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⚙️ From risk blocker to innovation driver
Sat, 18 Jul 2026 12:34:52 GMT
⚙️ Anthropic, 1Password fix agent password problem
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Fri, 10 Jul 2026 12:39:44 GMT
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⚙️ ChatGPT just gave conversational AI a new boost
Thu, 09 Jul 2026 12:39:57 GMT
⚙️Why ex-Tesla scientist bet on robotics in Europe
Wed, 08 Jul 2026 12:40:58 GMT
⚙️ Anthropic token boom meets budget backlash
Tue, 07 Jul 2026 12:40:18 GMT
Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Tue, 07 Jul 2026 12:40:18 GMT
Subject: ⚙️ Anthropic token boom meets budget backlash
To: [email protected]
Date: Tue, 07 Jul 2026 12:40:18 GMT
Subject: ⚙️ Anthropic token boom meets budget backlash
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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: How Reddit uses AI to block 23 million spam views per day  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 07, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYXIGp5GweFjZLyuo8MVE6V2wfjNmMdHVjdD49BGK32LKTVx8yRBdlzBq-jRaSPCMmha8TYLV4WqOsAT_1DCXwr-16zxm7oaOLAUY-zebeeW4x6fuAJJjeRAY5nKhStNqjbe4HD4j8uYAWQxiPzi8CTYsWWHkRQE4oOvUWJY4F4c1LdJN0xQw2FNAnUoKFz5Ltl1upvjuWfY6sMXLsbEsRE37Gh7jwoDhuqU4WyJMJJmRAV6bKIdMU3LanzLMqFnO4s4xo0w-92f9Qbgn8H3wso1B9ZCU1Bc51XMMmLPzcLMGLukomEomP01-wU9Ci6IrGCUyKSTk8pyiScxNkOqtAKKVYsvOn2Bdd7RdvTrErVy7oKhJdCLZgrveQtybVLalOJmDM_b--L7skl8i5wsDd4YRvz8N2KksAyfaWhBNFJXmXT5AJudgyMlJ8aLa7e-hsUlybO-i5gE0jucDT2tF5l2Wio3eB_hWqeaAWP7D19LPxuBQg3u6Lckgip0noH2e_fLs-uIHjrUQtbCx5vNpW7qHPWTkGRGKxPwqu47QI7zdCwElOkfX-LPngJyB7J5-VGs5dp6Y6TKIe1RVopP1GAethtwDjDE_VMrBUubhG19QbMSVLCHzfj-tdYFp00Lj7MgroCgESFMLfJk3_8Ap5FrEeAZDzQLe_9JU9PcK3GxelD_BRoEzh4rWHODo9JpRbYwL6eHtM732cFnkuZ4y8wVukaorgO5iww41FAYWwU28QMMmq4G2RuacCtVHJaZriTuVUJRURlIGl9vdwIia1oz/4s4/nqSXMa6zQYSDQqD6GGATAw/h0/h001.a397EMExLcsGeHuUwrFXiZaJw8T3V_NZtB7dUktYrNo">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/4s4/nqSXMa6zQYSDQqD6GGATAw/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/aa996405-f842-4104-b95d-cfd843313865/BANNER__151_.jpg?t=1783415702" 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.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2x_9c5XVSrEvv96eLcqn4DXvTl0I_aTYTtyz9rt9B_zRoTpZ7RGlHWUjPVLtw3bJ2SuG8RdZb_xHvMihFOnu5NUY/4s4/nqSXMa6zQYSDQqD6GGATAw/h1/h001.6QSz6TD_Ju82WWfA3C7neoBo71bNDDYZwTBb96hsQlE" 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/8df310d1-a285-4781-a87a-75a50b39cba3/Together_W_Attio.png?t=1783015106" alt="" height="auto" width="325" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Welcome back.</b></span> AI’s cleanup cycle is getting messy. Reddit is now using AI to fight the AI slop flooding online communities, while it licenses those same conversations to train models. Illinois is showing how states can put real teeth behind AI safety, with independent audits and legal penalties for frontier labs that fall short. And Anthropic is moving from being the primary beneficiary of tokenmaxxing to being a cost-control partner for enterprises by adding new tools to help CFOs and CIOs rein in Claude spending. AI is scaling fast, but users, companies, and governments are demanding more control. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6Tpmdi9nkAMRUJr2iTFCYzcURJEavvN0r1MNEyk_fD3Q7sIA_keFfUPoc_-0xnadd0pkYZE7SgnI6IbeSD9KcvQlHWsjxand7szjc8RoUA9tSOAgAI6mqLAt5dXeXlC7s0QedVVFn997KgWL8MOLjWg4/4s4/nqSXMa6zQYSDQqD6GGATAw/h2/h001.s1AWmc4pjhRrSWEhoPBtT-T6OPVsqQp7t5payurcsBE" 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-anthropic-token-boom-meets-budget" 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> Anthropic token boom meets budget backlash</h2></td></tr><tr><td id="2-how-illinois-made-ai-safety-harde" 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> How Illinois made AI safety harder to dodge</h2></td></tr><tr><td id="3-reddit-turns-to-ai-for-content-cl" 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> Reddit turns to AI for content cleanup</h2></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;">ENTERPRISE</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 Anthropic bet on adult supervision for tokens</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-tcrxxztmZ0FQLI4KFJLjARH0di7Ic5h7yGGr5SFxMSuQ3b2iA8quHBAS6Zn_1lNwKMnx22Gtyi5RIEblmwSRg1wSRCFuqqiZc7yocW3XzFtnvGgC4IvpEPKHm1hU4cql715ajKSwi5ofOHoHjtYhhODX29jc0v0SU9bDWboQZg6Np6R4FHIpZpEL8tKiR5lE38c1DfA722WPMJBRbteb3ERPR9TwUcdzmx6WA1l97oRbk-fuCYkA_TO8M9x6DD0eYekcPNrJP-teX_zTtkf5czCYjgECjFBRDg3Ir8JUW_3RQFMA/4s4/nqSXMa6zQYSDQqD6GGATAw/h3/h001.MowtFLu7ROgsIv1sw-zF8qEFL7TTBvw3mh32I6Zho8c" 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/7d6bd2d4-e432-4f06-a257-86ac24551b23/tdv-claude-cost-controls.png?t=1783377589" 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%;"> Anthropic just launched adult-in-the-room controls for CFOs and CIOs freaking out about AI costs. </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%;"> Claude Enterprise has rolled out a trio of new features to help both organizations and employees track, monitor, and control token usage, ROI, and budget utilization. Since Anthropic has established itself as the preferred AI platform among US enterprises due to its focus on safety and privacy, this is a big deal. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> As a result of executives pressuring employees to adopt AI, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFa4B8DkD_B62At4w-tcrxxoUU0ewlYhQCfnObWGDgMxTM_gHhLHaEGJ6vCS8uX5aV2dlsxtXarDIPtdt5c3ow0xLc6jcfxylRH0ObOegtvOGFCyezbEB-0qw1wtPnmZr2WHIeMIpmKKBmqCEdMXfXWJx3uFUe2NmeMctSzD5qPuv17WBpsbD6aeiZ9436jLi1uD6b10VExG9JeOlvrqQ9_TohC3AIEoaujmddho0FEwRnWTEivWizFCWZNzWV-COPGwCb0FMORiSAnnnFBNEXLgmFmgfgY2eYBl8XTd8caEA/4s4/nqSXMa6zQYSDQqD6GGATAw/h4/h001.7SMFQpv6_I3YsZAHnMQW_Tn8i44ncAVIybiaW2NXBm4" target="_blank" rel="noopener noreferrer nofollow"><span>tokenmaxxing</span></a> dominated the first half of 2026, but the backlash has clearly begun as AI inference costs have run out of control, and organizations are now moving to rein in token spending. </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%;"> Uber was one of those companies that incentivized employees to use AI by launching internal leaderboards that ranked workers by how many AI tokens they used. And then the company <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.pVz9habVd8BuGO5KajRSpvdkL1eHv43VTw6DUXZmNmHsjZAclmjUa2om7ugm59-dzbxok6pvpYvuUQ_XNILqIWN5901x7awBUwW7ifPYhapWKguxPoaIF13hAaUFi7lrAP8qBWjrjgE655fNnTnRG_LQt3r529mIFpEE9IE4LFxNdWCUg0PNd8yJviJL-DTpdO2swUsdGiA4dhXDiEHRtij_Gxaxl4oz1-peggaPvseMMKxyzC_L_kkaEKpEvFmutS-x9nL8MmpbTIn-QK8SZZT4sbWg9HVFpwzxmrDJzua2pBTvcObEsRV8Lc5jRcD4/4s4/nqSXMa6zQYSDQqD6GGATAw/h5/h001.IzoKGUxEQr5fqP4Gk5Qm2HuNuetIr5mva5eCWEDSrws" target="_blank" rel="noopener noreferrer nofollow"><span>reportedly</span></a> burned through its annual AI budget in the first four months of the year. I've heard other CTOs and executives report similar challenges. </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%;"> "Every organization is super worried about the costs going through the roof," said Databricks CEO Ali Ghodsi last month at the Databricks Data + AI Summit. "It's completely unsustainable for the organizations out there… People's hair is on fire." </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 of course, a lot of these organizations are using Claude. New <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6lZHnVB1JnWtS6_-dXtlyBEwEnPezEhPWhNYrigDlSmlof6ybgcXbZjx7Q5VjdGPt9hpoKJFuo_Cc4qknxklBsl2CpL9TH0mIc8DLFZxXMPO1hv_DGnIo-UCPqZTuVd7Dz8p0bm0M8U_D0SVoX48nZlkgIMIjb5gXBAdHblsyIQ15Um9TkovMPWIt77FVO144mgSxTRYkx9HubvNNsymOA3_7jTa0NnjzbWCshFdynNzGQg2Elu4ReGUVqOw1v-K72A/4s4/nqSXMa6zQYSDQqD6GGATAw/h6/h001.KN4qO-g5GSPzCLd5fis6n98FPPU6VCG7utZd3h0rwsc" target="_blank" rel="noopener noreferrer nofollow"><span>Ramp data from July 6</span></a> shows that 77% of organizations that have adopted frontier LLMs use Anthropic models, up 40 percentage points in the past year. </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%;"> So it's not surprising that Anthropic is working to help organizations normalize their spending. The new features in Claude Enterprise to assist with this are: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Spend alerts</b></span>: Admins are now notified when the org reaches 75% and 90% of its usage limit, so they can raise the cap before everything gets locked down and work stops. Employees receive notifications at 75% and 95% of their personal limit and can request an increase from their manager from directly within the Claude app. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Costs vs. outputs</b></span>: As part of the richer analytics in the platform, admins can now view what was produced by Claude alongside what it cost in order to do more granular ROI analysis. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Model defaults</b></span>: Admins can now set the default model that new conversations and tasks start with for Claude, Claude Code, and Claude Cowork, so employees can start with less expensive models and only upgrade to more expensive ones when needed. This can be set based on role or across the entire org. </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%;"> IT professionals and leaders in organizations running Claude Enterprise and Claude Teams can access these new features in the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9JjzGFglOqnRI3npvzroXhHs8Cm3frHQqpKid29GEUF-ZuBWB1TWhoyy04fOQd48A7vwRFftAR3cTqPKNunbwOHtB-yyp9ShRFEEAKGDuI9G8wVmNOzzU_f4Vst7vXCzRGErC5wLjPDCqqVkakdVcnUnEPf0BlIRgNtG0QwMOo1-UtlvTeD-Y4P2IIvbuDQlSJW0O_o_ikQFm_Nc3TxSG9Qp6ann87kkGdClLztz61maA-qdqcePhCEpNfxZe4LwEblLSIVUYFZf1-ebNOatOFuX8WS7c4WvZIVTLLyJ9bTpI8-vjHlDm-ae4uQbGN7-WGmjRAk2jLmVFzLIMT6z1hhI/4s4/nqSXMa6zQYSDQqD6GGATAw/h7/h001.uY584mKZBhNBJtH2yg5SqsVU0oUhMR25LkiODNX35rA" target="_blank" rel="noopener noreferrer nofollow"><span>analytics section inside settings</span></a> in Claude. They can set the default models in the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.MDn7gO0R2GYySjUIwjh9JjzGFglOqnRI3npvzroXhHsRIRWjLCAHFwLIl489OqImxy0CsWG7vEcGwmjiRxWiuXCcezg8YL_KGy6DvyZME1J930f8Zk3kD8-Zk9X1I4qILooQJlJqxooqDiSZ73V33Zjo9MSqa7q-szWhg9gStiE8i_SJbTfm0aChf5cl62PcLtqGfNTexvSXd1gobtPGyjlUgkBMnl_TG5ea6TseF7509Gchecwk71shAWcFczk2r7Mwt_56rMJ9UUugkfBUzrFk1MwbuEOFb-HasknGL0KyYVOt47vTuVoqYWCn9kDnQFFVFuHaVIcAHaj4KrrdfQ/4s4/nqSXMa6zQYSDQqD6GGATAw/h8/h001.qVdvs-kuJgGpvFBf26W_mmirKf_UhHnPfPQgF8IPYvM" target="_blank" rel="noopener noreferrer nofollow"><span>organizational settings</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: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%;"> No AI lab has benefited more than Anthropic from out-of-control AI inference and token costs so far in 2026. Anthropic's annual revenue run rate <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6HsWfSPTC-mz_ZHxnGAYg5YwaPFq1m67W96WYfeljm5M_4knezoI3IfGHBB2P788lcxgFHIhJkpRhg_ORgDBzWm0Fp_Sm3jQwaz3a9sB7JbMoR9rzo9wAqt-z9PC1VNEsyluQzWkbT9Jt67Z2t-hFn4SHekCRCNj-xqdtI9vIdLcB33_dGgflIHpXRI01rliIOlW-NF4re1LlZp2C4tR-eLEwsY3QzhpH_tb2Y9z8p5lFmAr-vR-7ioEJgtcKWRU-sgxNv9c2-tDnLzNMq2wqDAVh__uYJ3aX0j0RqocQu3xQQ/4s4/nqSXMa6zQYSDQqD6GGATAw/h9/h001.rfi3MTd9WkGCoH8i8mvHnuZx3nbNSSVHvAvErq6H36k" target="_blank" rel="noopener noreferrer nofollow"><span>jumped</span></a> from $9 billion at the end of 2025 to $47 billion last month. So it might seem counterintuitive that the company would want to do so much to help its customers control costs and spend less on Claude tokens. However, out-of-control inference costs have turned into such a crisis, as Ghodsi noted, that Anthropic needed to do something to maintain trust with its customers. In this case, it's taking the long view, working to be a good partner, and betting on its reputation of being the safe, reliable, enterprise-friendly AI lab. Establishing that reputation could be worth far more in the long run if AI lives up to its promises. </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_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6Tpmdi9nkAMRUJr2iTFCYzcURJEavvN0r1MNEyk_fD3Q7sIA_keFfUPoc_-0xnadd0toz2bZemPvB6ltfvJ9wy9lXQYvn19uujdLqWPSDmmd-DI0d61zt-a8Da7_MHNXm1kMQ6OJRplSoyBjG5yb97oE/4s4/nqSXMa6zQYSDQqD6GGATAw/h10/h001.2R6LUwuN4S3rqQBkUkm19xGs6DYB3an_OLth1CyevTs" 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;">TOGETHER WITH ATTIO</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">The next era of revenue runs on Attio.</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2x7Bbe72EXDfma4R69WDujT_VrKnik7Q88nCzXRbO_jq7Y-BecjMNc_hPGa4XVB8h1YANEpT59xi2AF3mO6_4INk/4s4/nqSXMa6zQYSDQqD6GGATAw/h11/h001.23UtWrFCj7T8o7fQGWcqgtTbL2dEr1nj7viGH2ypedI" 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/e1f6ec20-d035-44d7-a4c5-0fc414c4b7e5/Attiobanner1__3_.png?t=1783015129" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Get agents working on every account, surfacing new opportunities, and handle the work that used to take your team days. With Attio’s new workflows engine, you can build agents for any GTM play you need. Just describe the goal, and Attio assembles the workflow for you to approve. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Then <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2xwUvHf31zaCP5xR13OGs_F7baQe0HxXS19ZA5MfaPOzDuQBd0CbLjsp7aL26CRGxqB2Gb1HR5m7IILsxi2XMRzE/4s4/nqSXMa6zQYSDQqD6GGATAw/h12/h001.Mp5lhbFQLytehpCaJyoo95nmSDrMMxW3b_PzqDq-gIM" target="_blank" rel="noopener noreferrer nofollow"><span>Ask Attio any question</span></a>, from the weekly forecast to performance by rep, and get the answer in seconds. So you keep every deal moving. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Trusted by some of the world’s most successful startups, like Granola, Modal, and Railway, Attio is the agentic CRM that transforms how revenue work gets done. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduomW7O7ckHMtmrS6NYH3mQC5keps3TYKVVvYqsU5vcITulOyJVg1tH03aR1U_XPaovLJ1L7s7mpJjAcQR6n1jEJadwCsF0mTprIMoe6LpLpXwc9WfzQSx-oWN9PrbATI2x8mnC2Cu12Pip776ofWrAfqaXWenU9cZW-_48XacGLCfl3SIT8pM6ngqDqZgQMRyA2OshIWFp_mWiQSZDitt-ro/4s4/nqSXMa6zQYSDQqD6GGATAw/h13/h001.M2sc7MqCUoZ_pt1UZLACtOk_o1H2n-t9SEdgcJZSH6s" target="_blank" rel="noopener noreferrer nofollow"><span>Try Attio for free</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="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;">POLICY</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">How Illinois made AI safety harder to dodge</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16_gJtUtm3KJ8n3lYt7b48NBz9pgJGEm8VFAeVUVaFob3uhMuHmMjF5Oo-Vt9LTWr2pJ914naZ7nndOF4ZFVhhoY_-76vdBsxRXKeZ_Par5Om6R095RnGpltRBnWjCc-KGSf_GbNw8H7dOyLga27w1KLGEVqsHbS2QdJfWauIbOlfv4ZUeEBbhP55KM6aS6tdosahRcVSLyVsTYKdJBkCehLBoYtM_qvf75VcwDHfrr7LZ2EPwLeJ0eXnxFrp61dpsvO3DDdTpQBsktHlaA9wzIA/4s4/nqSXMa6zQYSDQqD6GGATAw/h14/h001.k2h088KEoKL5HAEW3YfkNopRr_9fIcQLfj8aQa_mo8g" 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/f250f6b3-532b-4528-8384-6bd7a392e580/thedeepview_A_polished_marble_courthouse_floor_with_a_glowing_149be4b9-823a-4db5-b866-9363e9d91b70_1.png?t=1783370496" 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%;"> Illinois has put forth the latest attempt to regulate the rapid pace of model development. </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 Monday, Illinois Governor <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.vI6Z7nr7pM-hqfUrdIi31FRKnvQk-ST-jO6-4jIohNHrSL1g61kU-Gbo6wE3jUSTxYFjBVZh3FB2LvrQHnuZX2MLitTonJdPFrbqGAPBV3b7mms6A0fmsvyimBLsndWJIObBMdwaxsgzKs6DdtdPFCY5MX9RUVI1PpI21uWZ4vvKL7O4VRCpNbYVjWCB1euHYu3Q2iG94p0Hw3epaFAkO8-tkrK6k6WDvhgi3dTV3ZJ4lOJiqGxhA5Q7dD-p4ePuwHfoxB01Je2JOI5qdB67CBmFJ1tmMlfnkRGXHoefroDLfCkkD1Ol3woJB2mlPo-WEhnCjNdqhkX-F1jTHSj5Fi6LJcdnnpyVi2sAcDjh-zSSyFrZkLZAq9X_JVw3UxVy/4s4/nqSXMa6zQYSDQqD6GGATAw/h15/h001.2JxeBMv0y3_6jrvyeT3SIKnPRaE3fLZgYej0NJPGKZg" target="_blank" rel="noopener noreferrer nofollow"><span>JB Pritzker signed SB 315</span></a>, a bill aiming to hold AI companies accountable for the powerful models they develop. The bill was passed unanimously in the Illinois state Senate and House in May, and was supported by both OpenAI and Anthropic. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "As AI systems become more powerful and the federal government is unwilling to step in, states have a responsibility to protect our people from the dangers of AI while still harnessing the unique potential of the technology," Pritzker said in a statement. </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 bill, which is based on similar laws passed in New York and California in 2025, applies only to large frontier AI developers that generate $500 million or more in revenue. The bill will go into effect on January 1, 2027. </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%;"> Though it targets a narrow audience, it applies strong safety regulation to some of the most powerful entities in AI, including: </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;"> Requires these companies to publicly disclose their safety frameworks and take part in third-party evaluations of their safety practices </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Compels them to report their models' critical safety incidents, such as unauthorized theft, model compromise or user deception </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Assesses for catastrophic risks, such as loss of control, use to create weapons, or the ability to carry out large-scale cyberattacks </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Noncompliance can incur financial penalties, including a $1 million fine for the first violation and $3 million for any subsequent violations </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%;"> Cesar Fernandez, head of US state and local government relations at Anthropic, said in a statement that the bill represents an "important step" toward the accountability that AI demands, as it pairs both transparency requirements with independent evaluations. "Anthropic is proud to have been the first AI lab to support this bill." </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 bill comes as AI companies navigate a minefield of US government intervention in the release of their increasingly powerful models. After the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQESzxk-ILsBNDYqJYsavSJ6AwxAX-R5nh1XfSQTExRAtGq0XvCfFTbBtaTnX6cB3f13Rx-97U6MolQSQIX2ermMU1ZiWC-mPJ9IjjdCGQMBlY3men9_4AfCgZduHrjGmuCxxX1dDBShgseJRMOcUCbRh__NgTyQWIwcW_sGfQ8cxF5-_zX3xgyQ_bIjkqsm-_y4ugdtx44557IhXAkqS722jU8wICKRWSJceiZ51vHCMrblItV5TiPcDH35Lwi9eVY4Rkb1qZL22qBwnXnrEDbSmp4ecUkPDh3Wv7hkWBNvZQ/4s4/nqSXMa6zQYSDQqD6GGATAw/h16/h001.P-KJeYWYbQFjO3u2XEOajzH4Dc3ebQwW1kMAj5NEbLw" target="_blank" rel="noopener noreferrer nofollow"><span>rocky rollout of Anthropic's Mythos and Fable models</span></a>, and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQGT3Mf57BjRKO43_GD_zy16w49nAnIEROaRarPYBDSBToqjsJPMd9aO9oARXfDGemLGlh7yN_I-5PQ5CoDW04V_imnRarCrbMhRNJqStDOq7TeSgzUZ8UFD7CFKU26wAtgTnoDwiWx6fEQG414-0NsyZMWOWeKJGjlmxaEOTAERim1HZCJN8co690YvfFaBYnzgFHMP47EGov7NMzH1Nue3b0UTtW8ppHVe6vkwLmAa51PkwwWhyiqA8SP61tppxheMn-YIh6XkuNC8t_jtZweUwkt5GhF9i1LqgnXl-hN-2Q/4s4/nqSXMa6zQYSDQqD6GGATAw/h17/h001.pHrM3VoJToqrA8BYA9_yFA83Ek_ei5FCftXx5dGb31A" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI preemptively holding back its most recent model, GPT-5.6</span></a>, the government's regulatory power over these companies' model releases is far from set in stone. </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, these companies may be working with the government on a solution: Last week, The <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGHVgT-Z6Sad_XSwcUuu7Kd2nLkRo3aG8vsJzAf0W6_P82NZraQM1Of2wmmZr-JLxQFat7EFfrB1LDy0iwGALBMWFz3UHqTrmB2GfwVstfWyPkfB7Le4Y0fSyX6qeQRoeqdvo9bnrtI8WcVpAwiHjaJHV3WfJgkdvA-7yOwZwTnV0PFN3YnvE_Zq4NMguNrwf5xcXv1gPGY7BWzcVjf7dc2fjj5aZap7nmr-15jfUcxOJBQJXksWuf2Xb4QNYrvyAdzh1dlbbEP7yU8-1lPbGlFxYeoXCj6FUFJ7GQ0e96JHqRGkiyAUq8jpiKy5K47Zkw/4s4/nqSXMa6zQYSDQqD6GGATAw/h18/h001.KTmi3WLpWfFcJj45MXAf0dGkm_ctozrPXnXMzunJXbo" target="_blank" rel="noopener noreferrer nofollow"><span>Financial Times</span></a> reported that many major AI firms are in talks with government officials to create a voluntary set of standards for releasing advanced models. </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%;"> What sets the Illinois bill apart from predecessors in California and New York is that it requires independent, third-party evaluation of model safety. Without an unbiased party to audit model behavior, users must place their trust in the internal evaluations and standards to which AI companies hold themselves. Additionally, SB 315 and similar bills go a step beyond any standards that the federal government could muster because they are required, rather than voluntary. While it's good that the federal government is trying to create a unified standard for model releases, these state laws go further by holding these companies legally accountable for any potential harm they cause. </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-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l801QTY1EJj9kb46jcQr6j8EkdWjiczbb2d5SI3Q2Dwckx7JQm5PO_TA0SJzVJef-ZBugGYZ9ne8I5vCUOXY3S4q90zKQ2qPUmrcRcJZmqQx6qdkty4mT-NwtvDmNtaOjkv8lhVxcKL7_bhN2gJLvGGxs/4s4/nqSXMa6zQYSDQqD6GGATAw/h19/h001.hhIJDrfFl6iTM6958KRPx3llG6vEG9hXBiwsQseqGXY" 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 OUTSKILL</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Make Claude Your 2nd Brain That works 24/7 By Mastering In It 16 hours - Here’s How</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.Y-jnUrd4JQKEh9GtYw4Ib_VNGWykyMKv8y-3SurU1AmGYoJwdtzAqU5vfG7MkRgt98cotw9dmwpsuJL7ncukr9FfJkeAHICmYVvaSY1gf_v6ko1TLpPo_ZDQeLBebvNdjrPhF3L1eACZxfYMOcWyqy-IzHC15i1GL8H4QS980BQdmIkE7p_3a1NxDMP_0TKTPB-4pP9f6Tz8gbjWp2H3qa3x5moA7NOOsfl4Bdl7Z0u93FWrPwsy3N8NyqVP1sGg0Yj0Rc4q628BB1_eYIUsNw/4s4/nqSXMa6zQYSDQqD6GGATAw/h20/h001.zrKX8Kx1tmHPZa4IALQotcSPTjIddQt3OKZfzTv_Cz8" 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/42946441-4388-4351-807a-0a1214ccecf7/image1__13_.png?t=1783336582" 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%;"> Claude is currently the most powerful tool of 2026. It's been launching new features every week- Skills, Connectors, Cowork, vibe coding. Yet almost no one knows how to actually use them.<br><br>Our expert mentors have condensed 800+ hours of Claude research, articles, YouTube content and real-world practice into a focused 16-hour curriculum. Join the <span style="font-weight:400;"><b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib_VNGWykyMKv8y-3SurU1AmGYoJwdtzAqU5vfG7MkRgt98cotw9dmwpsuJL7ncukr9FfJkeAHICmYVvaSY1gf_v6ko1TLpPo_ZDQeLBebvNdjrPhF3L1eACZxfYMOcWyqy-IzHC15i1GL8H4QS980BQdmIkE7p_3a1NxDMP_0TKTc2GwtuK70dLUh2pTdI9H7_4mbfInZQkQ2k-HZPMnz4U8CnVXn23zP7SdjndaIbza3-unfHOT3WiM6CcdbpUS2A/4s4/nqSXMa6zQYSDQqD6GGATAw/h21/h001.4mOHPXoLum_Gdwdl0m_wkX3hnkGJdU-NfMH3SRZ5bLs" target="_blank" rel="noopener noreferrer nofollow"><span>2-Day Claude AI Mastery Workshop</span></a></b></span>: a live, end-to-end deep dive into Claude plus 10+ AI tools, LLMs and workflows.<br><br>It would be silly not to <span style="font-weight:400;"><span style="text-decoration:underline;"><b><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib_VNGWykyMKv8y-3SurU1AmGYoJwdtzAqU5vfG7MkRgt98cotw9dmwpsuJL7ncukr9FfJkeAHICmYVvaSY1gf_v6ko1TLpPo_ZDQeLBebvNdjrPhF3L1eACZxfYMOcWyqy-IzHC15i1GL8H4QS980BQdmIkE7p_3a1NxDMP_0TKTc2GwtuK70dLUh2pTdI9H79jVG-dTgzyHBzTkkLesx59JBGhYA-bcknrccC_qVuldU7C6rnLSrpxk5IKIAuaiVg/4s4/nqSXMa6zQYSDQqD6GGATAw/h22/h001.pBEtmXweGfVzsMNI53dVttBf6vOcDbkydp_4dGlk-CA" target="_blank" rel="noopener noreferrer nofollow"><span>SIGN UP</span></a></b></span></span><br><br>The professionals who master Claude right now will design carousels in seconds, ship code without being developers, and have AI working for them <i>while they sleep</i>. <br><br>You will learn how to: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Master Claude's three modes : Chat, Cowork and Code. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Set up Skills, Connectors and Plug-ins to automate your desktop, Notion and files. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Vibe code apps and dashboards without writing code & 10+ AI tools and workflows that pair with Claude. </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%;"> - Saturday & Sunday<br>- 10 AM – 7 PM EST </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.Y-jnUrd4JQKEh9GtYw4Ib_VNGWykyMKv8y-3SurU1AmGYoJwdtzAqU5vfG7MkRgt98cotw9dmwpsuJL7ncukr9FfJkeAHICmYVvaSY1gf_v6ko1TLpPo_ZDQeLBebvNdjrPhF3L1eACZxfYMOcWyqy-IzHC15i1GL8H4QS980BQdmIkE7p_3a1NxDMP_0TKTlQmk8q2kMKKTh8jEH6vCS4PhSiQDmyMnCNu4FaKC6ud-iL_emZzXyh8ZuOsbzHQsJFadIaie1SPhfGYMy_XIUA/4s4/nqSXMa6zQYSDQqD6GGATAw/h23/h001.kK9SeS2h3uINUywv1Pcd8G8UGBoDuyG2irSCsGgVols" target="_blank" rel="noopener noreferrer nofollow"><span>Register NOW!</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;">CONSUMER</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Reddit turns to AI for content cleanup</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEEBpmmVstAzK6WR9DnZKZO3cqDwwbwQRsJqj4tnWC0C1zohKMUylIP3wd8XKgcQJitM8cIQYerMS93Lb4hSx4QJCUKrAeEbWBy08EZL_EFfFwfIL9GG4bVA7MGJj2K8F9w19t8uWFCWy9RVCF874Xi-Rof9heI8C9PbkqWQ1zc_hXjCrCE5zhhhiFltvgzuPye07WtuMJZX0WVJAbCXLOjjf0MsxQt74F7VfoXIfacSXLbg7p2ZjiLHGJBjzQMQdc_RcCQ-ay13fJ679qzdQD4/4s4/nqSXMa6zQYSDQqD6GGATAw/h24/h001.dYBGzLesDY-T7omy0umoxC0Q3140uimt7wbABCWF_lA" 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/36f4749f-bdcb-4e07-819e-b7d9e5e62104/thedeepview_bold_digital_collage_of_a_Reddit_alien_mascot_fra_678b6f0a-3949-471b-82d3-0bfa0f10d392_1.png?t=1783377706" 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 gave the internet a new plague: endless, low-quality content known as "AI slop." Now Reddit is betting that the same technology can clean things 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%;"> Reddit has been reinforcing its automated spam detection tools with AI — and is seeing results. On Monday, the company <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6lbB2Lz-w7bj8U_VKIobeUIGEj85uUswHfvizP5pumArR7u0qe0EVTZSoxGCqBrvh5F3NA4PMTUn8oUb6GttwLm1tHjj4WdEbEiY2YFtMfY6Z7g4hZ8FiKjEC7AokgsyQjkDkevHtaVWxDplJDyfGGShbW0AexmmhqiILQDiS1vsdFuabtcbp11aQeN8AvJbzNTuhjRjsZvfDvKR-CPT61AyxZmzNMQO6sAPEIFcafMttQwdoC5O9FWinwZYiK3MQ6nCLXQmpNrWATsNzqfKvDMr-jdfj_eG92VtSCn-twOgnIQPxsfHmFdDogeYvxKQVBQ/4s4/nqSXMa6zQYSDQqD6GGATAw/h25/h001.50jCc33z73PmGWI96D0yfb8MgZ_htzen4MIMPJsR5Ao" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> that it blocks 23 million spam views per day before they reach users, catching 25,000 net new "spammy posts and comments" daily, and revoking nearly 2 million inauthentic votes per day. From January to March, the company says users' exposure to spam dropped by 20 percent. </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%;"> Large language models are employed to detect suspicious behavior through "highly subtle, coordinated patterns" that older detectors may have missed, Reddit said. AI is also being used on the platform to curb hate and violence in English content, with the automated system detecting harmful content in under five seconds and with greater accuracy. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> These measures aim to protect the authentic, human-made, community-based content that Reddit is known for, at a time when AI bots and content are filtering through nearly every platform and community. Beyond creating an unpleasant experience for users, AI-generated content is easy to spot, lazy, and altogether unhelpful, and it also poses real threats of spreading misinformation. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> For instance, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeCOfZmLSt_K-bXDMYIS0zNTaxXPmr9xK2KYMI6UynjbawOpsYuGEE-Cu13bzWpu5g3bONtYDoRm2Pi9NR5BTa43ByFGz157x4YGsmK0lYKmT2bhnyY7BG1EsjVendmNyWIOQL3ko7AGBt6K1Mygn6BrFeW-JzlJe60m2QznUizbrIs2Tkdqg3jdadcI8xpEMlLuAaDpTQIuUHc90R1I1W1S5yg88YdJXiPXyU1yF-jwRuDcOe3RuNawsm_wQ6WPuQAW1VO2JMW-eaz-S7M6q428/4s4/nqSXMa6zQYSDQqD6GGATAw/h26/h001.DdshYrPGtqXHmoebhvTFoXrBWhS0v6MkjdU9ApmLwrg" target="_blank" rel="noopener noreferrer nofollow"><span>recent research</span></a> from the University of Oxford and the University of Potsdam found that when used to write or create social media posts, LLMs altered the meaning of posts on contested topics, introducing bias even when explicitly told to preserve the original meaning. Taken together, the study found that these small changes could accumulate to affect overall public opinion. </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%;"> The most interesting part of the Oxford study was that the researchers recreated Grok's "explain this post" feature, which is intended as a positive tool that provides users with more context about what they're reading. However, the study found that the simulated system was more supportive of "pro-life" leaning posts than "pro-choice" when discussing abortion issues, which could steer collective opinion over time. This highlights not only the risk of using AI to solve a problem AI itself created, but also how much impact even the slightest bias can have in the long run. Reddit holds a unique position in this AI content machine. While it uses AI to combat spam on the platform, it also has several lucrative deals with AI companies that license its content to train AI models, potentially perpetuating the issue. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxDdjcpC3VIQx-1sPyKCdVaSRC1LhtKlmT-pGdFgjOl8VEJaD79G1fGLUIWZf6br1ZCYPwI3HDCxYx20D0Mhpw523waZpkf2i9nHEWOhxXtfUOuyY3vufTCRCeZZdbV36yKaVjfG_MbjUCmL7czxan2Q/4s4/nqSXMa6zQYSDQqD6GGATAw/h27/h001.ucI_MLHyQMwUVEgKwCXZ2f3aZGFK5I_MjElBvjpUnPw" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">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;"> XAI <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hMVYBOo8okEUSV40n6J5izjD1bj_kQ2CLfB4eFImz7tAD_Tpm1JpEbdagiJbnBBOceZybnzIE4YrDvpZa88gIjmtnmPdSGUXFtwAHdgYAkDZqR8ejXX3wU9ey2vASjmDT3_j_LhE12H4GWFsFBSldrqCSvyQy9hHGfoHDxD4fphKrFcm1Ty8Hsw3FLXdr26YDFELZPOGqsoTFx_o6t9zl1sAwWAE_XVem70bURl3hFivw90LXlyzzDG8HXq_BabIGbGQnZmOebQ63KGW2JyM7J0/4s4/nqSXMa6zQYSDQqD6GGATAw/h28/h001.FkKtElWzQZhnL9BcGtqP53Rxvfue8jQkzTB7VjwMA3s" target="_blank" rel="noopener noreferrer nofollow"><span>rebrands to SpaceXAI,</span></a> unveils new logo </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.wZPohD0JH12EksCsbt8ZeA0jRZMFMy0fzMUA3Jxn85CfTho24U9LBZ2Q04H4cC6yb3Yt8kyQUPX71ReYdyF8QNuiUszIrTZ0V6Fsl-YK8ya4HLD0D58uKDVDbCv60BytUKaEib0OTkm_infJbLW-JrFlzclJmv1xMI8dUpigHsXz-glMrPQMuZx1ScegINz015uXPO3d_KJwiSI2cq-p7cov7jatsfb8WRAJqgwnF5bxK59HQ_kYyf-uDSbBQJV5ZCgZ48rKjmD5wEl2v-k1SVXYxTJmhCk3FtSovQFrJbvh0dVZmn8w4m5NfR8_igKc3bBHaqF4PuemqWpiSIhPUMOrdy2JfqpL-wLzhly5PlU/4s4/nqSXMa6zQYSDQqD6GGATAw/h29/h001.1q4hPgOtvTV0NfhmtBRMnQKsmz-_zHgbDR0o2bE-LoQ" target="_blank" rel="noopener noreferrer nofollow"><span>Nvidia delays release</span></a> of next-generation AI server rack to 2028 </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Anthropic signs $19B, 20-year <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.QRzVxe4KizzE9qem0b9KzyB-7BLD-UaLXSr8fro0esc0F5BRB9RcQIr4rSvmUbKzKE5O_Str6kY5N3BUmMmI_Bf7-irc60gcoxxpjGrWbr2JIZstgYtfrHf2SlL4e4yadEDc7ropGk3JB0ZYEbWTrIsP-rFiizqSDYFCYUXwxXp3wXvaFJhkqwqdEsKBzbHCbrHIREBI37TevgQq5otP_bx0h043v5lkRp1NRTAWhPUkgb_5OkvvranuYbeaam0KJZmxyofwNdOxTaLQ8ppqKFyIVkvJ6CrNgvHxjBBEs4pHlrfzrojBbbMZZ01L6-wrw8lxY_95ZbCl27kJF7OUsU6Fm2Vz-BBS8vKVq9igFTvEewPHKeMDWmstXgyNePtIiapUV6BYlzBaB0lhgnwzl7Sx4IDVLxwOcKKPu2xIaigWHEdNq0eKABgo1O9FRpc16qPlR6TntDe33u0MyHoiJfq9J7g4AjJuaCqQ94_ctk4/4s4/nqSXMa6zQYSDQqD6GGATAw/h30/h001.tqkoStp5XrY9ePFLOWruo2H2ozuFJonCti7FT55ToC4" target="_blank" rel="noopener noreferrer nofollow"><span>TeraWulf data leases</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLTPK4MwmKsZvZthTOqH6Hv52HGvHZPP1CAylGlVQbkMWZ0U8T3xuAHy9Eorw4o5Rl7-3JBnORzMvyyi5R8kWKa4DUnfGoayRg2lGXyP6SQw-VDWOThgmscW9JGCpJIu3QEqwOHCZ37iOID0QObL8_fLh6ULcfqDL_KoNJC-XZRTt0o4-qx22e_vhVeGWZf7pWJpkxWmQ0Ea7dCExfy-yLsno4swxCrbkHJkS4kV1dQ9qcF0AQq1ummySseS0hDzcXCc8-l6T97x0K-dEXPi-vXayi2EEwNsFs6TisaJ6Vtm/4s4/nqSXMa6zQYSDQqD6GGATAw/h31/h001.fB4nVXs9CHObTFU8lDuKqCTIbVwHyG4QIo-piYX3wqU" target="_blank" rel="noopener noreferrer nofollow"><span>AI won't give people a four-day work week</span></a>, NYT Opinion </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.wZPohD0JH12EksCsbt8ZeMyyEg56KOMIB6kDHWQ3IF1cWaDPDUTXxLTWUkkgiBql3xw_YrLNjtEfYMhFBx1_yt-Z2WnQxDY1LlGXHppoULzAYV7go3jqwbFduznWxEEdGxAP5Pt2XJNddmuasyeFQD5fU_hnR1Amxp7CjhjRsGEIGkDMQTgj8donAgj8hwHq07MHXpKISr63vUGOpehyvgxJRPKri3y4BJWzzyGvEm5dTN70WnPnNyyQmNiVpV9xLP_IFjKpzvzYBK7JfLXlrkJ7VpNVbVcjdhwh7sxzO2iTmmXIG8gDuvB8ETUlvxpDAzu2hc2ABcY0nLELYswur3trCVyGdLerkTp1IYG4gJ68Hq0yOSN612-d2PT1kcy9/4s4/nqSXMa6zQYSDQqD6GGATAw/h32/h001.dsDTm8ubMhD6c7r0jSEiJYvJiQNf7WbmMwXgg75NqW0" target="_blank" rel="noopener noreferrer nofollow"><span>Microsoft cuts 4,800 roles</span></a> due to restructuring </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Mercor hits over<a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeNQV17bivccHNL4Xm_RyIemqgR3gQLVLmaOEFDkjSNthehYsFRUAI39uhpml1d7BwG6DWTk723ng-sETKwdrVD26llrL1j73xOPfKr_4_aXtjG1kXDoQbKXV7qMaS4z72PUb9-rqk5Due8D8tehY_zaofBltLatEl9p_xyotaEQtWOKFhUGy28a1oar_oYvAi9JN_RITs7_Jns5kyXlxQC-qCw7aly3hkNOAaETdx4gEO283ArAG53EkUgVbBpIMcvDAjGx4m_LI6085ctY2HKBjuSu0IFfqtEq_fpONT48YlbHJx6br0kQIt3yjqb6ycJRGaAMuI9KuP-fDdle0ipE/4s4/nqSXMa6zQYSDQqD6GGATAw/h33/h001.VWOHZzBRtBUJd_U54JTq6_H9rmFWl7pSuNkh6LfRk_U" target="_blank" rel="noopener noreferrer nofollow"><span> $2 billion in gross annualized revenue</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/u001.7zYFXt5AA3Px2NyJbPz6hJmdrr-1DFkxvxhbCYeixEej3Upjz2GezIuPzkbVN3PmHGCGapm38d0o_StHUIvTXQ0CNm68D1Ki86PIziWyvvhZ6OQTYl8WYFk8OqucdiHmiOO41DQLr-PKae3dVmUIU7qdfGIdmubCRh4FLjbQa31lUJZeROjXpIMOJFdqsOeVaQkHvdDMVAZ70sFWaLOXQJD6-S6KY1wRqSDVnobxHpuLQ6IOOcggXiIi5DAVx_zVsLl7gY7-yibU6wLPN63f1Y1yWXXDFbUSm01F47ZxT1k/4s4/nqSXMa6zQYSDQqD6GGATAw/h34/h001.uvw07hYFyYDtTbXb_uGcL9L0833ENQNae6n24-HCJ2E" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT</span></a>: OpenAI's flagship model is now available directly in PowerPoint. </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/u001.7zYFXt5AA3Px2NyJbPz6hK-ECeCUo0VK2V2wUxC_80p1SP15M_U68v131kPwdty3oL4pmXxtYX3egbeQ2jQXj9hq2pPrAUXAIBtPLoDbQtnQX4zzMxOHlzgJ0ZO7C9lzsJ7typPAn_YXO6XXFPWZNcsla8mSpcRNBv3-tNsuVKvPIFxZu72ABE1iPLz6ZMJfsCGi1pJSEkRTiSTHEcSX_Nr7-FaB91ayPA06F6l6xgMX5ilimINkuLG83xEi7zep2CuNAFPK1MYDSv1ID29-_s-SCjkyW2qTnRn5SQF6vO4/4s4/nqSXMa6zQYSDQqD6GGATAw/h35/h001.DaJKZIBrglGQO44CWFdv1Apqs792enoe4WKgipfTIOM" target="_blank" rel="noopener noreferrer nofollow"><span>Sarvam MCP Server</span></a>: Gives coding agents a standard way to discover and build with Sarvam </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.zp81T0L0y4yTTuayaN7AmoT-m2ezz8dy2Jj3SeGcMU1cQBWU4XCeynxAJirYk5OWsF-zJyjyWKMugVaVWAY50-RaDZOMyA3K9RsQgfA_5IR3nDrxEHW8mkrJwm66kiHVqhBNR5CKrQp5k3eQuLzeoLKW8A5hHcZqpuLQBRyLzJGTpA88KR32XqYNvf633zAh8KHE01ROfU2QIu_TGcMZc2QBOKkeRZJdlxpFqKrPBOJUByzcJ5XD8whaBKX0Ur4TLIYfKsHTIdJUKkBSBBdedb8HOZlblteou4Nb4cs4LgL8JiVBK8HUqzRmSW-g1Iv5oXI_qIIODsn6ovhNBUe8OB9iTZ2x0c5FF2UH03WT2A2WpjNjTZNzCrVEF1-BrTZJ/4s4/nqSXMa6zQYSDQqD6GGATAw/h36/h001.mcGdPKJDHd_N336NANHXMVttFtGOk50eD_ETCgoG3qs" target="_blank" rel="noopener noreferrer nofollow"><span>Tencent Hy3</span></a>: A 295-billion-parameter Mixture-of-Experts model available under the Apache 2.0 license. </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._eRcgL6IV0j0vCz64F9DYu_2AYwariKKRgJgaiBQ_95d7wjWkKasqzu8zH2u6k1OZx_2ycnAHIliDJkJ0_LCXpR7LbcGiy3--OH1iQr1yVAuYW2HUQfhkv2YrinJVnQkHHGQ8xcQ9X_2shrHrvmjeq3wXw5CKywWCucHcFNmJjjYaaPjOVCAxmay-84vm7TfM5_IImOgFfnhNkYroD6Q1wDuNFjIVv8cceKaHSpa0Y-n5tOa4C-I8ZNQOUSeDhTN/4s4/nqSXMa6zQYSDQqD6GGATAw/h37/h001.7q3KfuLCFvw_LtJ9oZAByuuEHKTBa3KKru2YWj9MIUw" target="_blank" rel="noopener noreferrer nofollow"><span>Cadence</span></a>: An AI screen recorder that works confidentially and accurately. </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-0tSpIUFbSIVn9kjR3WszapHUWel9KM_NSKzyfeFCKdwfkKHu_5ufoA2X3OWTIo5OoMoYBTK-dNNO7A4hUZrENOiAzuqvtszX5l9nhw1Y5xEdRpisx_b5aRGpz2emcXYUKcr-QQeqzkVAnguw8Ey9RrRd46nYU4vuvzUzA5_gv7STxk22yndVRPp0potWxlskLdhAmySpkWgnDKDCTo1m8mhQmV-er2T9wdXY4lPgAEKe_lMoEN3iax7V_TZGhGpRXm3jbn8KZyVOf5mK3nkptNrwxmU_ldgs17bfx1VCuYTKGz0yup41lsJh03YeLEM1g/4s4/nqSXMa6zQYSDQqD6GGATAw/h38/h001.XxykKsW24iGsLuagdSuYN-cTWy4EdPpn6Uh9UL1ZjHo" target="_blank" rel="noopener noreferrer nofollow"><span>Reflection</span></a>: Member of Technical Staff - Safety </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeIow1fuYnE5k82-amNbMo9W2u4Clr2nxIJ7fDgLtxLcTev0T6baWFnJxJ_TgnLEMNuuH1EfGSl_Pu1RO3cqWmhmTxTHm3RL2W_klxPf3fsd_5_g6GpwNdMB7NXU5YKHkCzptFvimS0H6P-xmirpzgseMvxVDQHYsDZc3t6AnSCwdGuoGQfrn4dQUE8bQijybNPvjI76ivOXFYT_9nOB4-8bxVVnnQltzbkTVMRBbG0asrXWhPHmoz39F9h9RCWoVrR10hLGFCd-KS4rIs4sxemJNaRONVqY7-HzgdGWnCMyz/4s4/nqSXMa6zQYSDQqD6GGATAw/h39/h001.XSvGcfbtWoVJw6Q7EM7SjFZNlsXvR7Sl_85zmfq0Sqg" target="_blank" rel="noopener noreferrer nofollow"><span>Meta</span></a>: Linguistic 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.sXXnxCzQc4R7kmkfT58w-w1qZST6l0M48sKI8DOnjTQgwopesiVz_BIPWeYaFcekjXFNVTNbQGc9_iQwj0Jm3AGcYWiaVinWz8k81kvvvc0m9jSVAzSTqh-LWvVf3ztxFOYFz5EwNkuIqSB_z5cby5b8IocbRU4ME5Z6T5m0ECy2E5zZsxNNW5DsD7rWM-oGjsleaY2qjvzc3jy9gM7bAm3aTD7M7Ew5W_5WNIa67Fe0KMswPZlcAQSmhDshoUXx0obm7Dv6Q_nWKhjXOWsNwyRWhwg36wracMUGawH0SC8/4s4/nqSXMa6zQYSDQqD6GGATAw/h40/h001.k7chiYY0_E9dIA5zBkcycxDkvwmeKymn5v_VWSxKq7Y" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic</span></a>: Security Software Engineer, Detection & Response Platform </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.Y-jnUrd4JQKEh9GtYw4Iby47WQ6_Hg-p22YnmQeB7T-Nhqs31O4PqdGo0c4OE_kO5dR3zF2cTMrmmrjeRsdAGGKjRE1h2RPwjJfhz4TUArp2JT3shfp0ff3pS3D9OToe-g9DVBKdF91UmbZJbv-Qeu6Gu0GVjkFTAqWtGPTLsFGBsSUNXR0FWypilDzM4asA-GgAPKD6K9hh8pq6XAmMd5UWNh6S6T0NY1-M3eS859-1NdZUP4O2lVgepxXuOXUg8mVYezr6UG0js25fYRdWk-Iw55q1Hs6RkY_d26H8KFg/4s4/nqSXMa6zQYSDQqD6GGATAw/h41/h001.LvU0iLREOOxAtwZHtwWqZTxn48X8jAp9mjssv5-0uno" target="_blank" rel="noopener noreferrer nofollow"><span>TikTok</span></a>: Research Scientist, Intelligent Editing and AI Agent </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/2a1218d4-fad7-473a-a908-0ec22f3dac50/AI_or_Not_-_TDV_-_2026.07.6.png?t=1783371402" 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-GuAtwimuq08hFrPBRr2glrKHHTefGzx6sHgVOkMk2n2r0x5s50lGic5PNsD08tKquSlu3OKdE-uwQZBhWTx9DLjRLbWFurW7M1Wh6QGPY1C4E3Pxjxqs2W2yUF1m5nyDiYUFkNRogzUbsKgMqONkktlKj4-u3OykqRnTGCK1ZgJByhGRXvWcdNHqSMi7fzUi2342LJVKemwS4H_nzzqVjRdnKRIWHllsl48CGgZFIhQB8ad1yOUq9qi5MtkpX2b9IS8xmU7-MSBnN6XhlB1nujduzSUkgai_0VPI6ZPKiN5x4q2wcKfZ8ip1ZjHDMTPpuuydi-Ml9bvdusHX0m3IKnrpvP8LcB5zPI2bx4V9jJ03tuIrxHqOC8wXuJMBUyVfof3q6EvCEtPdNhP2n9ry7WJIkMqdckcDhUg8esxxiwLe0kCe98e2xVtK2NPCjmO8bSshNuoqMHrYBooWxoB12FsLavXIDghjEcTeaw3QsQ-scRr5KtswiVChDZy7XcC59n1yeat1nnRN4lzE4FWLrAxlp_KYvF0v6pjjyiTQ9APFgUY4LPOs1-lhJG-g2WgiO0LHgUREQpJudkfhfOQfsQl6A9sMREunwSgiHPXWT143yma9uyDLDBuTLXYQFb9UNaCe8vDOihrbibZ4tQ5XMrRBwdOBCuJ8b4DP5Wcwj1qjFT_aTdYpio6jn5vXg1tJ5KB7j8uaFIYvSqreQWiZmJvRWGYwuMjk78Z0CtEv4SY6a05W_4tvC28tDyl9DMnjr3oJRtML2Nz0vuleJkEYsEDeqpg2L7wn8Q1rsoraM2Ul6aUnRAqmS4TGDbKMoaGShRitI9Z25V3V5B1QMJKlx7MFhsJYZqFprC7eA-hz4kfSgxjKjQG6BQxt8OYxUyA6eKsOOWwogY18mTsIdR_-lhqgGW_wCXEI/4s4/nqSXMa6zQYSDQqD6GGATAw/h42/h001.HmRndQi5rJdm7HQga64HUSeN_I2T4FznHjbOaWIvgz4">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_8lf7SI4pHFATJAbxV1yJRaTg3JOijGDj-jXH5fZH4gnKoulFeCEkbHfS2izogkrYc07-iaEl1wEAWru_qVCiPKRVezp8ZoIK0yV4d_HUmiAnvUvXKmCNS5EH60eiSzx7NSt-DdY1kkjC_9A1uj_fjzu6Rep55KJ698f-gVneeLqYqOo6XNaKzuxcoVU22mHOg6Hri0XSk71iXd1EaQgzInTSHoi3AIoM1zfS4VOcTCxF-PL1cmB5K4DrxDK41KnjAM5xu_mzXIRxkWbt6yPY53WNQva1CDNbXqF2w2nd6dqB8OZu39XSVy04OZg5LEDG9IiJnKpO4bfNVhwM5nOcLROXvNRtCG28BU7cNWYU74ZdxIaugaYJPEEfJk0CxdsT-4rtUYQuVZevBTCrGik1WjGv2ptrzw3dN6uZXQk1E-F4r9Gl60GyE6gSS3_n2pSptRU8VYwRo1_UMswJtAELHbGz_wPd7Xdx4jmuNZEME0JNpYluCHhZyhQPzduf_a0wmCIBB0MflTnHOTmxbtZPUE_2W7nVmkgQlKo-De9s__U0wzX2oSScNmSgF_S2YYk1_OJ-ah0JU1dmQ_NZ6PT-ySlBQaNA8-IGwCGlhmSGyg3h2ktmKZwaF64MpwAgGnCaT3wNX2q22b533wU1Ku3aeygdiOn-sSR-6ieRHf9M9sBXxE1WRzrIHrvPO8mgtZF8xQe_H2C8czHmrZEOOy9ENXOfBi3GKExXi2wY8zUvEFu_tRxDy5qvW-NmcCf16EJfQ3ckLGhWFf6mCjlvIdeAv3MXGamZgn7Lboc0zWZzjUS82s8v4OXv3ucECPN211a-1S0pkBlQMqpWsVOeLD3CsGobMi9Ymmln057lwSlJAPXRnY2mD6SA1ubBzSORCwt-rWqzLJZLf3VU4/4s4/nqSXMa6zQYSDQqD6GGATAw/h43/h001.gwwPxFkZ0O02FzzvkpSiAB2AiBaP6UHm9VfRUneYGeY">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 social media platforms should use AI to combat bots?</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_QMyOQduokBEDIe6892b9r6MySOyoYWG5a8ZCctPLWHc2_7R63zer7WRxQ9i0BLXF6VP1zwMn5lgBSlrgjLnQ2_PakQsSxUxs33vuUdJGReeIbaC-m1E0Jn5hOsb8GCLRySgIVtrGIwB6ZpW478YuGp0XSTGDUPnVMtUPhBqP7HxAyjLtCNHdJjllXeEXyYFr4i35Obo_tKzzxeEK6D-gkUN4aeQtBm0XCGFxSHMZc8SWixyvGehuJJYCmmKX5l8En592nHzfIEO2iVi0p99b_3JWvYx5rW6EVBsJXUkB-ZwnOUWcLbDCie6zykKdf1_5s1tVP8GbsoFzHJxqAbz7szcY7UQFYLpu7Rcq8usCl8WQmiz3qel6MnrFb4K9mu2FbHF-oPNiynz_pbDOE3yl7pu9WXBJSFCsDEz71mOgMxmSoi6IyVc2RLdsAfbtOVo89-ScgwZpoCU8hr921wLThesLeZ1pY3APSODF3BDAEjxutNrSi2UlpIIaSyJS7-fLgzBB6DPvdraRafWjZuJVcwRaGb52z9KlXjYCmv3lz5qoKIcYOUoUzXScMbcu-SKfRsSnSrY9MHLRIQMyu8Yhk2mRz7Sr4UIPniaPPAO7KbNFgSugd5Z2e1aEYdZ8UYPLpDl5YD4PCPQTgZXFtWKmPPd4oyJNjFKmMp3zH08EkxDord8tVNn4JJdDSppmLOSkkTYKVedlrTQJjveJLJZ_UgStlCgbvnRt1agrD5J2d5yq16sbAibBFNVQlJDjwu763fbPmfh82NJN4Ue7CF7Xvp2xZpbpYWeqDGIaZgIsyHqbOtZHGemqZ97fyLYvr_Uweh4JH1FOzlxI2liyN1QGXQdIZQ9daMJKOnXMNHHrxxlpKQhw6mRSmkcXpVH68s_jYQbcMSnfoEm1tUK4mb_kMF9HOdMBQH_fC8ouHkJ40vIHMseevx3VxlSlVVg0OhMwVCQujRfcxE8vAcg-IS79fUnet7aCpTQTITofn-cldQswAyIzpbBujVc0pwh3EW11XD0Q7uUOFgR6UyDLFajXUFMKoYO3jw/4s4/nqSXMa6zQYSDQqD6GGATAw/h44/h001.p7c0V-FikFW1B5SntnLkJ4SoHorlqdoZEz41UECRg6w"><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_QMyOQduokBEDIe6892b9r6MySOyoYWG5a8ZCctPLWHc2_7R63zer7WRxQ9i0BLXF6VP1zwMn5lgBSlrgjLnQ2_PakQsSxUxs33vuUdJGReeIbaC-m1EA7lLjFdR5eIuUmak2ti6dKJnKcTtGZxR1iAkKcqV9x1m6V3u6zdlHDLmWIYmWlKvRTgutrFB3jfC9xikVpry5_OMGkkCLO4KJ4AOwHOJ4YMriDitKFsl_Y-dD3mCPO2IP8v_R3Qm9__pgAFOEStY_-dzTDFLoGwz1heh3Fp4IHqg7E0iRSxtXt9i7gTwVV4dmfJfQCNqx_kaHuWOkVX7-YU6ELZf_ustSzquJPwpS1nqmLGVVqDHPzOTgB2kqMr38w9l9Zhsue5GfP9aEAXrvdeqoKVOXbRjOpAfhN-3y7SrM9vzIgb8w46aDlLlaKgbZF0ly5bTR3DnLDes6KeDfzlB6jrgWcxdNxOKGfxIdVnviJjjxrXJg88HuYXHxGEoEfTm_EVOrPk3cxppfaUMCydB6S4VOCb4g5bx6WjZE5t-QoVwtnLx3ERRhdYQgTg24YiahmVb1t8H_v4DdOV27h1x1YQZA7CQ9sHN1TqS117K3nUg_DGl89r_wo_L-3j1rKgnoZl0CUYJeI8fkal_jQfb7-CfMxebIof9iE6UHyn40YM2p-4u-eqHa9jSFRKx3F6y6S9ze4Apqu92LSUKdkSe9l5-jl7ffBWqF0iFRKdEdCnp5WAstonKE9eMPHcbamVhECPGh438O5vMkDIYJTTtVXWzOIoc-LFYtfDwRs-ntyHEJtPNEHh6ikcMjiUE0kpTuswCr4CnvgMw73JIytThgRYCZJpplDLmfrUTWvbvPEUpzcE4DTdDjNEk8jytecm1K4zWOCpItlNlEy2VdchpnelxL19aBvNl1TYu_crqO76_rid-MTHFZ3xmfyl35kB1v-by8o-iPqzPWn7kkWmfU5bPX7WUMibhIo5NZIxzDbUif-hcKFKsmOxy2XB5H-sl3DMSk_CQ6F47vaEmKfMMAvFtdqFjUnPAQLBNrnM/4s4/nqSXMa6zQYSDQqD6GGATAw/h45/h001.HrB-wZG7y912nxzsJQPNJQMG4EJ-JvaaA0x3wIdqZew"><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_QMyOQduokBEDIe6892b9r6MySOyoYWG5a8ZCctPLWHc2_7R63zer7WRxQ9i0BLXF6VP1zwMn5lgBSlrgjLnQ2_PakQsSxUxs33vuUdJGReeIbaC-m1EkxE8iWPPVDstptXmzPziM8dQf0kzVjpA7oj-bXF5YAUPID4zBus9kL9Oi0LloQIIX9XGU4VNRWLY63plOH6gzLER866Bp9HEjnM2rlWSn5MDm1tiG55nEXfDKSgmiir75p1udHYMyU4PMMAUfCKiSpBORgTdWELMPtAh0-h570hlEWAg5mwY5n6WMKcdhQcN69Ibg_Riy-nfXr5xa_beZWHfdmb1Hmh_V1lR_2z0ys_0PUOqBoudWCmg9XXCGthcd7G0VbIN0lYOynnW_kGZfgij6ydwQKSLuKDyR9XZr0cxAqZ8ctdcb8SJNPTAhBtojNNVQxiOSfSGQmBOLAn3McctBaU4_-TIHPLpzidj1_nJt-XenYTKDjdiBt7TBW3jdGQ7Es4C_cOvEhFFDigecPTWip6_PxDZTqOIcDSVFfJI5OtFkOjDK2FMH6LtqXAu45mnyIoek2I75B-1qs-dMvWxsPZwKI3wmIK1g8hr7wC4GfiNpQEWQca86dzNy_f1xQJL3kY6O7UnALSAzZ-nGPf2KANDOoq0pDBAYgKFwW9GhhwWsR94aQhIXbNbZSWcLFjxoW6YyB5-yeKC03GQqJ98n86_O0d5SiXMpavalRqgzDASLhYcvHl1dNYxpm49szx6U1ALDCcT-6f4NlacpisLc4rRiDvXQ00puFiYiqkANqnXteRB-z_NpP93n8wx6xp_USo5xVzyxBePaEgmWOAeJvyMrR2BI4ppta3pSEhtTpd4GP54sORyXjMSlQ_PZQQud1UszNm39dQyc-xV-JQS3UFbu56k7bJ0bQ4rXL5SNkWYZt9A3L56ktRO8YO0xqwT1FiAYO0ean8xve3qW5fvalZKU7WMrCPXB6zhjg3vLXCaeJREZz2GQzSirLEdraNaNibtpLmH8CaJjweoHEaT7q9JhziLGvNhV4MtpAs/4s4/nqSXMa6zQYSDQqD6GGATAw/h46/h001.zS4RBOzRSdxabXhbtQouEDh3K55_bwy6LXHVjetGHic"><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/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106" alt="" height="auto" width="356" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Thanks for reading today’s edition of The Deep View! We’ll see you in the next one. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><a href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqV2bXVdkiRE3Pgkolnq2ArFDTnMrMafBfNlE8W0-1dCaujnCYzMlnEBycJt5OZb7fJEwPgf4LSJ0-T7ZcBL90kVd8vBonr2vZTasqo42pN0Wv__v_VGU4ILf6umNRZJRMuTzJkthQg0V-b1SrAX1w_zljuLtjfAiOH9lJWW5NmX_dd1cdUTwod2ylDmaDS1L7jPMvy8OJUx-0YWjGNSvhg4VD1OApel70rIKCqFPTN3dnntiLD4gqqm7Gr5d4ZYpge9JxaAIxFDd4eTozdmoEJMhIh1Se5aLybyNvhUdgaIJNzwAdxtfg_Tx19Sr1srmRA/4s4/nqSXMa6zQYSDQqD6GGATAw/h47/h001.K7u-fl0FECEqMjRsdmsiAUu1w0ReSr3e_wh0Mfnpvss" 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/acbedb70-6f63-420d-937a-2257c40f968b/Real.png?t=1783370847" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqV2bXVdkiRE3Pgkolnq2ArFDTnMrMafBfNlE8W0-1dCaujnCYzMlnEBycJt5OZb7fJEwPgf4LSJ0-T7ZcBL90kVd8vBonr2vZTasqo42pN0Wv__v_VGU4ILf6umNRZJRMuTzJkthQg0V-b1SrAX1w_zljuLtjfAiOH9lJWW5NmX_dd1cdUTwod2ylDmaDS1L7jPMvy8OJUx-0YWjGNSvhg4VD1OApel70rIKCqFPTN3dkwamug0r2OfQcTwRiJ3VetMY_nTwU4a2IQ6fDVACV9VunFRaRrX9m-mzU8uyuCkx9pivT2WorUYK5uKgeyAZac/4s4/nqSXMa6zQYSDQqD6GGATAw/h48/h001.SSmUBchTxTZ0o6ahmrMXi4qO7NuLhkmOMMiiGkTQuzg" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqV2bXVdkiRE3Pgkolnq2ArFDTnMrMafBfNlE8W0-1dCaujnCYzMlnEBycJt5OZb7fJEwPgf4LSJ0-T7ZcBL90kVd8vBonr2vZTasqo42pN0Wv__v_VGU4ILf6umNRZJRMuTzJkthQg0V-b1SrAX1w_zljuLtjfAiOH9lJWW5NmX_dd1cdUTwod2ylDmaDS1L7jPMvy8OJUx-0YWjGNSvhg4VD1OApel70rIKCqFPTN3djfkujsMVh9vePone1TJy3ZtlGl0__Yo5JKKr6sqhTCqaHWjbLQBHo2nf2k7U7wLtCOUn6q-iMedB8VaOtaa_Kk/4s4/nqSXMa6zQYSDQqD6GGATAw/h49/h001.609Lmt0rvq823c6SoABQS0eCg3kmGvDaFai0lZ5Au5c" 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%;"> “T<span style="background-color:rgb(255, 255, 255);">he irregular shadows on the right and the windows not being uniform in terms of their look made it seem more real.” </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:rgb(255, 255, 255);">“The people in [this image] are more randomly placed, so it felt more natural.”</span><br></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:rgb(255, 255, 255);">“The shadows on the ground of the building that is out of shot means I was sure this one was real. AI wouldn’t include that. ”</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-xamfuX9Om3Z3um6gq-vyGmkGTFDXVTD4Me06-eXCKnN1BdPqvzsgCk8qBz4-v8r7VgOHw5YdG5-Oh-j_LBO5_o9xPccmSsMQMndUNAVHzpiv0bAHi1AXNM4DQ_jHB7bzsK1eYRNtdFN9cILjXgKIfPQFZuLRfiG8dj32oY2fYUy37VnVKgLGrjLyo4dquqTOb2JwvWHyp3kdVBN1zaFqi0oScCY6zy_VtZ0CVfVJObq41tDH4rn2PR-2mEK8Au7c7ZwalxLyg/4s4/nqSXMa6zQYSDQqD6GGATAw/h50/h001.UHIVINBj1bLdnGH9mRIZAYat5GThOcpWhOfNL00DSDc" 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/7a9ad2d7-aea2-4527-8539-f1ad910b2abe/Fake.png?t=1783370871" 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-xamfuX9Om3Z3um6gq-vyGmkGTFDXVTD4Me06-eXCKnN1BdPqvzsgCk8qBz4-v8r7VgOHw5YdG5-Oh-j_LBO5_o9xPccmSsMQMndUNAVHzpiv0bAHi1AXNM4DQ_jHB7bzsK1eYRNtdFN9cILjXgKIfPQFZuLRfiG8dj32oY2fYUy37VnVKgLGrjLyo4dquqTOb2JwvWHyoQYaq7448I5AuG6HIzQR8Sd8A0Nm_-bkRftpb6mWdebo-EE2HyildmvcWb4u0K_Hs/4s4/nqSXMa6zQYSDQqD6GGATAw/h51/h001.3l-6Mqm_km4UFKlWTC9Q1YHhWXU7v-yHywTmU71nZ90" 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-xamfuX9Om3Z3um6gq-vyGmkGTFDXVTD4Me06-eXCKnN1BdPqvzsgCk8qBz4-v8r7VgOHw5YdG5-Oh-j_LBO5_o9xPccmSsMQMndUNAVHzpiv0bAHi1AXNM4DQ_jHB7bzsK1eYRNtdFN9cILjXgKIfPQFZuLRfiG8dj32oY2fYUy37VnVKgLGrjLyo4dquqTOb2JwvWHyohJZaSt-Zj4Zggzng862wv-XxXBJuWXVmLZgxvWLZFy4I0reSVWWuEml0o90QqQMs/4s4/nqSXMa6zQYSDQqD6GGATAw/h52/h001.8HMXrMNlXUrHqSD0UBbvJOZAPMEczcZU8DWV_tJLJVY" 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%;"><span style="background-color:rgb(255, 255, 255);">“The people in [this image] look “inanimate” like Lego people, just standing randomly. Also, a few of the people aren’t even rendered.” </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br><span style="background-color:rgb(255, 255, 255);">“[This image] looked like everything was sliding toward the bottom left edge of the picture.” </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 shadows of people in [this image] were all roughly the same length which stuck out to me.” </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 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Plain Text
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Follow image link: (https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26)
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**Welcome back.** AI’s cleanup cycle is getting messy. Reddit is now using AI to fight the AI slop flooding online communities, while it licenses those same conversations to train models. Illinois is showing how states can put real teeth behind AI safety, with independent audits and legal penalties for frontier labs that fall short. And Anthropic is moving from being the primary beneficiary of tokenmaxxing to being a cost-control partner for enterprises by adding new tools to help CFOs and CIOs rein in Claude spending. AI is scaling fast, but users, companies, and governments are demanding more control. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. Anthropic token boom meets budget backlash
## 2. How Illinois made AI safety harder to dodge
## 3. Reddit turns to AI for content cleanup
----------
ENTERPRISE
# Why Anthropic bet on adult supervision for tokens
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Follow image link: (https://www.thedeepview.com/articles/why-anthropic-is-helping-enterprises-spend-less-on-claude)
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Anthropic just launched adult-in-the-room controls for CFOs and CIOs freaking out about AI costs.
Claude Enterprise has rolled out a trio of new features to help both organizations and employees track, monitor, and control token usage, ROI, and budget utilization. Since Anthropic has established itself as the preferred AI platform among US enterprises due to its focus on safety and privacy, this is a big deal.
As a result of executives pressuring employees to adopt AI, [tokenmaxxing](https://www.thedeepview.com/articles/why-ai-s-tokenmaxxing-obsession-ran-out-of-steam) dominated the first half of 2026, but the backlash has clearly begun as AI inference costs have run out of control, and organizations are now moving to rein in token spending.
Uber was one of those companies that incentivized employees to use AI by launching internal leaderboards that ranked workers by how many AI tokens they used. And then the company [reportedly](https://fortune.com/2026/05/26/uber-coo-ai-spending-tokens-claude-code/) burned through its annual AI budget in the first four months of the year. I've heard other CTOs and executives report similar challenges.
"Every organization is super worried about the costs going through the roof," said Databricks CEO Ali Ghodsi last month at the Databricks Data + AI Summit. "It's completely unsustainable for the organizations out there… People's hair is on fire."
And of course, a lot of these organizations are using Claude. New [Ramp data from July 6](https://ramp.com/vendors/anthropic) shows that 77% of organizations that have adopted frontier LLMs use Anthropic models, up 40 percentage points in the past year.
So it's not surprising that Anthropic is working to help organizations normalize their spending. The new features in Claude Enterprise to assist with this are:
* **Spend alerts**: Admins are now notified when the org reaches 75% and 90% of its usage limit, so they can raise the cap before everything gets locked down and work stops. Employees receive notifications at 75% and 95% of their personal limit and can request an increase from their manager from directly within the Claude app.
* **Costs vs. outputs**: As part of the richer analytics in the platform, admins can now view what was produced by Claude alongside what it cost in order to do more granular ROI analysis.
* **Model defaults**: Admins can now set the default model that new conversations and tasks start with for Claude, Claude Code, and Claude Cowork, so employees can start with less expensive models and only upgrade to more expensive ones when needed. This can be set based on role or across the entire org.
IT professionals and leaders in organizations running Claude Enterprise and Claude Teams can access these new features in the [analytics section inside settings](https://support.claude.com/en/articles/12883420-view-usage-analytics-for-team-and-enterprise-plans) in Claude. They can set the default models in the [organizational settings](https://support.claude.com/en/articles/15694740-manage-model-access-for-your-organization).
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No AI lab has benefited more than Anthropic from out-of-control AI inference and token costs so far in 2026. Anthropic's annual revenue run rate [jumped](https://www.nytimes.com/2026/05/29/business/dealbook/anthropic-ai-openai.html) from $9 billion at the end of 2025 to $47 billion last month. So it might seem counterintuitive that the company would want to do so much to help its customers control costs and spend less on Claude tokens. However, out-of-control inference costs have turned into such a crisis, as Ghodsi noted, that Anthropic needed to do something to maintain trust with its customers. In this case, it's taking the long view, working to be a good partner, and betting on its reputation of being the safe, reliable, enterprise-friendly AI lab. Establishing that reputation could be worth far more in the long run if AI lives up to its promises.
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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TOGETHER WITH ATTIO
# The next era of revenue runs on Attio.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e1f6ec20-d035-44d7-a4c5-0fc414c4b7e5/Attiobanner1__3_.png?t=1783015129)
Follow image link: (https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26)
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Get agents working on every account, surfacing new opportunities, and handle the work that used to take your team days. With Attio’s new workflows engine, you can build agents for any GTM play you need. Just describe the goal, and Attio assembles the workflow for you to approve.
Then [Ask Attio any question](https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26), from the weekly forecast to performance by rep, and get the answer in seconds. So you keep every deal moving.
Trusted by some of the world’s most successful startups, like Granola, Modal, and Railway, Attio is the agentic CRM that transforms how revenue work gets done.
[Try Attio for free](https://attio.com/?utm_source=the_deep_view&utm_medium=newsletter_sponsorship&utm_campaign=the_deep_view-Y26)
--------------------
POLICY
# How Illinois made AI safety harder to dodge
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f250f6b3-532b-4528-8384-6bd7a392e580/thedeepview_A_polished_marble_courthouse_floor_with_a_glowing_149be4b9-823a-4db5-b866-9363e9d91b70_1.png?t=1783370496)
Follow image link: (https://www.thedeepview.com/articles/how-illinois-made-ai-safety-harder-to-dodge)
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Illinois has put forth the latest attempt to regulate the rapid pace of model development.
On Monday, Illinois Governor [JB Pritzker signed SB 315](https://gov-pritzker-newsroom.prezly.com/gov-pritzker-signs-nation-leading-artificial-intelligence-safety-law), a bill aiming to hold AI companies accountable for the powerful models they develop. The bill was passed unanimously in the Illinois state Senate and House in May, and was supported by both OpenAI and Anthropic.
"As AI systems become more powerful and the federal government is unwilling to step in, states have a responsibility to protect our people from the dangers of AI while still harnessing the unique potential of the technology," Pritzker said in a statement.
The bill, which is based on similar laws passed in New York and California in 2025, applies only to large frontier AI developers that generate $500 million or more in revenue. The bill will go into effect on January 1, 2027.
Though it targets a narrow audience, it applies strong safety regulation to some of the most powerful entities in AI, including:
* Requires these companies to publicly disclose their safety frameworks and take part in third-party evaluations of their safety practices
* Compels them to report their models' critical safety incidents, such as unauthorized theft, model compromise or user deception
* Assesses for catastrophic risks, such as loss of control, use to create weapons, or the ability to carry out large-scale cyberattacks
* Noncompliance can incur financial penalties, including a $1 million fine for the first violation and $3 million for any subsequent violations
Cesar Fernandez, head of US state and local government relations at Anthropic, said in a statement that the bill represents an "important step" toward the accountability that AI demands, as it pairs both transparency requirements with independent evaluations. "Anthropic is proud to have been the first AI lab to support this bill."
The bill comes as AI companies navigate a minefield of US government intervention in the release of their increasingly powerful models. After the [rocky rollout of Anthropic's Mythos and Fable models](https://www.thedeepview.com/articles/us-government-clears-mythos-ai-expectations-shift), and [OpenAI preemptively holding back its most recent model, GPT-5.6](https://www.thedeepview.com/articles/how-openai-s-gpt-5-6-just-edged-past-mythos), the government's regulatory power over these companies' model releases is far from set in stone.
However, these companies may be working with the government on a solution: Last week, The [Financial Times](https://www.ft.com/content/0bb7e2f9-007b-4577-9c4a-858948ee969a?syn-25a6b1a6=1) reported that many major AI firms are in talks with government officials to create a voluntary set of standards for releasing advanced models.
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What sets the Illinois bill apart from predecessors in California and New York is that it requires independent, third-party evaluation of model safety. Without an unbiased party to audit model behavior, users must place their trust in the internal evaluations and standards to which AI companies hold themselves. Additionally, SB 315 and similar bills go a step beyond any standards that the federal government could muster because they are required, rather than voluntary. While it's good that the federal government is trying to create a unified standard for model releases, these state laws go further by holding these companies legally accountable for any potential harm they cause.
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 OUTSKILL
# Make Claude Your 2nd Brain That works 24/7 By Mastering In It 16 hours - Here’s How
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/42946441-4388-4351-807a-0a1214ccecf7/image1__13_.png?t=1783336582)
Follow image link: (https://links.outskill.com/DEEPVJUNE)
Caption:
Claude is currently the most powerful tool of 2026. It's been launching new features every week- Skills, Connectors, Cowork, vibe coding. Yet almost no one knows how to actually use them.
Our expert mentors have condensed 800+ hours of Claude research, articles, YouTube content and real-world practice into a focused 16-hour curriculum. Join the **[2-Day Claude AI Mastery Workshop](https://links.outskill.com/DEEPVJUNE)**: a live, end-to-end deep dive into Claude plus 10+ AI tools, LLMs and workflows.
It would be silly not to _**[SIGN UP](https://links.outskill.com/DEEPVJUNE)**_
The professionals who master Claude right now will design carousels in seconds, ship code without being developers, and have AI working for them _while they sleep_.
You will learn how to:
* Master Claude's three modes : Chat, Cowork and Code.
* Set up Skills, Connectors and Plug-ins to automate your desktop, Notion and files.
* Vibe code apps and dashboards without writing code & 10+ AI tools and workflows that pair with Claude.
- Saturday & Sunday
- 10 AM – 7 PM EST
[Register NOW!](https://links.outskill.com/DEEPVJUNE)
--------------------
CONSUMER
# Reddit turns to AI for content cleanup
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/36f4749f-bdcb-4e07-819e-b7d9e5e62104/thedeepview_bold_digital_collage_of_a_Reddit_alien_mascot_fra_678b6f0a-3949-471b-82d3-0bfa0f10d392_1.png?t=1783377706)
Follow image link: (https://www.thedeepview.com/articles/reddit-turns-to-ai-for-content-cleanup)
Caption:
AI gave the internet a new plague: endless, low-quality content known as "AI slop." Now Reddit is betting that the same technology can clean things up.
Reddit has been reinforcing its automated spam detection tools with AI — and is seeing results. On Monday, the company [shared](https://redditinc.com/news/how-were-keeping-reddit-real-and-safe-in-the-ai-era) that it blocks 23 million spam views per day before they reach users, catching 25,000 net new "spammy posts and comments" daily, and revoking nearly 2 million inauthentic votes per day. From January to March, the company says users' exposure to spam dropped by 20 percent.
Large language models are employed to detect suspicious behavior through "highly subtle, coordinated patterns" that older detectors may have missed, Reddit said. AI is also being used on the platform to curb hate and violence in English content, with the automated system detecting harmful content in under five seconds and with greater accuracy.
These measures aim to protect the authentic, human-made, community-based content that Reddit is known for, at a time when AI bots and content are filtering through nearly every platform and community. Beyond creating an unpleasant experience for users, AI-generated content is easy to spot, lazy, and altogether unhelpful, and it also poses real threats of spreading misinformation.
For instance, [recent research](https://www.eurekalert.org/news-releases/1134423) from the University of Oxford and the University of Potsdam found that when used to write or create social media posts, LLMs altered the meaning of posts on contested topics, introducing bias even when explicitly told to preserve the original meaning. Taken together, the study found that these small changes could accumulate to affect overall public opinion.
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The most interesting part of the Oxford study was that the researchers recreated Grok's "explain this post" feature, which is intended as a positive tool that provides users with more context about what they're reading. However, the study found that the simulated system was more supportive of "pro-life" leaning posts than "pro-choice" when discussing abortion issues, which could steer collective opinion over time. This highlights not only the risk of using AI to solve a problem AI itself created, but also how much impact even the slightest bias can have in the long run. Reddit holds a unique position in this AI content machine. While it uses AI to combat spam on the platform, it also has several lucrative deals with AI companies that license its content to train AI models, potentially perpetuating the issue.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206)
Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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--------------------
LINKS
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169)
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* XAI [rebrands to SpaceXAI,](https://x.com/SpaceXAI/status/2074214064746832060) unveils new logo
* [Nvidia delays release](https://www.cnbc.com/2026/07/06/nvidia-kyber-rack-system-delays-manufacturing-taiwan-rubin-chips-.html) of next-generation AI server rack to 2028
* Anthropic signs $19B, 20-year [TeraWulf data leases](https://investors.terawulf.com/news-events/press-releases/detail/142/terawulf-announces-anthropic-lease-at-justified-data-campus-and-sale-of-majority-interest-in-abernathy-joint-venture-to-fluidstack)
* [AI won't give people a four-day work week](https://www.nytimes.com/2026/07/06/opinion/ai-four-day-work-week-office.html), NYT Opinion
* [Microsoft cuts 4,800 roles](https://www.reuters.com/business/world-at-work/microsoft-joins-ai-driven-tech-layoff-wave-with-4800-job-cuts-2026-07-06/) due to restructuring
* Mercor hits over[ $2 billion in gross annualized revenue](https://www.theinformation.com/briefings/exclusive-mercor-hit-2-billion-gross-annualized-revenue)
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
Caption:
* [ChatGPT](https://x.com/ChatGPTapp/status/2057560276384563560): OpenAI's flagship model is now available directly in PowerPoint.
* [Sarvam MCP Server](https://x.com/SarvamAI/status/2074116231461011764): Gives coding agents a standard way to discover and build with Sarvam
* [Tencent Hy3](https://venturebeat.com/ai/tencents-apache-licensed-hy3-takes-on-glm-5-2-at-half-the-size-and-wins-everywhere-except-coding): A 295-billion-parameter Mixture-of-Experts model available under the Apache 2.0 license.
* [Cadence](https://usecadence.co/): An AI screen recorder that works confidentially and accurately.
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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* [Reflection](https://jobs.ashbyhq.com/reflectionai/5c614820-83b4-49ad-bb6d-0d49f09c078b/application/): Member of Technical Staff - Safety
* [Meta](https://www.metacareers.com/profile/job_details/2889564081386103/): Linguistic Engineer
* [Anthropic](https://job-boards.greenhouse.io/anthropic/jobs/4595463008): Security Software Engineer, Detection & Response Platform
* [TikTok](https://lifeattiktok.com/search/7631002754433665333): Research Scientist, Intelligent Editing and AI Agent
--------------------
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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--------------------
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.
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Follow image link: (https://unsplash.com/photos/sunlit-historic-city-square-with-people-and-ornate-buildings-YiFQnSzvPyw)
Caption: [Link to the original](https://unsplash.com/photos/sunlit-historic-city-square-with-people-and-ornate-buildings-YiFQnSzvPyw)
“T==he irregular shadows on the right and the windows not being uniform in terms of their look made it seem more real.” ==
==“The people in [this image] are more randomly placed, so it felt more natural.”==
==“The shadows on the ground of the building that is out of shot means I was sure this one was real. AI wouldn’t include that. ”==
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7a9ad2d7-aea2-4527-8539-f1ad910b2abe/Fake.png?t=1783370871)
Follow image link: (https://chatgpt.com/s/m_6a4ad7db2b5c8191b73bacd2e9bc136f)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a4ad7db2b5c8191b73bacd2e9bc136f)
==“The people in [this image] look “inanimate” like Lego people, just standing randomly. Also, a few of the people aren’t even rendered.” ==
==“[This image] looked like everything was sliding toward the bottom left edge of the picture.” ==
“The shadows of people in [this image] were all roughly the same length which stuck out to me.”
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Follow image link: (https://tdv.transistor.fm/)
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