wnrw8_wXW3pSKCxrt5F0aIBB7zaaOKvrWqFeJ1GJ3qZ0vuBfqGVVy5YmrQxZRLGFNqfScWee4DEI/4so/LQ67lTdZTECuictMqOfFQg/h53/h001.IX5h9g_uBU6-gFDzgVf4j-UtomY6SIaSBIsjwKLd-IA" 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%;"> “Each figure in [this image] looks like the same guy, and the water color looks unnatural.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:rgb(255, 255, 255);">“In [this image], you could see the rocks on the bottom, but couldn't tell what the depth of the water was. Therefore, not likely someone would choose to dive into an unknown depth. Also the rock formation didn't look quite right.</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>“The sea floor is too clear and defined for a photo that high” </p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" 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**Welcome back.** IBM chief scientist Ruchir Puri argues that today's models have to learn how to recognize uncertainty before they can become fully reliable and useful. Meanwhile, OpenAI’s once-alarming data center bets look increasingly strategic as agents drive demand for compute and rivals scramble to secure capacity. Anthropic’s new Opus 5 reflects the same pressure from another angle, delivering stronger performance at lower cost while making Claude’s model lineup even more confusing to navigate. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. Claude gets more frugal and confusing with Opus 5
## 2. Why OpenAI's compute spree now looks prescient
## 3. Why AI’s next leap depends on its limits
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PRODUCTS
# Claude Opus 5 joins race for AI token savings
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Follow image link: (https://www.thedeepview.com/articles/claude-gets-more-frugal-and-confusing-with-opus-5)
Caption:
When it comes to its latest AI models, Anthropic is scaling confusion.
On Friday, Claude officially got its fifth-generation Opus model. And while the best news is that it's half the cost of Fable, the bad news is that users are likely to be even more confused about which Claude models they should use.
Anthropic says that Opus 5 is a "proactive" model that comes close to Fable 5's frontier intelligence.
* The model hit state-of-the-art performance on coding and knowledge work evaluations, but still lags behind Mythos 5 on cybersecurity (but then again, what model doesn't).
* The model provides a significant jump in performance from its predecessor, Opus 4.8, which it released in late May. Opus 5 is also much stronger at verifying its work and iterating until success.
* Opus 5, however, has the same price tag as its previous generation: $5 per million input tokens and $25 per million output tokens. It's still on the expensive side, since it costs virtually the same as OpenAI's top-tier model GPT-5.6 ($5/$30 per million) and over twice as expensive as similar models from Google Gemini and xAI's Grok.
Tweet: (https://twitter.com/bcherny/status/2080713091688583312)
Early testing by companies like Cognition, Cursor, Lovable, Zapier, Box and more found that the model outperformed competitors on things like analytical work, agentic coding tasks and debugging. Sualeh Asif, co-founder of Cursor, said in a statement that Opus 5 delivered "near Fable 5 intelligence at Opus speed and cost," offering many of the same behaviors.
Additionally, Anthropic said Fable 5 is its most aligned model to date, adhering to Claude's constitution better than Opus 4.8, Sonnet 5, or Fable 5, with the lowest rates of deception and the least susceptibility to being fooled into misuse. In other words, Anthropic is making the case for Opus 5 as its safest model.
It also makes sense that Anthropic is targeting cost and efficiency with Opus 5. AI costs have become a major 2026 pain point for enterprises. Offering ways to trim token budgets has come sharply into focus for tech giants like Microsoft, Uber, Nebius and Databricks as the tokenmaxxing fad has sputtered out in favor of efficiency.
However, a cheaper and more efficient model may be in Anthropic's favor, too, as the company has struggled to find the compute needed to run its ultrapowerful Fable 5, tapering access by only making it available to Max and Team Premium users, and for only 50% of standard weekly usage limits.
This adds to the already confusing question of which Claude model to use. Opus used to be Anthropic's flagship tier for Claude models, representing the most powerful and most expensive performance for the hardest questions and tasks. Then came Sonnet, the workhorse with a mix of power and speed, and then Haiku for quickness and cost savings. Mythos emerged as an extra-high tier of performance, especially focused on cyber capabilities. But then it turned out to be a little too powerful and dangerous, and so Anthropic made Fable, which is basically Mythos with the cybersecurity and biological capabilities removed. All of this makes it harder to sort out which model to use, and all of the Mythos/Fable hype has made Opus feel like a mix of Sonnet and Haiku.
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There are multiple benefits to figuring out how to serve up cheaper models. Along with the fact that everyone is cutting costs, Anthropic has been making deal after deal to try and secure the data center capacity it needs to run its compute-hungry Mythos and Fable models as it plays catch-up to rival OpenAI, which has been making big data center bets for the past two years. However, the bigger reason to undercut competitors on cost while keeping performance high is that eventually, cost may become the key differentiator as these models commoditize. Though the major AI labs are currently trying to position their models as distinctly better than one another, cost is likely to become a more important factor than performance, especially as these models leapfrog one another with incremental updates. Remember that there's still a huge capability overhang that separates what the models can do and what most people are using them for.
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Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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--------------------
TOGETHER WITH CHECKSUM
# Don't stop at CI/CD. Ship faster with continuous verification.
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Follow image link: (http://www.checksum.ai/lp/request-demo-r?utm_source=deepview&utm_medium=newsletter&utm_campaign=fy27-deepview&utm_content=)
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63% of engineering teams now ship code faster with AI. 72% have already had a production incident from AI-generated code. The bottleneck didn't disappear. It moved downstream.
[Checksum](http://www.checksum.ai/lp/request-demo-r?utm_source=deepview&utm_medium=newsletter&utm_campaign=fy27-deepview&utm_content=) is an AI-native continuous testing platform that auto-generates and self-heals your E2E test suite, runs inside your existing CI/CD pipeline, and keeps pace with the velocity you're already getting from AI coding agents.
Clearpoint Strategy saves $500k a year. Postilize ships 30% faster.
[Setup takes under 30 minutes.](http://www.checksum.ai/lp/request-demo-r?utm_source=deepview&utm_medium=newsletter&utm_campaign=fy27-deepview&utm_content=)
--------------------
MARKETS
# Why OpenAI's compute spree now looks prescient
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Follow image link: (https://www.thedeepview.com/articles/why-openai-s-compute-spree-now-looks-prescient)
Caption:
OpenAI is not afraid of a compute spending spree.
Last week, the Wall Street Journal reported that the company [expects to spend $750 billion](https://techcrunch.com/2026/07/22/openais-ai-spending-spree-has-ballooned-to-750b/) on AI infrastructure by 2030, a 25% increase from its estimates earlier this year. Also announced last week, OpenAI is planning [a 3.2 gigawatt data center](https://www.bloomberg.com/news/articles/2026-07-22/openai-plans-to-spend-over-30-billion-on-georgia-data-center) in Georgia with a price tag anywhere from $20 to $30 billion.
While these numbers may give sticker shock, let's not forget that this isn't the first time OpenAI has made massive commitments to building out data centers, such as its partnership with the $500 billion Stargate project. With [Stargate seemingly on ice](https://www.tomshardware.com/tech-industry/artificial-intelligence/stargate-ai-data-centers-for-openai-reportedly-delayed-by-squabbles-between-partners-sources-say-openai-oracle-and-softbank-disagreed-on-who-would-have-ultimate-control-of-the-planned-data-centers) and compute demand only ramping up further, OpenAI is finding new ways to fill the gap.
But OpenAI is not the only one vying for raw compute power. Rival Anthropic has sought out a handful of pricey deals, largely to lease compute from other tech giants, including SpaceX, Amazon, Microsoft, Google, and most recently, Meta and AMD.
Anthropic does, however, have some plans to [build out its own data centers](https://www.anthropic.com/news/anthropic-invests-50-billion-in-american-ai-infrastructure?via=geekflare&utm_source=chatgpt.com), including a $50 billion investment with Fluidstack to build facilities in Texas and New York. Still, comparatively, Anthropic has committed far less in constructing and owning AI infrastructure than OpenAI.
However, as both companies continue their heated race to develop and release highly-capable (and power hungry) models, coupled with the meteoric rise of token-burning agents, compute is at a premium. As Robert Bittencourt, head of thematic investing at Apollo Global, [said in a recent blog post](https://www.apollo.com/wealth/insights-news/insights/2026/06/growing-compute-shortage): "In a compute-constrained world, access itself becomes a competitive moat … What looked like an overreach only months ago increasingly looks like strategic foresight."
And with its recent string of deals, Anthropic may be playing catch-up. This is evidenced by the fact that Claude users often report [outages and hitting their rate limits](https://startupfortune.com/anthropic-resets-claude-code-usage-limits-again-after-a-rough-week-of-outages/) faster than they do with OpenAI. One of the results of being compute-constrained is that Anthropic has had to [taper access to its new flagship model](https://www.techtimes.com/articles/320905/20260718/claude-fable-5-ends-subscription-limbo-permanent-max-credits-only-pro.htm), Fable 5. It's only available to Max and Team Premium users, and for only 50% of standard weekly usage limits, which means users have to consciously limit how they use the model.
Still, even despite contrasting spending habits, a lot has to go right for either of these companies to be winning bets for investors, including finding substantial revenue growth that outpaces spending, J==eremy Roberts, senior director of research and content at Info-Tech Research Group, told The Deep View. ==
=="Ultimately, we will have to wait to review the companies’ financials as they proceed to their IPOs," said Roberts. "My speculative read is that both companies are struggling with profitability and taking on deeper and deeper commitments in an effort to win the compute race."==
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Caption:
Initially, the massive, trillion-dollar price tag that OpenAI committed to compute at one point raised all kinds of doubts and red flags about its future. However, now the company's valuation is scraping a trillion ahead of its IPO, and the industry is eating up every bit of compute that it can get its hands on. And with its primary rival making deal after deal to lease compute power, OpenAI's spending spree may have been the right call, while Anthropic may be kicking itself for taking the conservative approach to the AI infrastructure buildout. Additionally, owning the entire stack is an advantage in and of itself. OpenAI is embedding itself within every layer of a technology that it claims is on course to transform society. In this case, owning the literal power means owning figurative power, too.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867) [Nat Rubio-Licht]
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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--------------------
TOGETHER WITH CDATA
# Spending too much on Claude API calls?
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/61e16f57-ef0b-4523-b911-159a4f34dd14/NewsletterADEnterpriseClaudeWorkflow600x400.png?t=1784832417)
Follow image link: (https://www.cdata.com/blog/token-efficient-enterprise-claude-workflows?utm_source=tldr-ai&utm_medium=newsletter_0729&utm_campaign=26Q3_Token_Efficiency_Blog)
Caption:
It’s not necessarily a given, it might be how your data layer is set up.
We ran 56 live benchmark tests on a real enterprise query spanning Salesforce, Snowflake, and ServiceNow, and found that the right architecture cuts token usage by up to 97.6%, with per query cost dropping from $0.596 to $0.027 in some cases.
CData Connect AI makes that possible. Curious how?
[Check out the full breakdown →](https://www.cdata.com/blog/token-efficient-enterprise-claude-workflows?utm_source=tldr-ai&utm_medium=newsletter_0729&utm_campaign=26Q3_Token_Efficiency_Blog)
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RESEARCH
# Why AI must learn how to say 'I don’t know'
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Follow image link: (https://www.thedeepview.com/articles/why-ai-s-next-leap-depends-on-its-limits)
Caption:
AI systems almost always have an answer, even when they should say, “I don’t know.”
In this episode of The Deep View Conversations, host Sabrina Ortiz speaks with Ruchir Puri, chief scientist at IBM Research, about why uncertainty modeling may be AI’s most urgent technical challenge.
Youtube: Why AI must learn to say 'I don’t know' (https://www.youtube.com/watch?v=srSDOJUHMio)
Puri explains why today’s models struggle to recognize the limits of their own knowledge, how that failure contributes to hallucinations, and what researchers must solve before AI can become more reliable. He also explores the need for self-improving models, the enormous energy gap between artificial and human intelligence, and why the future of AI depends on doing more with less compute.
The conversation also covers:
* Why Puri predicted in 2020 that AI would transform software development
* How big data, GPUs, and transformer architectures created the current AI boom
* Why intelligence involves more than IQ
* The roles of emotional and relationship intelligence
* Why language models cannot capture the full complexity of the physical world
* How AI could help redesign software, quantum computing, and chip development
* Why Puri prefers "artificial useful intelligence" over AGI
Rather than chasing abstract definitions of general intelligence, Puri argues that the industry should focus on building AI that is useful, efficient, adaptable, and honest about what it does not know.
📺 [Watch on YouTube](https://www.youtube.com/watch?v=srSDOJUHMio)
🎧 [Listen in your favorite podcast player](https://tdv.transistor.fm/episodes/54-why-modeling-i-don-t-know-is-ais-most-urgent-problem-ruchir-puri)
[Subscribe to Deep View Conversations](https://tdv.transistor.fm/) for interviews with the leaders shaping the future of AI, business, and technology: [tdv.transitor.fm](https://tdv.transitor.fm)
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
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Caption:
* Z.AI's GLM 5.2 helped [stop OpenAI's Hugging Face cyberattack](https://www.cnbc.com/2026/07/24/chinese-ai-model-openai-cyber-attack.html)
* Lawsuit claims [ChatGPT told man not to seek help](https://www.bbc.com/news/articles/cwylp3nxp5yo) for pulmonary embolism
* Google research finds that [AI is not replacing workers, but assisting them](https://www.wsj.com/tech/ai/google-study-says-ai-is-helping-workers-not-replacing-them-4b7bba39)
* Intel sees [substantial growth as AI data centers](https://www.ft.com/content/48f0a410-daae-420b-93fc-216c3a2f1184?syn-25a6b1a6=1) fuel sales
* Jensen Huang donates [$75 million to Vanderbilt art school](https://fortune.com/2026/07/23/why-did-jensen-huang-donate-75-million-to-art-school-vanderbilt-university-san-francisco/)
* Midjourney [acquires horoscope app Co-Star](https://x.com/midjourney/status/2080671833322672148)
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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* [Runway Agent](https://x.com/runwayml/status/2080649234672439389): The video platform's agent now offers a workflow tool for building, running or editing node-based workflows through natural language.
* [Canva Code 2.0](https://x.com/CanvaEdu/status/2080428771879088590): Users can create and edit interactive websites through Canva, as well as import HTML, match their brand, and swap in visuals from their library.
* [Meta Seller](https://www.nytimes.com/2026/07/24/technology/meta-facebook-marketplace-seller.html): Meta launched a free standalone app version of Facebook Marketplace.
* [ChatGPT Work agent](https://x.com/OpenAIDevs/status/2080707685448847418?s=20): can now use websites that require you to sign in
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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* [Google DeepMind](https://job-boards.greenhouse.io/deepmind/jobs/7669433): Research Engineer, Human Understanding
* [Deloitte](https://apply.deloitte.com/en_US/careers/InviteToApply?jobId=358006): Agentic Capability AI and Data Science Engineer
* [Accenture](https://www.accenture.com/us-en/careers/jobdetails?id=R00336595_en): Google Agentic AI Delivery Senior Engineer
* [EY](https://careers.ey.com/ey/job/Hoboken-Forward-Deployed-AI-Engineer-Associate-Director-NJ-07030/1402971333/?feedId=353401): Forward Deployed AI Engineer - Associate Director
--------------------
GAMES
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116)
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4c864cf2-9a01-4773-a29c-f1903b52de20/AI_or_Not_-_TDV_-_2026.07.23__1_.png?t=1785093897)
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--------------------
A QUICK POLL BEFORE YOU GO
----------The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback.
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Thanks for reading today’s edition of The Deep View! We’ll see you in the next one.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242)
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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/a7a48b61-f8c9-4365-a8dd-22ce7ab94c8f/Real.png?t=1785093374)
Follow image link: (https://unsplash.com/photos/a-man-dives-from-a-cliff-into-the-turquoise-sea-RYdNYXc22jY)
Caption: [Link to the original](https://unsplash.com/photos/a-man-dives-from-a-cliff-into-the-turquoise-sea-RYdNYXc22jY)
“The water is not clear, and the colors are more real.”
“The water splash looked more realistic than entirely calm water.”
“The image contains other random people on the rock, so it looked likely more realistic.”
==“The giveaway was the people trying to balance on the rocks and of course the questionable backflip attempted.” ==
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a203e4c0-d23b-4958-a32f-f123641732e0/Fake.png?t=1785093422)
Follow image link: (https://chatgpt.com/s/m_6a62a0294ae88191a0e0dcea4ab36793)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a62a0294ae88191a0e0dcea4ab36793)
“Each figure in [this image] looks like the same guy, and the water color looks unnatural.”
==“In [this image], you could see the rocks on the bottom, but couldn't tell what the depth of the water was. Therefore, not likely someone would choose to dive into an unknown depth. Also the rock formation didn't look quite right.==
“The sea floor is too clear and defined for a photo that high”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268)
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Follow image link: (https://tdv.transistor.fm/)
Caption:
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a09d75bf-0585-4881-8e41-db84e8df85d0/Frame_1410104597.png?t=1765345268)
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If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us here.
GET IN TOUCH WITH US HERE (https://www.passionfroot.me/the-deep-view)
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