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⚙️ How AI took over 40% of the top apps on iPhone
Sun, 07 Jun 2026 11:34:54 GMT
⚙️ What ChatGPT will do with new Codex superpowers
Fri, 05 Jun 2026 12:37:15 GMT
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Selected Message
From: "The Deep View" <newsletter@...
To: [email protected]
Date: Fri, 05 Jun 2026 12:37:15 GMT
Subject: ⚙️ What ChatGPT will do with new Codex superpowers
To: [email protected]
Date: Fri, 05 Jun 2026 12:37:15 GMT
Subject: ⚙️ What ChatGPT will do with new Codex superpowers
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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: Airbnb CEO is planning a new AI lab  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> June 05, 2026 | <a data-read-online-tooltip="true" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYVTvgvwHRflPwrnsoGWoDb8odCp2X6eDkDbU6ibD8dQ1s27Opj3TweW-snTO-ZsVjhYyK0-9SGFryy8W3hZnqli3PGVxWa3nBCvIGEE53fTMZyO_mPLuXFie5QH4A_DY1Z51dAYW2F-7PmmCQmOLwgUqJ4vudkGQ4XsM-NdN_yhruL9YUcOtIvgPx65KoCgvpb2qLBnKxinhtplyLwW6hPzwJr4gwVJCEpjHsUdxfW1alHuj30WfgaeZKH5Xm5Vs9OHzeLLzTZhL-CEFcl63ceurespTamfxrX24YPYv2MzkL1wtRZRyi6DUIE4TS9garEYBojX9s-Arcs-2Z0x93WrfXH7G6iLM8wYjUNl1dZzCoTnQi7HEVijTdxTryrXCUVNPEIM7SJ7H9iYm5vVdiIRB-5DouPr_tN-JRlDPjQKs3emmokrf9HOmtXbbjCMAR0mVfwd1GSpgasHnTqE1oGG_joQ2h4DeaxigndGj9_s4KBJRuIOGqZLMJfoGzhK5HfzaUv1bRvK9Y_fIcFG3SGUX8GwcIiXDrAgTfvduqTKYMfe07DMLXqmGmTi2A0CzivwVWEZRSFLsMv_9snWsb7_M6Ljj80ZdVHDy8JirA55OWlhkL7U707mUMn2-SKxD_xPn8uvKFGhdCJ_SyaJcmNkR-7k0K4NvJMmvI-TPhlfzC2Dw_eVcjfMzG0ZPlhZ46X-F_D3k_llg6qWs6M1x094CuYcfvTttrkK_WPdl6O-uQlmvM9q9ppYY7Tec_N4ZmM/4r8/D39ME-HySBOLSur0heRBpQ/h0/h001.bKeFA1tY1NFH2DCkvWVtc5EfP9ppnnAbk4Yn1aiPyic">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/4r8/D39ME-HySBOLSur0heRBpQ/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/uploads/asset/file/acf58b75-e99d-4802-bdac-df75bc1becab/BANNER__132_.jpg?t=1780647552" 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.wZPohD0JH12EksCsbt8ZeEgTbcMAYtU9qmmDsDahI9Dzi7l_1TVEdPu1eetm8qU25LCyrtO_ZrnqWI83vY6RmUZF6Nq3tPwUnzyK9EQescLmqYipYV39t4y-VI7TBtm5lH1SvdANuxmMQYBlK2Uh0FrUeh5Eu1j4P0qugN2idkBlVDBlKPJilAnfFYWbegwLKP4q-UF1Bv6xwKrYFPwTSw/4r8/D39ME-HySBOLSur0heRBpQ/h1/h001.hI8CnpTo99YL2-27FPPicbp48Jcl0qCu7NrHy-i2ZLo" 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/uploads/asset/file/10abcd05-b56d-4ac8-a2a0-a91de667dedb/Together_W_Cdata.png?t=1780505953" 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> While Anthropic warned that self-improving AI could arrive sooner than expected, its call for caution sits uneasily alongside its aggressive push to build ever more powerful systems and launch its IPO. Meanwhile, Microsoft and Snowflake signaled that enterprises are shifting from AI exuberance to AI efficiency, focusing less on consuming tokens and more on proving ROI. And OpenAI’s decision to fold Codex into ChatGPT may be one of its smartest product moves yet, turning a powerful developer tool into an agent platform that can automate tasks for anyone from inside ChatGPT. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TkIyYwmF6EcllQtSa37cFuV-8DVfC6EITjC3PKWNbjMkJwAozjqAYMp00Zmvr_dLJh42lnHQOb6iVQIbJcR_tCHg3TEChFOGgiREPK_9WpQH9LMyYhysTyfzFz9-CSgnUg/4r8/D39ME-HySBOLSur0heRBpQ/h2/h001.vZYMeMAiRFyEII9KfALdyXNcPOHIKjE6v2qc9ZrreTg" 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-what-chat-gpt-will-do-with-its-co" 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> What ChatGPT will do with its Codex superpowers</h2></td></tr><tr><td id="2-the-tokenmaxxing-era-is-over-befo" 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> The tokenmaxxing era is over before it started</h2></td></tr><tr><td id="3-anthropics-rsi-warning-contrasts-" 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> Anthropic's RSI warning contrasts with IPO filing</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;">PRODUCTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">What ChatGPT will do with its Codex superpowers</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQE0AAFJ2Kj9VvA3A4-fHOpxl-eIbQU0rMS3xlTuae4jJTOZiGnr0dryEPZrOfDpxWb4cPWmPt_u7bkJRC5LrfEhMpDQbo4OyyU6endz4NSR0INgMXCMm_fpg37v9SxVCpIo3VxP6z7LN64pstKJVPRwk8vp_6VKAUqQEkdbM7sSDs9rTCKKYLly5ZiopUufD7dl_Gq1JULGCrHIu_kqXSK7rE2JLBW8BqZhsKD9tG3cjD2bJk5XQjItxzrpZ2DhbfBbQIs65KLFtHV3v9J9IF9ZU_8xLJ74ti-Ur-_G2bZQHw/4r8/D39ME-HySBOLSur0heRBpQ/h3/h001.i70fTJgiRgFbvn0vtA_qgLaUvYZqK4b-FjMmrcS_f6c" 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/uploads/asset/file/c03bdd01-6aca-42aa-b292-63e58c439075/ART_1__7_.jpg?t=1780647573" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> OpenAI is <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.WHId9TPFGnUe-Jr4g0Pig-DL3b9z5uu7OVXG7f99uOc9gfAb7VDF9YvfJNAhzNcOGsfUM83AZgMz7oOuKZHJM9gXA2cuY4wPWHjmHPQIS9dU7R68kel_iAdQ0EiFB3dAjY9c1s8dkt97-JL59xkrP1x15X0PhOOXpnWzjwrx2j5rYjUFkFJHWVJrBW3_S8Ihqb77WQvP1yjT8j5j5LiUwsxT9qVQfcoxl-egaVMSPgJrOL6J0lD-T8TxX1i67a2OP5UM5QDPOvN93cSGC-cPs0_1KxIxPY0VP6qDNkt1orY/4r8/D39ME-HySBOLSur0heRBpQ/h4/h001.gaFLtxija76_o4nptAHjLEgKmejPfcju3ZmngpbKPeI" target="_blank" rel="noopener noreferrer nofollow"><span>collapsing the wall between ChatGPT and Codex</span></a>, folding them into a single platform so users no longer have to toggle between apps, and opening Codex to far more people than the coders who first relied on it. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Instead of making you choose between using the fast-growing Codex agent and ChatGPT, which has become the company’s biggest brand used by nearly a billion users, the company decided to take all of Codex and put it inside ChatGPT, Alex Embiricos, head of enterprise product, explained in a Codex workshop for press in New York City. </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 result: easier access to Codex’s powerful capabilities. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "It's been really fun working with software developers, because they're an audience that wants to try a lot of new things," said Embiricos. "We're now at the second phase, where we have these incredibly useful agents that are actually useful to do anything you can do on your computer. And now our goal is to bring this capability to everyone." </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This update will also improve interoperability, Embiricos explained, as users on a computer or phone will have access to the same Codex capabilities directly within ChatGPT. </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%;"> Also this week, OpenAI <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQETWQFUCCYVwC3Q2o8Onv3zYucjtZFQGLfn9Aq4iyCEcyMtXOv_tvzcu3MANZ_5XgF6EmKXBOrk9o_iu53NrfTyRId_LsYLlAzTlYx12itBFnJE1MRbzHgEMT-ECGjuRLgH719sfnz98XfelWGLo0w3SIKxaIY-FsWBuR9kNsOSldgVcshgwVHKvOfYs7qFQhn3ZlND8Hw207pOQn86f5rGTpI9cDltFXI3LIlPwrIXyxWxweaNPV3_ncAZZ_P7212Dr7b2_Kvgkdei1x4xeiIgkFCPN0aPmNJj120TDoQ7Ng/4r8/D39ME-HySBOLSur0heRBpQ/h5/h001.W_GJZWJFeWtNHWTPHmUMhdaELWbRmTn1-RpCz5Vx2qM" target="_blank" rel="noopener noreferrer nofollow"><span>launched</span></a> six new role-specific plugins that target roles beyond traditional software development, such as creative production, sales, and public equity investing, highlighting the push to bring Codex to a broader audience. </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 us, this is really core to our mission. We really care about making sure that the best technology is broadly available to everyone," said Embiricos. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> If, like me, you've been skeptical about what Codex can actually do for non-coders, the workshop I attended shed some light on a few ways everyday users can put it to work. Here's what I found genuinely useful: </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>Sending messages:</b></span> By connecting your email, Slack, or another messaging platform, you can describe what you want to say, and Codex will draft it, locate the recipient's information, and send it with a single approval from you. </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>Calendar briefings:</b></span> Connect your calendar via a plugin, and you can ask Codex questions about upcoming events, or have it surface specific information on demand. </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>Daily automations:</b></span> Once you've combined the right plugins for a given workflow, you can instruct Codex to run it automatically at whatever cadence works best for you. For example: <i>Every morning at 8 AM, give me a summary of today's meetings and the most important action items from my inbox.</i></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/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%;"> Tools like Codex and its archrival Claude Code have built their reputations on software development, and that association runs deep. Rebranding Codex to appeal to a broader audience would have been an uphill battle, especially given how intimidating the interface can feel at first glance. Folding it into ChatGPT, a product so many people already know and use daily, was the smarter move. The bigger challenge now is helping people understand just how much these tools are actually capable of. For those willing to tinker and embrace the learning curve, this merger stands to unlock a whole new level of productivity. But you have to be willing to change your mental model of ChatGPT from just something you chat with to something that accomplishes tasks for you. </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-cwkfTsMiGjocxAfOEjA6u0REFc0Q1iXwOFmN5FsAETBgktGbHuEJNABTOMCfm849Wc1CULoo6GfUzMlsKSaKbT1Rx0tC56d8--euJT4BfswW6HZDFXl9y9WhN-KmHiRf5UdD4126wq1b8fd5VcXbmrvGYa2qh_FGur8/4r8/D39ME-HySBOLSur0heRBpQ/h6/h001.3ArXQzEmA92ZZbyd6cB8oRYdqjOPLmy2hIquHSu_Tg0" 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/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH CDATA</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Single-source MCP servers fail 1 in 4 prompts</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.wZPohD0JH12EksCsbt8ZeEgTbcMAYtU9qmmDsDahI9Dzi7l_1TVEdPu1eetm8qU25LCyrtO_ZrnqWI83vY6RmUZF6Nq3tPwUnzyK9EQescLmqYipYV39t4y-VI7TBtm5lH1SvdANuxmMQYBlK2Uh0L_R7CSZevzi1qvo6LKp_HqZhu35F_Fd9gIj1UFRno5DSugoOYOkKm6p7U6GwoejGA/4r8/D39ME-HySBOLSur0heRBpQ/h7/h001.8F7zN2gjJySicn52BV8G_9ZH9sj7dx5drzG7bMiOMrk" 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/uploads/asset/file/145c5638-0320-45b2-bcc9-a99e65b97d4f/CDataConnectAINewsletterAd600x400.png?t=1780506053" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The failure patterns are consistent: schema mapping, date logic, multi-filter conditions, and write validations — the exact operations enterprise workflows depend on. Layer in the absence of centralized governance controls, and a single-source approach to MCP integration becomes a nonstarter at scale. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> CData Connect AI resolves all four failure patterns, delivering a <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeCHfxpj0HEKL5dp4daaHydIte187nJQxzGBayFXDhUMLPkwSxdjLjN2KrhBySZQjE2M-5vMyig7Q4J9ac2i-7_jh5Q1Ivns6YDdhN9GercJ5u6k37N037HPwc7PuL1Aq2r5NR_urAYiQHP-q5T6FFCmzStMWOAfN6KY7qw8VkaELJqxhiJ8MsDsVeu_r_7AhFHeS7k98K10ZZYoE786_cg8/4r8/D39ME-HySBOLSur0heRBpQ/h8/h001.omSrhFwfmzXMGIUQA39FNw9YbD6vpkN1WjEq14mtgBc" target="_blank" rel="noopener noreferrer nofollow"><span>98.5% accuracy rate</span></a>. Governance is built into the architecture: per-user authentication, downscoped toolsets and datasets, and query-level audit trails. </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.wZPohD0JH12EksCsbt8ZeEgTbcMAYtU9qmmDsDahI9Dzi7l_1TVEdPu1eetm8qU25LCyrtO_ZrnqWI83vY6RmUZF6Nq3tPwUnzyK9EQescLmqYipYV39t4y-VI7TBtm5lH1SvdANuxmMQYBlK2Uh0FTwxdwYBWOsdEl1bRnaXZmEt2lDlbbEFNhI6wpJTM_8j8SaQR6MQqczQy_fjOGeWw/4r8/D39ME-HySBOLSur0heRBpQ/h9/h001.6mqyPQpVQY1qsxRGaqNOCLfbvo_T0M-sPyzQ9IoiMfs" target="_blank" rel="noopener noreferrer nofollow"><span>See how Connect AI handles what single-source servers can't. →</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;">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%;">The tokenmaxxing era is over before it started</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFvohib3kjvXWl66kUhtWSRUAMLXirT18UIoGUakLc7ZAbvCO3gfLVkxALZFTHw54lZOIIvzpQGIVYNDvOth8CsnaiFb5W6_IaCGY8DTyFOciVsGzWkQ_HPtVbZewMY4II2wNj5zn5ric879XDWAEb7V38RPBCrlNzhKQ5Mb0JDThUupvG3MXN3-8XVepgglt9v0CEH6W0MfOg90cU8E7Ag0QxwR5vzywPM3Evyo7KH7-cqkPwd9cd2-sDrcnEGO7ORXNpgXZbvIxYAeATK3MveDKEZwdwoyX_jSLtsT28DqQ/4r8/D39ME-HySBOLSur0heRBpQ/h10/h001.7LZd5GJ8pE5woH_JCBdJr-vnmopwOBlim4MIZs0QoWo" 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/uploads/asset/file/c3beac3b-565f-49fc-9854-4274609e1f45/thedeepview_A_towering_mountain_of_gold_coins_and_cash_made_o_5752d6f4-1657-42c2-b385-dba7f9867cb6_2.png?t=1780616075" 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 customers may be starting to pinch their pennies, and tech giants are taking notice. </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%;"> At both Microsoft Build and Snowflake Summit this week, efficiency stood out as a prevailing theme in the announcements of these enterprise tech giants. It may signal that the compute costs that are crunching AI builders are starting to add up, and flagrant spending fueled by sky-high expectations may be starting to come back to earth. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "I think if you read about OpenClaw's founder, Peter Steinberger, and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeJZAeSWaD_CGNGJ08oYGpU75DGTZm6dcP0IS912lgnVCSFAXuC5WJd2xWn3GaESwzDREcNd2ZNj5d3uLK9TfPU-J7OH2pnYhOVvJdjK2oSG8Q_QU4B5ZoC1Rd6O3N6r-S6wJWoxb6DmXM8Cuy84tB4QO3A4p1H0JKJb80WClPeo7GJcTmU8_p0e67wciuVzyvj6vTNBpGWe7MyDfWSGX68vqx7AavoZcan3HSlcyLnaP9dgKQrg7EwgmVqHjQ3QPHCLM0lr8_03EJLWIjUegClHqhxIQBV3qag6XnYxDOjVjMdibcJf9AlpNsEUmh0wwDA/4r8/D39ME-HySBOLSur0heRBpQ/h11/h001.qLrylStaMZcnnZ3MOGWsKHmXVgtLLJhtBc3vXwoQLfs" target="_blank" rel="noopener noreferrer nofollow"><span>how many millions of dollars worth of tokens</span></a> that he's using, it doesn't necessarily correlate to an output," Rob Ferguson, VP of technology and strategy at Fireworks AI, told The Deep View this week. "People are starting to really think about what the outputs of their AI are." </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> In short, the era of "<a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeJZAeSWaD_CGNGJ08oYGpU4GlfmXDDT3zS6LpvhEAWS_q6DB1v5gXrtpbpFNLuKS_BvQdtwb7SPW7Calfio-NVzeO4EEIBq7ExzV-ZTDg8m0qpz3qRj-MOuJk9Y5cXoukrU9oQ6-Wpo_BTZGNVZUXDTZG3-HlvSTCUDRw3GVnF5rC0NBpuqOmYK_N6JcnXvQAvH5-On0g60DHImlgJxv0MTtr54gArg9ECiOco2zbsYJDm8BOOw0kxT-h3skmxkiCqHGjf2HA7TwsIPBq_XWmTi-wVk67IWGhKOvulGBwpQR8tpKaqDZZCNrQfkust4wQg/4r8/D39ME-HySBOLSur0heRBpQ/h12/h001.CHn-QP2Rt_JvAlzKRsZ4m4PtXUqVk56H0E0zreZE9_E" target="_blank" rel="noopener noreferrer nofollow"><span>tokenmaxxing</span></a>" may be over. Or, at least, the definition is changing, said Ferguson. Rather than focusing on eating up as many tokens as their competitors, enterprises are starting to think about how to squeeze as much as they can out of the tokens they use. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Several of the product releases in San Francisco this week back up that shift: </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;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQH67VY3m8FsaSWeX8r7mRQ6mBSHM7HYf8jkSMLTxdyYKMLbK1A9G1yycNt3VcJ5_GU3jZ_G3grPqYWQDgcTJ7j-aOjyoDs8PuN6QCTeT1uFuTOI6lMhRwgI0RRvGpTQiPsU1FFE6rBIA2DdK3IIQaLahf_YdxGgmv60au9CfQ3h1gfLMF22Fkh9L7F7Ii5a2xikg5aoCQpkrMqlqoAqiAI5XmgAV8Eaxl-XB7Mdx4VJVOrYTr0D_D4lARKRT1UeTqMjg_tRorKeQXAEOWdqqX1iIf-LerzWojZ5f7jUioOpxQ/4r8/D39ME-HySBOLSur0heRBpQ/h13/h001.TynLU0CdTmz9HpdwHKYTNraFWtfC8SsIrKpJxjQT7fY" target="_blank" rel="noopener noreferrer nofollow"><span>Snowflake's</span></a> new Cortex Training system, which allows enterprises to customize open-weight foundation models, is marketed specifically as being faster and less expensive. Additionally, Snowflake's new Adaptive Compute addresses cost efficiency at the infrastructure level by automatically calculating the best use of compute and software resources in real time. </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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEZXoFrw1Tft2Ka4KOiwXRpcmsFZsVH-iPZH4nkUbZP9RBcX_b8vD_C5YIG1imSxQ1-MNedq4faS-bRagsrEHbD3wqiW_tWZpWK7cdQUmjrJGAot36OJAjx1566WlMW8Aj4H4rLUn63sVzmFFVH4gMGjOFl605cVYcLKs6cToC_nPTJRC6fDMXhIqDE81bk4muaLnJN4HTcE4QXUJg-Bv3TnaDYGXLvpt0Ezk5R4yZ21LAQCXG88MfTzewxMT4Xh-HpZZVeW0kC_A67osmL7dnbBoShF_PibX1hEMD6xpJjkw/4r8/D39ME-HySBOLSur0heRBpQ/h14/h001._BUvsRs-nqYTPugXHg9gTh0r2nRXSSXfNok3h0tu7a4" target="_blank" rel="noopener noreferrer nofollow"><span>Microsoft's new models</span></a> also reflect a desire for efficiency, with its first reasoning model sitting at 35 billion parameters (compared to the latest trillion-parameter models that OpenAI and Anthropic offer) and built specifically for efficiency and low-token cost. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The company is even targeting efficiency on the hardware side, debuting both the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeJl9Gw0DWEQNTWJh82XfizPexPtmpnQz9n_wCggQ0tLziuLOAsr7Bgu1ZptiREpu2Upmp9KhHdZZGVsnWUpWByMF_mCiR7OteyWk6_aKLlN9hA0FgrbllBOLRNLm_VrVXTSvMEUvMCdvDyY9qPgOjL-UbR9KuIu2Gs_O4Uwwec3-Aab37ohL9nTXglXW2cpf0CT4vPH6AIPiLFId7-jgaazmRQ88-yA-bsLVbb4FtdcjdJxhgG8PhtQpws7K4yOUZQFSG8GFWPqPuvccGhz1hRuMOvhLLRwqAJx1kVFButr0/4r8/D39ME-HySBOLSur0heRBpQ/h15/h001.5QDkGB6VXJV27MwpeNyLBVRzc89IGmCJdRKJ2Z1Pmqw" target="_blank" rel="noopener noreferrer nofollow"><span>Surface Laptop Ultra</span></a> and <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeJl9Gw0DWEQNTWJh82XfizPexPtmpnQz9n_wCggQ0tLzNDCLJomGuuJ_T1fofy-1WNoRhrdWmAO8WqA8Md2e-ndq26gJGFRgx-t3uwAPA6C0GtBiAhFFk76JRo_cjMQUzy6IqOnTh-fc6m1gMhGuB2x3jgCNY-qQe0K0e3ytROYzFic37qAEHNWBcWHOJe4BSlOvh9N8fx9wjnDI3NlcO1_xviamlND16A1_Aq0REj49wuBMy2TxKQclfYWo6Kxwl_FShSbx-AHQHr1E3DXONDqOUU39yFoWWmF3Zuy6sasm/4r8/D39ME-HySBOLSur0heRBpQ/h16/h001.7jjZ80I2ZlWSS_v9Q0V4e5UR3r6oJB2bTz6h3Ihuj0A" target="_blank" rel="noopener noreferrer nofollow"><span>the Surface RTX Spark Dev Box</span></a>, which can run powerful models locally and drastically reduce token costs. Jatinder Mann, partner director of product management at Microsoft, told The Deep View that these devices aim to provide "unmetered intelligence," reducing cloud costs by enabling local models to handle routine tasks. "There are a lot of routine things that don't necessarily need a cloud model," Mann said. </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%;"> The next step enterprises should take is questioning whether a task requires AI at all, Raj <span style="background-color:rgb(255, 255, 255);">Ramanujam</span>, VP of Global Alliances and Cloud at Dynatrace, told The Deep View. Every agentic task, every prompt, every tool call racks up the bill. It's why every potential AI implementation should start with a "problem statement," he said, identifying exactly what challenge they're trying to solve or task they'd like to automate. </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%;"> "There are some things that you can automate without touching AI in the normal course of how you program it," said <span style="background-color:rgb(255, 255, 255);">Ramanujam</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/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%;"><span style="color:rgb(29, 28, 29);">The tokenmaxxing fad has grown to the point where </span><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePjQUzgRJeipYvn0GkVHpaXa0_RIFJFaZupYmdiLejgccWGMWQVHUHcQ-83q199rt1YMbBedh-nePZqsj5vG7Ro_DpcJDvZT_vfLlsKWYszJtpMhtb9zTkSwZ3QrX0jF1XJMcXzxn4d3127-pwUj_ifMSsWN5OBWWMksYlGCyDOsIv1vOZ8guMs3MyedXgmm-svBcLSR02aMYIlLNYqWwxLDSpmil4QZsKqzoUaUA-fh7HW3_6pJSBEW_g_ZoSzFtQikCIaaRf87W5iqxQBxmZcoYyfSMCKUs_rw6Ezs8omS/4r8/D39ME-HySBOLSur0heRBpQ/h17/h001.JjzDkzKEJP3XumvRkrtd9_m3ywqdSSKx8_ER3AAUjzA" target="_blank" rel="noopener noreferrer nofollow"><span>memes are going viral</span></a><span style="color:rgb(29, 28, 29);"> about companies burning tokens on agents who write poetry and send motivational messages. But w</span>hat goes up must come down. Seeking to cement their statuses as AI-first, many companies felt the pressure to go all-in on the tech without considering the costs, racking up massive bills with models running in the cloud, and those bills have clearly started to sting. And with the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQEbLK5GEk8IlKCj9DMYcu8cHKz0shJ0PDspnUV3EJYrqjjFyPNxsxxB99S5sQKljDPHYzJKKCXlVPRMxcrcmg1uTf0nHvt7aeNX9SLYRXZ8v-0_4NzXFyfNWcZ8QQ-fVjhZ45mqCHn4fISGZPafC6tWW9MgqhywOMhPL6YfAbkmYxyCs7vm5AXH7d3O91oZW86ee4MbZhynpionYMxQ6kQRgaiEv8nOAYzaSWCSXP5HxdIxNS3uM3OhVHnl0uUip-UgTDBkNPWi11raBC1bMEX7IzNvILxFl5Kp9gpn0YLs_g/4r8/D39ME-HySBOLSur0heRBpQ/h18/h001.Y0M9rqxZenIE5AlKJBV-o25sGEuzP-7ZqYA3i3Aj0c0" target="_blank" rel="noopener noreferrer nofollow"><span>ROI equation still unanswered</span></a>, some enterprises may be feeling uneasy about their AI strategies. If these announcements signal anything, it's that big tech firms know they, too, need to lean into efficiency, rather than pressuring their customers to use up as many tokens as possible (<a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePGy_1YzUTsFni1RRngnNafnQh80NDBi1NI92K6g9R-agYF5Os_EK5iWIJoBEokj1miL2CrFaaH9uchR4gInuYGdf6LuK0hFkBBaq4IB7fsaC9RTOz5Vu_uwc9QyzWXM7zRPW9f0H8EIE5-fXqhrdF80JYPls1wR8s8X0uvzm6GsO7V-y9eGLxUzDmIZElplxrU6AR_x2lPp72ey7z1HC7ItIOphYvXxdK08oLTrF-ghwM2qfX8W0qEVKM6RikBDAbefm7g8yDwoZ3Sf0-9DZayYPc5SpHPyBBY0u-M3EQOyG9zWFS6cJIDXD3ZUJD24mRYQwvHYR6m6BlKKuavS3I3oRsCj9tv8W7DLK0K-lPCWFhMQ_AhF6ljL_NlF_6-RLry2nZRJu7MDvAc937t3YiCkvOq5o69Rh8fNG1I5yCljXmthEVloGxaK31OpBP6qhtX-tVWg1sW5OJ6EqLRtbeKYRah4UYViiST0b_htoh3jiwpmtDKsW1z5TGZkYxLcByfmyqbTm6LzIDzdh8sBVNPqiBz67wDgEn5mX_l3z9dV/4r8/D39ME-HySBOLSur0heRBpQ/h19/h001.A-TyjYSL3FeCCahRII7sEiU6K-itfK9BdxuEe2NRFcw" target="_blank" rel="noopener noreferrer nofollow"><span>looking at you, Jensen</span></a>). </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80w3ga4VfkUQ0uetklEHlpH75CJHabnUO3NzYwqoeoT9e8f8RovySWIKToTnWlzHzUF8qXO72Un3np82dUS2Yg42x8ULJh6j9dTo5doYh69JAAGo7mppfM2VFuBz68kZFXh9-T1Cr0sL9LjCk6e_zeaE/4r8/D39ME-HySBOLSur0heRBpQ/h20/h001.9ui1t0bCyUC0b7SXS70sc7zDwCixhPv3EgXNzK7dkD4" 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/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 NICE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">AI that performs at enterprise scale</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.wZPohD0JH12EksCsbt8ZeL1YfUjHdzWyNxEREK75l5YyBS4hZnFUmrvJDne9lGDYPo8r2dZf23DKAgZAMCTp8t9YplCuDDNp5eRc9cdkzM37YWfL3nGFiwSQSO44F_DAwk_Du1VXWiWSlgJnI9kruk8pZ9RMToil24qfp050mJmh19ypARmVhnD26F442J3BWlDd5_qBaL91G-OS29Q4RKJhPqz10X6TtcS99aYNSvTxcgFEZnl0SQ5tZ2ZkYqA4mEHJh13T3SaKGGw-KQhzzc3kglO647wn6Sr7c-8y9Q_o16mV_32OPf2NaeMFT0C30BHMmbbpFoUHI6k2K5d-Q6Mxt1Qxq6nXr_W6h_U9TtzDp7Gn1UBnMAzDTl5ULv6v/4r8/D39ME-HySBOLSur0heRBpQ/h21/h001.kX4iPpFELfPHBCtL_Fixryc1m7GCy3g-3pssobVpH3c" 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/uploads/asset/file/45beb81b-31d1-445a-bdec-3e119220e419/ART__2_.jpg?t=1779980384" 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%;"> Enterprise scale isn’t a claim. It’s what customers deliver with NiCE every day. Billions of journeys. </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 channel. Every interaction. Real AI-powered outcomes that help leading brands deliver smarter, faster customer experiences at global scale. </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.wZPohD0JH12EksCsbt8ZeL1YfUjHdzWyNxEREK75l5YyBS4hZnFUmrvJDne9lGDYPo8r2dZf23DKAgZAMCTp8t9YplCuDDNp5eRc9cdkzM37YWfL3nGFiwSQSO44F_DAwk_Du1VXWiWSlgJnI9kruk8pZ9RMToil24qfp050mJmh19ypARmVhnD26F442J3BWlDd5_qBaL91G-OS29Q4RKJhPqz10X6TtcS99aYNSvTxcgFEZnl0SQ5tZ2ZkYqA4mEHJh13T3SaKGGw-KQhzzc3kglO647wn6Sr7c-8y9Q-BIOhLbJuR-IyKJvODtfGnRUWdPcqwHuJTm-8WPcB_DFlELBIcf909Pi9tt48_-rCNaeK-mvp2XO56oiIMTLcg/4r8/D39ME-HySBOLSur0heRBpQ/h22/h001.qDAa82_TgS_FS0S_y75NrKQZ7H_zGeHbZCvIOXdT1BU" target="_blank" rel="noopener noreferrer nofollow"><span>See why the world’s leading brands trust NiCE to power AI-driven customer experiences at enterprise scale.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">RESEARCH</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Why Anthropic's RSI warning rings hollow</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.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFB6OkklKKhVNSWEtPUpq1k094h7QwEnOqbpxZa43FfVidq-K5De4Xc9NPjjOow0A-2Bsi3Bs8TlKR5P74WfSJZohRvrjsa4iCctn7Vj29XWwZJpuB1ldOfB_eWml0pqZD0lqTM6GF71-j0phQjnN_9VV_TgFEP0petk5YQDbWQ1WKCZnvw-h2bjYQoV2OBZjFhyTNfaJvNvtMl2k5QOSkaPYa9pN8Oq8K4dfkBpVktIf-uhlm-gvDQYytzx17lqkoBWoZJvdIIIc0WY8VDnFyOxaIgH-cBvcwlUmOEP7TneQ/4r8/D39ME-HySBOLSur0heRBpQ/h23/h001.98Z80cbdA_vSfSVBRGycgkyQ3YSqkL6XrhzJ7l2vsTA" 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/uploads/asset/file/0a6d768a-45aa-414d-880a-e0b69dc2c1c7/thedeepview_A_surreal_cinematic_research_laboratory_where_a_t_7d170caa-2c01-4a20-bbf0-b068f7a9e51a_0.png?t=1780617371" 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 developers have long been on a quest to make models that can train themselves. Anthropic thinks we're getting closer. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Thursday, the Anthropic Institute published findings on its progress towards <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQETWQFUCCYVwC3Q2o8Onv3z3rslAdAKyZJkofAt7kKePAMKvpm_P25ESiEQbpr1Qsuqbnkhjeb3Q86SI5-q9qjPy3jW81_6HNQo_tZFzUYlVfNCJ0aH0V-gPZMfGT_875YYVPt7CIwpTxpyze4P8VanDemRDSPyaszgflb0Dv5tUmCx1lkex6lmYnGleQtDbvCyAO0vDIcOnq7KC7HZxdd3VPTS5LoIGnUQ8nagyS6GPBl8o0Dur6BNfHDevl507mlSFaicFMAF4x17p-rEZJX2L-uxBvvxNYuc_Qbauf_GSg/4r8/D39ME-HySBOLSur0heRBpQ/h24/h001.VDG-b1JpSkolo3qf942OuaQPiFsYLxe7OVo3BtU5JiI" target="_blank" rel="noopener noreferrer nofollow"><span>recursive self-improvement (RSI)</span></a>, which involves models that can autonomously design and develop their successors. Though the company indicated that the tech is not yet at this point, nor is it inevitable, its research shows that "it could come sooner than most institutions are prepared for." </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> If AI gets to the point where it is building itself, that step-change in development makes securing and monitoring the tech all the more important, Anthropic said. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "AI that can build itself would be a major development in the history of technology … But full recursive self-improvement also might increase the risks of humans losing control over AI systems," Anthropic said in its blog post. </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 it stands, AI has already completely transformed software development: </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;"> At Anthropic alone, more than 80% of code merged into the company's codebase is now written by Claude, and engineers are shipping 8x as much code as they did in 2024. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Claude can now handle open-ended engineering problems, rather than just specific tasks, with far more accuracy, scoring a 76% success rate on these jobs this May, up 50 percentage points in just six months. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> And going head-to-head with humans on research judgment, Anthropic's best models now suggest better next steps than humans 64% of the time. </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%;"> These growth areas mean that the role of humans is changing: rather than solving problems themselves, human judgment is devoted to deciding which problems are most important to solve. </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%;"> With the current trajectory of improvement, Anthropic outlined three potential scenarios. The first is that AI improvement stalls, but the capabilities of these models are spread more widely; the second is that AI continues to improve, but humans remain in the driver's seat; and the third is that RSI is achieved, humans play a "substantially diminished role" in creating them, and the skills of automated self-improvement are then transferred to other domains. The latter is how you get a future where "human labor stops being competitive," as Anthropic noted in its 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%;"> Though Anthropic couldn't predict what this future would look like — or even if RSI will happen — the institute suggested that having the "option to slow or temporarily pause frontier AI development" could give governments, alignment research and societal structures enough time to catch up. That massive an initiative, however, would require agreement from multiple major labs in several countries. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> "We don’t have that long," the blog post reads. "A unilateral pause by one lab, by contrast, is achievable immediately, but accomplishes much less: it would change who the front-runner is, but it would not create the wider deliberative process that is currently missing." </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/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%;"> As alarming as it is to consider AI that is capable of improving itself beyond human control, getting the industry to cooperate on safety is probably wishful thinking. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLJZxZnmr2LyGKHSrQc-oAoHX7ciCMVDDqO20BsllHFO2M-nkllUCPJeWx6u7baKMedLNbWFOj-ZfsKUGtAZM6URFlGTKjwNRaSnZy6FDdswIvdu_9L3XUuIvWueEexfNKlcZbO7ukiDXA3LBvXEZLvI-8c2MDhQJS2XHzxAfXDNqdEhzF_5SrxnzHKkqjYvRT5RbxmZW3ZQeSoSepYo9osyLASX7hQL6Qdf1_ccTTHD9v_cLZRC_0GjdPdrpUBRgg/4r8/D39ME-HySBOLSur0heRBpQ/h25/h001.nx_DI04aT1kL25O74ghafYUSPrNj8hZ7azop4M0pOxg" target="_blank" rel="noopener noreferrer nofollow"><span>Any voices begging the industry to slow </span></a>the march into the unknown will likely be overruled by two camps: those who think RSI will usher in an <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFvohib3kjvXWl66kUhtWSRxc3RCTaOu6Gjh139MaComuAXpGp_V2etsxFeHUQEP4DnMt5nscuj3f0_71KZyJql8d-NPDCi_Xl8W_4zY6vMunEHbM6DdW0hdXkR8esrq9cXxv51kijl4I3kfSd3i7JNdLuXfdaOfpgrPSzBfTMp135auovHbrbu6zAwGgL_cUBBqoFl0phKwCt349AWLZM5M44Kdsoc8EjonnKmzRr7TMbcOApMV7SymSq2rh-brLcEERdzYN0MgktAJEbkdhUWvO3VxIS-GfrVHaR9_QcoRg/4r8/D39ME-HySBOLSur0heRBpQ/h26/h001.Jrjia-07dGoYeaOJrvP-6deo5oRlbwvnOzYYU0kUp5Y" target="_blank" rel="noopener noreferrer nofollow"><span>AI-powered utopia</span></a>, and those who don't believe in RSI at all. With trillions of dollars at stake, there isn't a financial incentive to stop and consider exactly how self-improving AI could fundamentally shift our society. It's a truth that Anthropic itself is aware of, given that in the last week alone, it released its latest powerful AI model, raised $65 billion, and filed for an IPO. And of course, as the blog post notes, Anthropic won't slow down if others don't<i>, </i>as that would simply give less benevolent actors time to advance rapidly without competitive pressures. </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-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l80w3ga4VfkUQ0uetklEHlpH75CJHabnUO3NzYwqoeoT9e8f8RovySWIKToTnWlzHzUEH6hhN0JBt-dpFX5yqPOGMV_vFaVvnIolpQFx-0nPaAfTxmL4VPualwkIdxBk2Kl-BZVl3HZKvhJ5Kn9FQWgh8/4r8/D39ME-HySBOLSur0heRBpQ/h27/h001.jjH7ge8EDY49Br_fJXTtjcPfEf5hFXNr1DuGF_H09Jo" 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/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;">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/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;"> Airbnb CEO <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaChrT8gy-aNmsT8MCuw9QpK567zKfI9Oyc_JVEa7yyRhTidELFeiy5YNtN_HydziYIjbtw9xbsy5-_4hNsrx9b-XGMoTOWMCiVXCm1liDa1GtJYHeb43B0MUGmZ_bYRU9KcrOmdayMMMnaacUNq_twjo_z_hLLUdo8d4gnKRtM7WGcrQeSpalZzI0XGVSGPkQOXD-kTM93vnl8yAkKBX3dXg_q6N9x6uaBvxfQht1zHzzg1ZE7uLOxXH5uJNCuuPEMvNYu9iB4yM3SJoaSEo41oQYuXKdNBI1jEHP6LSVopH5Y/4r8/D39ME-HySBOLSur0heRBpQ/h28/h001.3IL6m80pRQYO6KPEaG9Hlf2FwWN76XS-vm3CigJYvvU" target="_blank" rel="noopener noreferrer nofollow"><span>Brian Chesky plans new AI lab</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;"> Robotics firm Generalist raises <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeND5z3fn2eA5HMQUmmQlReaKu1tOr8zLo4GQnPW2OaCh6gNjxcWCqADOQpGv-vJdxEHWEMWBHCoMxDC_i53zm2C4FfyN2qDGB_9TzEdxVNaJl_va7mcOaTCc_OKi7fW961sZrt5IPhhy29HvfZ4jq7Z3euuOUpcjnc6IKK4iuaITokyiGXkbYR2LFdpJGZ-Dbd0jYRVOtKWDhoBcFJ9pJLTqgrwT3LfzHWOfDFaRnbY93BhwPhy5zBMAIxYFXq6IGRrwfmM3moAeH_St7lDsu7Mdh8iqXBSWhMckFhdV7ZOybhf9CLiPBHTUN_CY-aVhKPY4zwCI9I8C1o-S7DW6ehlaY2_p7ysLuUUzsX9BUgNY/4r8/D39ME-HySBOLSur0heRBpQ/h29/h001.LcH06N7p8qBe-SzeQ2bt7CIMLzTwoj9jpCT2WzpmRgQ" target="_blank" rel="noopener noreferrer nofollow"><span>$400 million at $2 billion valuation</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;"> Google debuts research tech <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.bRyAZqbpnjflConTFuZ6lTdnrd8jd7fAe4FegDN00wHINtjKSPgAIcs96DpSa2k96O3CouM6ajgWSXfuAkspGfvCiTqCmAxHUP4gsbB9vVZ31SAbHRq1cD1TP3R_SW_3S9OaGo1BgnWynyyCDTyPs-1O9uZNqiTYzEuPkeZaN26e97ZDAlhfmoWP1q-Kbo6kFWiJVN8u5b82NfstSMzhVvStW-rjSH14ciAbpO-Ed8AzCOl8oK35QcSd9yegmEZSjWoDD4eCFT2kFh9PvvsCOyz_0_ZyryIQkSbe6TDOHC1udhmy0jZZoGuPmYVC2PgC/4r8/D39ME-HySBOLSur0heRBpQ/h30/h001.h1b4Qs55LRpjm-LOOTN26hPttQGl3yLm4Zm0H4_jnw4" target="_blank" rel="noopener noreferrer nofollow"><span>to passively track heart rate via facial video</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;"> Anthropic reportedly embeds <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeGHVgT-Z6Sad_XSwcUuu7Kez1RkD27fInSEDiV2vwk2DbucsS49oDX9-PwPbaq6AGzsgZylPm3TEFqhYV3yo6Kto6nOjN6J3ifNC7xDAkTiz8dGHHIjGQ83Muz9vjN419eGZanbF9Y2oASZGSbtZdZBPxXWmArByTD67SNoWHJvMZBxx6e46kVYjOteTMeotU5xl6kE_6hX72yRNNE6xX3qTAa70GsobaDYF5Wte9Mv4tRvry9kv6dGU82-bOY0SsyASZIvug8kQvkrxeNxagm13QpT5xVfR9vlmvuaAtPQ-/4r8/D39ME-HySBOLSur0heRBpQ/h31/h001.uyQT6tzeV5JB6xQL3P4Yf3e6uU-qDh6wlTeS0UZCwas" target="_blank" rel="noopener noreferrer nofollow"><span>a dozen forward deployed engineers in NSA</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;"> House unveils <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKVvW4qVNGWhBkQsHV8C91DC1DvMzkCzjULZ_IIrsb6hrFwXvgy3UcbYx2mCOanOUVct8OhFnwKbN8bKG6e7cZumgQs95fENmhg97j3DpHJ6aTGVocMUT--MSionQupYuHFWQuLhfuYgNcNbsneSDsVRmKSfRMRj0AZHDSi2jjxHpVHZvSGuH2aO5oHwdgmCVbVbSO6FWvkCwByzeBnuDNl14uAGBvHCaTSbJaN3FJdaaE20GhlTY908G1rUTSuua6MFbO_KF_GlVoAnWt0LBQqgTpWsQD-8Hr5MSwJNSUa7BmBSlb37P_jHIAhkwA4bFA/4r8/D39ME-HySBOLSur0heRBpQ/h32/h001.ZDnxDRey3sSKc5raDqbkExVFzey24HO_ZuVE_C2AuRk" target="_blank" rel="noopener noreferrer nofollow"><span>draft legislation that would preempt state</span></a> AI laws </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Canada invests $500 million in <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMyyEg56KOMIB6kDHWQ3IF1cWaDPDUTXxLTWUkkgiBqlRwPOPbAh3uBMSGt2Mr6m-mlTnORVnoNNLxUg_kkEy58XM1hoKea2SsmEdiF68ectcEmm8XcnNA9VlzP4QkoG2S0VB3TXjhqCtnEIh1E-17ed--B6Keh5yKgzcBiOd4OAlnrvWHEK0wU6N30Xm4ohXg8-cE53q2gqncmvWQj5Ls7owG5T9L_S6EXeFLoQ9WxbeLWDhjc1NZ6RNpH4wKMKw87Dr5YzneDkzBJ9-1gh7KEo0DnnNeVGhepJnZ3R-I45B0JBJj95dTp7hczT6Mn1nngr7vDfv6485RLIT4c7h9DLGjrNqSzkX9mtSY4fNGjH/4r8/D39ME-HySBOLSur0heRBpQ/h33/h001.QhG7l4KyjEy7tUTfJftWy2hBTQoFXX_zbO339-ZJSd0" target="_blank" rel="noopener noreferrer nofollow"><span>AI strategy to create 250,000 jobs</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/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.WHId9TPFGnUe-Jr4g0PigwA6vjAJst-7UUbP3eG-EkGOv5zNrsL-40qDrrVaivvacDHMplhuDRlX5yeHIAQmI2oEo8XU84Qf64QX4CQnGPuFJwzHCQv76sHxj8XrjeV_-tT4Mks86j3-WycfGFmUD3n3rXoWoNA1GMQVvUVs4aCtuSAHUb9aV8vBJ0vtvwUvLRlqwvjqTWVfM8EYWcB1T9GQcNIxkdAfjJNS6S49YgVqirBlrK2je2z0Up-y-KnxpzbrAmlyMCYGGw4CyppnnU0y8GWHVFTTvSE8T39w48c/4r8/D39ME-HySBOLSur0heRBpQ/h34/h001.N_XSx5iDQcOylPq8cnNvlQgu28Xf97AaizEQbb3H5wQ" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT Dreaming:</span></a> OpenAI has rolled out a more capable and scalable system for synthesizing memory for Plus and Pro users in the US. </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.Un_gMyUnz9Ke_mQuauvCavVuDeHrYgXca0OEhOIlELwhieU2neEODySANfUtU5C9MIkZzgig4oy8cTVHLx6Y2HevCPMXD7rTC2PaXYIiN2IGphSJ7r2C4ZnqogaPGBcXKlEOiwL6AzZZaIBcIp27nDZLmfoStgqvrsSwxZM1ycsBbZ1Yv-sR-YtQeYXCvroaS67jz-xSsFdn-iToM7NenoKCpYUc_lR6Anw37J1vTLrU7AMrYmLdDfGGcZBLCKw97ZSo0Vc3rFGChE4fUwRUYgW4hE0EzX7LwvMpIBuRMfUdAGuoNBzweagKsEOrdvGGtp-LzzBMQUuUzEw7Lz0AkQ/4r8/D39ME-HySBOLSur0heRBpQ/h35/h001.qTZLz-wZHuMznoE7AK-mPEmdrQEfc2Ik3bZ3e-qIWns" target="_blank" rel="noopener noreferrer nofollow"><span>Gemma 4 12B</span></a>: A lightweight, encoder-free multimodal model by Google. </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/u001.5sXVVvymMF6ZsL5-zBaSfABNV3SXC2nR-1ffnN8nMOdgokZJ94JugSHQHZIIsnE6DEyjPP1iVty1c-brM0QBUDLVFqZunp-AugnoxlTdKqtg6V56xg7sA-UNVUK4rsu-pET5msteAxmtGXusOcWP7SsCIxjjwBjMDp7o8JbwtmKzCoc7yu-oyLjsREcyjK3oXXbCcIWvhjF76VcIEzOh6E7A3vUxeZuMFXUoT0guDHwja1uI3ZVBHS7dkzh8QJd5UZw_ej3_T8rGsxWHzegtzFx-OFtXZkxXNbKrkg1g9u_-SU1BSeQMzUV_9-UFMsgMwd9ALZEum78ncPd5wmSfmcBqv-HKoLtU1EzfBzqSBoYXdhAvwHl6sjZoLIscrAbV/4r8/D39ME-HySBOLSur0heRBpQ/h36/h001.P7jHffECQ9tkD_m2j3IVagcOGstyw_UYwhjgNhxOHTM" target="_blank" rel="noopener noreferrer nofollow"><span>Poke</span></a>: Apple has approved the agentic AI startup's tech in its Messages and Business 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/u001.7zYFXt5AA3Px2NyJbPz6hHyi4QA7YkdaLOjDqveC-XLl2tu3se44q56gkFLLf074Oj9C7r5OGxYo_t57qe7nfrUts7VSNTuqrovdZxmKBk0PmlmDcypkBFOQ1cEd_xSfD0wOPomOpbVRoI_wpqmqdtSCgDenCG2GG90drGG6Ifavc4OdrFwsfJ-LoXhx1XFIA-tK8Rkok0guOe_j61i4sh20Upi9iuWamz81DvBxUJLo5QxFxDV-qgxU6p1nHNR9cxSDnHV9dsZ_LMXgu1d51uucgVn8jbmV7KA5QOuw8UM/4r8/D39ME-HySBOLSur0heRBpQ/h37/h001.0oWQSZcrTaokJS8ckxzaRD18-3KDmetKpIo_N5AnxT4" target="_blank" rel="noopener noreferrer nofollow"><span>Nemotron 3 Ultra</span></a>: Nvidia's 550 billion parameter open model built for long-running agents. </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/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.wZPohD0JH12EksCsbt8ZeIow1fuYnE5k82-amNbMo9W2u4Clr2nxIJ7fDgLtxLcTZTfOqGCAj18tuaT6QJm0mHaP4f10Rjc77TqPLdvhv-fuqLH9XDzrqgtTi3JIqgNrhof5HfASE3pxWjt_10JpLHfhFWlGKPcHfUEyjyScBFyNBJMz0f75vGs9geQewJUr10NpjJoe9cjIsm7uDfMF7hdkCsuE6eD0kwWl0DvhOB04vNOebL2B_n0qXWSi1KUURgRwh7Qhr21duhB3tW46ku7h_xdsxgFTZOn_QSeQft4gEw5B8xIzL8Bbmv11mL8P/4r8/D39ME-HySBOLSur0heRBpQ/h38/h001.w1nsOvTXlnlmJAQwDNFEo2IfVqzvOmZV8Ymq53GG6YA" target="_blank" rel="noopener noreferrer nofollow"><span>Meta</span></a>: AI Research Scientist - Meta Superintelligence Labs </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_BIPWeYaFcek1KCJmDvEDMWBuQ60T4DX_pQDCJ7rarkx70tzL3292ul1fLYbilfmbhAP9Hs1VQmgAuHS0E6EWzT6TFvUlp5pVYUZFxXzP64hc7qI7N7wsLIktUjV6fw9igHbAxtjRkbVSpTwXM-EPwFBBuVqk1Xhjxb9xaqV87GwjlwArWDlnebPL9E0NUmsNZRGsZSWC7nI_ab91059J8JfnhreyjDScx1bahUnW1SGxQFW_fhvV9Y/4r8/D39ME-HySBOLSur0heRBpQ/h39/h001.gOLMDgw8GPfsef5Z1hmykb2s23lpmflc8NHBhLqGe9E" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic</span></a>: Research Engineer, Safeguards Labs </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-_WFZBroqwfJCgdlabvttoJrLgjAV5wMAD7JYfPg7kHgdQ3CeFVrk9dAtH3leiMKBJWgPFocP2TXEPMqfl8c29HWhwTgWJJg7lkwkLtsQY0a1hDUGiAwZSSuHZWJgl_yn6l0PJ_BX3RUHsip5-PuIgddER39uxnMLAc-sS70lk3KH53pg48H1oAuoBY4csci90An4IKX87HwXHzzqsiml2XBqS1f530FSA2D3LhBgTk9XcE-BIyuAQRWQkQnt2nfsg/4r8/D39ME-HySBOLSur0heRBpQ/h40/h001.ppzfAcBBTm6wO7Rfex8L1QF0PqI9ivGgMTyqBTMlmXY" target="_blank" rel="noopener noreferrer nofollow"><span>Dolby Laboratories</span></a>: Senior Staff AI Researcher </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/u001.929jZiiRht9qZPYC5Z_-tY0JxvDlXe5A7v-XIsob3llXyUgNrXaSlCS56BeBk8g3Ggm4hR8EzUeVO10pU6pHui5pSTFT94o4g8QZEyzqiQ7VoL3tQvp_VX3R5BSXLMLXlih-AwHE0Zl_fZ8wlP9URaSmtOGzGrhODQbN0jHQq_OxkzNkQgTnLyZoUNUP3X8jFPDWXFyRqaHuVPPfWrqlkv26ZVP1HEH852HnmObR-kWQkZ-gALffCv_QWTBoaLMHjGR58L5OYwMGm0ZVU_ISUs7i9mmYZC-OQOLinPlRcfROXgv9SoNFar3KkCC4hu46xiE4dIaxTkgl-SLoodQLDX_1sWlVe-cB8bmUMaCOo4XG67mwBoXBQ-VIHr-qnCa9aMQzpHkw53RXdA4GHP3Opuvbx20RCuQfY1Fg6ffoy7g/4r8/D39ME-HySBOLSur0heRBpQ/h41/h001.5kOLdTQIJGsYhwD7zCe4K3rN_lxT0Evik4MrYHtjbnc" target="_blank" rel="noopener noreferrer nofollow"><span>Nvidia</span></a>: Developer Advocate – Agentic AI </p></li></ul></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GAMES</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/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/uploads/asset/file/6de82797-43fb-4d08-8bb0-6d7e6370b694/AI_or_Not_-_TDV_-_2026.06.04.png?t=1780613777" 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_QMyOQduokBEDIe6892b9r6MySOyoYWx2Yr-Iiq-tmP7T1pGc9vc418KvzGo0uVJpvuCrzJy3BwhaHET0jKRO8fF1yXKZaBJi7rxpRUzElH5bD_hpAUDzwRU_cPUhnSjjLVn2yuny670sXNWe19TwctlLGBVt534DWeqzpV789egOFRY0nVX0g0h_m3vVkj6vFiPw0_4AlomaVFEaFsV_ttaUa0qpT2KvrrDPunpKNalT3rGZWPe167jNKRT7eDiNd8ZDiZ7uNgq1tapHQEfdbc6bLAi6PnUY3EaLix2NNeZ3l5BfTEIo0dA6G4sa0ajGLH6VjLTfP4jdugpT3HtwPy35qyDOVhVwQ0nbz9J4lH36aKnsqjUSqFPqIqiH_wBao4YEjClzTwpFvQanqPMSjm-EOHz--od5hozu_Vto_HdA-nAWsTfr5WFEFqnz4ZBYAKBVPGxNRTc3-c5orAHnKJLosvKugrtWFj_fk2iSMoxglQp6FfHMSQDLQkdWyoIi6SedwYnh9tdVDmWmSVUwXNEogBowGnml3Wh8a_unAvKCu6Wp7z7zUgp1zEYNHseoZGie8FdahAoIHQvX5tb5EhtO155TObguHCXsCyK8tnFECIRF2Ih0XFHY-Ayt9YtG1ZJoMSIc4H3txDkwG6Cnh5GVbZ11oeMPGQ9doypWAM-ZDamiza3Ci1KYH5quRfehPhxj7BeCTWeZ3VUzI6-bLAdpLeC8lVP_JrllYvA67HLmsIgJKs2YeK9eVapRCLcryHCzdAL4Z_6fmrtErr2DWQEUJWXLnNCe_GkoEtURh_IK-hAtAdaYpgvtIGkvOTXI6sPHvEGGjlsGgcGNkVSFr27ehDN0FQJC1H7SJVPEkzjciSNk84W_n0fXJQwbOYprxWWAUgjMzu07yetIL0ylmkj8pssZzQPdv4YsDKqNq16n-CRMbsH_ZtHHobHujmqlCJZrihlzyFFaJPSO1RjiQoS5FQIV1BW4s-RllMB2DenAVNaIb0SrGvDYxcE0W1qgj3JtUAb682oyPUqvdG5B1imunxFcNw/4r8/D39ME-HySBOLSur0heRBpQ/h42/h001.d5i_XcZyAMKvAU7UTL1jcvWxk_btHcIM-EbqF6PkjvM">Option A</a></span><span style=""> | </span><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWx2Yr-Iiq-tmP7T1pGc9vc418KvzGo0uVJpvuCrzJy3BwhaHET0jKRO8fF1yXKZaBJi7rxpRUzElH5bD_hpAUDiTFilHyFiIt0qC9tvIbOXvkoVZc8qibWrzDjZyA0EGR8jJfZoh-C72LxiDOVJAg7gwExK6qHIdNZOBgLdcrpWuYUmj1FqTrK7b0AmD_zC4qb-waZkjDgFuObOrfWAeiE1YFoe-UV90aU2_ixvzkxzAOOABAvYM9pDJiAiYev_wnv530V9JybAMluTG7OcEI_AMQofftzlm3SKZfbAc9uEuqmOxvhBBnNuUfh7fnw3Qm00mI2wVnAqSRVm0l_qv0N5gMqeVVzvP55U82EmUVNgmSD-_-1l9za6RtVfwhpfF0NqJ3pMccbpSRaY8H6w9LxcXOQQpDFNSwPFy5F15AAhku2rX4JAwH0exmJ26bMB9L6GYrrjj6MnDPnX2Iv90tER1JzKa9vIpDep6LIohKXmuyYls46Gf4tFewZMIDtWCytA8WHtSpqfsaIJIJnhds826INVUVYtbIRhjTh_im-cLCRbiemOGubsakibrxwttQ6DvyYTRhjyffXXTBYJVff6JLpbbj2szy4OxZW5s8pnu67QKpDQv7qrW2vQKbKQkjn-GqeTd-G_4ySmeHf564EPIDJfsqzJk1btk7VnlkVpgVnqpXxnlEG34OAtqU0gdg77RjM8U_5IJ_9KrwB110DKJpkyJ21ToBud0U-Yp1xLHSmEVgowaJwKAHESsBL06D9UQNG2KEzaY1WmWoIz70laNaDQVrCuQctFEmcmEgyNxH7MdU4wWTIaf2Tpqcz-a0dMr5W5K9rsixoC0kQPxFG1cylDy4PbOgjNGXx9MdepAUsdgxNdPGJEHA8PvzxhkOe8uiZmrdcfgcccby8YN3tfX-adxjmiP_KKNQxs6z57IozTnONUrVcSd7IUsup-l99Nv5boBRNOHEDmPApQ2maJsUFitmE4V4WCy1O4JRN0zOJJyzMTmS8cR8PnVQSZ2A/4r8/D39ME-HySBOLSur0heRBpQ/h43/h001.YvtBOQmqn9QyJYKb1kwtPFptOlPHiE3dkBfRrtMFdL8">Option B</a></span></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:rgb(55, 109, 252);">POLL RESULTS</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Are you concerned about potential security vulnerabilities caused by vibe coding?</h2></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Yes (63%)<br>Somewhat (25%)<br>No (6%)<br>Other (6%) </p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/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/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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqUn6oC_897_pZFJrvDZd3gG69cO6Jq1x0oHV3gOwOhY4CLUWUrUVKnJvU75HAWY9YNMc6-7ngb5bnWFREhd8Wp4GjGi2zMEh7Cm9CojDigD7Thg-hVlyvZk1kr1AUJ3z-OQfy3mRQMAHc8kbOYrnq-n67CpPHXfHJk86RumIP0e9Q7UNNx54JMWzaIZOWCw0Oo86JtDIf-_DL7hVsF0r4feTbRMAa04_B0-QuK6T_kbLmm9fBU6534aBa86LW4XreMVztsmpVieT1rzVSbzvmRP9JqJL8aSDoYGyarO39DIVyVHQ8O9QeN-eOGu_cgP5Is/4r8/D39ME-HySBOLSur0heRBpQ/h44/h001.H3_vdokn-_PXFwyZBrd6zHvlcxNhxhsDXMpAdnuRZjY" 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/uploads/asset/file/bc3f3558-7aca-437d-b3be-77352086be62/Real.png?t=1780613805" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqUn6oC_897_pZFJrvDZd3gG69cO6Jq1x0oHV3gOwOhY4CLUWUrUVKnJvU75HAWY9YNMc6-7ngb5bnWFREhd8Wp4GjGi2zMEh7Cm9CojDigD7Thg-hVlyvZk1kr1AUJ3z-OQfy3mRQMAHc8kbOYrnq-n67CpPHXfHJk86RumIP0e9Q7UNNx54JMWzaIZOWCw0Oo86JtDIf-_DL7hVsF0r4feTbRMAa04_B0-QuK6T_kbLpms5g4eWIRjiZNbUM0l0C7i2OEciQ3USeT_TaZBAosznoPZfd6eUy5drp3XHywuyo-KrhkM6HiG-fA9yC7pW_k/4r8/D39ME-HySBOLSur0heRBpQ/h45/h001.92iBpr2q9l85YnmrGlK-4Lr9T1XSOw3t48vfu6P9H0w" 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._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqUn6oC_897_pZFJrvDZd3gG69cO6Jq1x0oHV3gOwOhY4CLUWUrUVKnJvU75HAWY9YNMc6-7ngb5bnWFREhd8Wp4GjGi2zMEh7Cm9CojDigD7Thg-hVlyvZk1kr1AUJ3z-OQfy3mRQMAHc8kbOYrnq-n67CpPHXfHJk86RumIP0e9Q7UNNx54JMWzaIZOWCw0Oo86JtDIf-_DL7hVsF0r4feTbRMAa04_B0-QuK6T_kbLphf7E3PJVtCgYT49jP9fWpw_ZfYBJApr6VMJX5R5SwGWfNwLS86G1y6m6a_H2T4HP-xeq0zY6G4xg-QGVMe6eI/4r8/D39ME-HySBOLSur0heRBpQ/h46/h001.z64vFUYev0N8r8gRs66ipI08FaNAd1ryFbDuL6T_DmY" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></a></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “The rocks behind the building look more random. ” </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 staining on the wall under the chimney and weathering on the building's roof and walls is more realistic.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><br>“Less even tone; more adventurous lighting.” </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%;"></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-xamfuX9On0HuX1xzSI46zv-ZJQkNj4ng9HAiiGPGGiEwmnymNTM5mraOKhiEhazODixtRXNtIN2IzkSwaAwVzkMHLjamZ8L0ivRmsiAz8YY98oPtx3xEdoFQBEweMYQCBHACRiXgVLre2uWm44bLrwjKX6BdVPZdNLF6JHrPQOT9f1ikoly-oJQCiSJFCe6ks85Ov4qVduTwysHY6BsfKkMoEYVF6Eai62lc4KyVsp5FbOPbESyE23tOfaLz5q1ttX6AbzoTo/4r8/D39ME-HySBOLSur0heRBpQ/h47/h001.ZZXUCoxUKobZZl4SPam_6e3Wbdwx6Q9d-6En4Yf4bmo" 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/uploads/asset/file/89674ffb-9f4a-41fb-b15f-a6f8dfe71406/Fake.png?t=1780613835" 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-xamfuX9On0HuX1xzSI46zv-ZJQkNj4ng9HAiiGPGGiEwmnymNTM5mraOKhiEhazODixtRXNtIN2IzkSwaAwVzkMHLjamZ8L0ivRmsiAz8YY98oPtx3xEdoFQBEweMYQCBHACRiXgVLre2uWm44bLrwjKX6BdVPZdNLF6JHrPQOT9f1ikoly-oJQCiSJFCe6ks85Ov4qVd8fIk9pzVBaW3JsNJbjqU58Nrk_GG8boklWFr_R4cuVNh3lCGAveiwp_h-uHdXiW0/4r8/D39ME-HySBOLSur0heRBpQ/h48/h001.--DeO9Aee63nBNcGHPJY7FuJigAPH83ZDWujjzDZZV0" 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-xamfuX9On0HuX1xzSI46zv-ZJQkNj4ng9HAiiGPGGiEwmnymNTM5mraOKhiEhazODixtRXNtIN2IzkSwaAwVzkMHLjamZ8L0ivRmsiAz8YY98oPtx3xEdoFQBEweMYQCBHACRiXgVLre2uWm44bLrwjKX6BdVPZdNLF6JHrPQOT9f1ikoly-oJQCiSJFCe6ks85Ov4qVfXZqBaOvrRF3PQKXEnqUC486Z8gx-zEN1CEPPseisKWl3Gi5F98P_ypbBejfBUic4/4r8/D39ME-HySBOLSur0heRBpQ/h49/h001.747Xrdn_9A3mu3-iplwQqM6qsvug8-ZLieUOCVaQMFE" 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%;"> “The contrast between the sky and the top of the ridge does not look right.” </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 cliff face in [this image] was too samey.” </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 rocks above the buildings towards the back in [this image] are a jumbled mess of lines and looks like a bad drawing.</span></p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" 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**Welcome back.** While Anthropic warned that self-improving AI could arrive sooner than expected, its call for caution sits uneasily alongside its aggressive push to build ever more powerful systems and launch its IPO. Meanwhile, Microsoft and Snowflake signaled that enterprises are shifting from AI exuberance to AI efficiency, focusing less on consuming tokens and more on proving ROI. And OpenAI’s decision to fold Codex into ChatGPT may be one of its smartest product moves yet, turning a powerful developer tool into an agent platform that can automate tasks for anyone from inside ChatGPT. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. What ChatGPT will do with its Codex superpowers
## 2. The tokenmaxxing era is over before it started
## 3. Anthropic's RSI warning contrasts with IPO filing
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PRODUCTS
# What ChatGPT will do with its Codex superpowers
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Follow image link: (https://www.thedeepview.com/articles/what-chatgpt-will-do-with-its-codex-superpowers)
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OpenAI is [collapsing the wall between ChatGPT and Codex](https://openai.com/business/intelligence-at-work/), folding them into a single platform so users no longer have to toggle between apps, and opening Codex to far more people than the coders who first relied on it.
Instead of making you choose between using the fast-growing Codex agent and ChatGPT, which has become the company’s biggest brand used by nearly a billion users, the company decided to take all of Codex and put it inside ChatGPT, Alex Embiricos, head of enterprise product, explained in a Codex workshop for press in New York City.
The result: easier access to Codex’s powerful capabilities.
"It's been really fun working with software developers, because they're an audience that wants to try a lot of new things," said Embiricos. "We're now at the second phase, where we have these incredibly useful agents that are actually useful to do anything you can do on your computer. And now our goal is to bring this capability to everyone."
This update will also improve interoperability, Embiricos explained, as users on a computer or phone will have access to the same Codex capabilities directly within ChatGPT.
Also this week, OpenAI [launched](https://www.thedeepview.com/articles/openai-s-codex-plug-ins-want-to-go-beyond-coders) six new role-specific plugins that target roles beyond traditional software development, such as creative production, sales, and public equity investing, highlighting the push to bring Codex to a broader audience.
"For us, this is really core to our mission. We really care about making sure that the best technology is broadly available to everyone," said Embiricos.
If, like me, you've been skeptical about what Codex can actually do for non-coders, the workshop I attended shed some light on a few ways everyday users can put it to work. Here's what I found genuinely useful:
* **Sending messages:** By connecting your email, Slack, or another messaging platform, you can describe what you want to say, and Codex will draft it, locate the recipient's information, and send it with a single approval from you.
* **Calendar briefings:** Connect your calendar via a plugin, and you can ask Codex questions about upcoming events, or have it surface specific information on demand.
* **Daily automations:** Once you've combined the right plugins for a given workflow, you can instruct Codex to run it automatically at whatever cadence works best for you. For example: _Every morning at 8 AM, give me a summary of today's meetings and the most important action items from my inbox._
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Tools like Codex and its archrival Claude Code have built their reputations on software development, and that association runs deep. Rebranding Codex to appeal to a broader audience would have been an uphill battle, especially given how intimidating the interface can feel at first glance. Folding it into ChatGPT, a product so many people already know and use daily, was the smarter move. The bigger challenge now is helping people understand just how much these tools are actually capable of. For those willing to tinker and embrace the learning curve, this merger stands to unlock a whole new level of productivity. But you have to be willing to change your mental model of ChatGPT from just something you chat with to something that accomplishes tasks for you.
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--------------------
TOGETHER WITH CDATA
# Single-source MCP servers fail 1 in 4 prompts
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The failure patterns are consistent: schema mapping, date logic, multi-filter conditions, and write validations — the exact operations enterprise workflows depend on. Layer in the absence of centralized governance controls, and a single-source approach to MCP integration becomes a nonstarter at scale.
CData Connect AI resolves all four failure patterns, delivering a [98.5% accuracy rate](https://www.cdata.com/lp/ai-accuracy-whitepaper/?utm_source=deepview&utm_medium=newsletter_0605&utm_campaign=26Q2_Trial). Governance is built into the architecture: per-user authentication, downscoped toolsets and datasets, and query-level audit trails.
[See how Connect AI handles what single-source servers can't. →](https://www.cdata.com/ai/signup?utm_source=deepview&utm_medium=newsletter_0605&utm_campaign=26Q2_Trial)
--------------------
ENTERPRISE
# The tokenmaxxing era is over before it started
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AI customers may be starting to pinch their pennies, and tech giants are taking notice.
At both Microsoft Build and Snowflake Summit this week, efficiency stood out as a prevailing theme in the announcements of these enterprise tech giants. It may signal that the compute costs that are crunching AI builders are starting to add up, and flagrant spending fueled by sky-high expectations may be starting to come back to earth.
"I think if you read about OpenClaw's founder, Peter Steinberger, and [how many millions of dollars worth of tokens](https://www.businessinsider.com/openclaw-peter-steinberger-ai-token-bill-2026-5) that he's using, it doesn't necessarily correlate to an output," Rob Ferguson, VP of technology and strategy at Fireworks AI, told The Deep View this week. "People are starting to really think about what the outputs of their AI are."
In short, the era of "[tokenmaxxing](https://www.businessinsider.com/tokenmaxxing-ai-token-leaderboards-debate-2026-4)" may be over. Or, at least, the definition is changing, said Ferguson. Rather than focusing on eating up as many tokens as their competitors, enterprises are starting to think about how to squeeze as much as they can out of the tokens they use.
Several of the product releases in San Francisco this week back up that shift:
* [Snowflake's](https://www.thedeepview.com/articles/snowflake-removes-more-barriers-to-enterprise-ai) new Cortex Training system, which allows enterprises to customize open-weight foundation models, is marketed specifically as being faster and less expensive. Additionally, Snowflake's new Adaptive Compute addresses cost efficiency at the infrastructure level by automatically calculating the best use of compute and software resources in real time.
* [Microsoft's new models](https://www.thedeepview.com/articles/microsoft-bets-its-ai-strategy-on-claws-and-security) also reflect a desire for efficiency, with its first reasoning model sitting at 35 billion parameters (compared to the latest trillion-parameter models that OpenAI and Anthropic offer) and built specifically for efficiency and low-token cost.
* The company is even targeting efficiency on the hardware side, debuting both the [Surface Laptop Ultra](https://www.microsoft.com/en-us/surface/devices/surface-laptop-ultra) and [the Surface RTX Spark Dev Box](https://www.microsoft.com/en-us/surface/devices/surface-rtx-spark-dev-box), which can run powerful models locally and drastically reduce token costs. Jatinder Mann, partner director of product management at Microsoft, told The Deep View that these devices aim to provide "unmetered intelligence," reducing cloud costs by enabling local models to handle routine tasks. "There are a lot of routine things that don't necessarily need a cloud model," Mann said.
The next step enterprises should take is questioning whether a task requires AI at all, Raj ==Ramanujam==, VP of Global Alliances and Cloud at Dynatrace, told The Deep View. Every agentic task, every prompt, every tool call racks up the bill. It's why every potential AI implementation should start with a "problem statement," he said, identifying exactly what challenge they're trying to solve or task they'd like to automate.
"There are some things that you can automate without touching AI in the normal course of how you program it," said ==Ramanujam==.
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The tokenmaxxing fad has grown to the point where [memes are going viral](https://www.instagram.com/reel/DXZv22BCay1/?igsh=NTc4MTIwNjQ2YQ==) about companies burning tokens on agents who write poetry and send motivational messages. But what goes up must come down. Seeking to cement their statuses as AI-first, many companies felt the pressure to go all-in on the tech without considering the costs, racking up massive bills with models running in the cloud, and those bills have clearly started to sting. And with the [ROI equation still unanswered](https://www.thedeepview.com/articles/ai-s-roi-problem-can-t-stop-the-spending-spree), some enterprises may be feeling uneasy about their AI strategies. If these announcements signal anything, it's that big tech firms know they, too, need to lean into efficiency, rather than pressuring their customers to use up as many tokens as possible ([looking at you, Jensen](https://www.tomshardware.com/tech-industry/artificial-intelligence/jensen-huang-says-nvidia-engineers-should-use-ai-tokens-worth-half-their-annual-salary-every-year-to-be-fully-productive-compares-not-using-ai-to-using-paper-and-pencil-for-designing-chips)).
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Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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TOGETHER WITH NICE
# AI that performs at enterprise scale
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Follow image link: (https://www.nice.com/products/agentic-experience-automation?utm_source=DeepView&utm_medium=sponsorednewsletter&utm_campaign=NL_Q226_EN_COG_GLOB_261084_WEB_Solutions-Campaign-Its-a-fact&utm_detail=deep-view-primary-5.29)
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Enterprise scale isn’t a claim. It’s what customers deliver with NiCE every day. Billions of journeys.
Every channel. Every interaction. Real AI-powered outcomes that help leading brands deliver smarter, faster customer experiences at global scale.
[See why the world’s leading brands trust NiCE to power AI-driven customer experiences at enterprise scale.](https://www.nice.com/products/agentic-experience-automation?utm_source=DeepView&utm_medium=sponsorednewsletter&utm_campaign=NL_Q226_EN_COG_GLOB_261084_WEB_Solutions-Campaign-Its-a-fact&utm_detail=deep-view-primary-5.29)
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RESEARCH
# Why Anthropic's RSI warning rings hollow
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AI developers have long been on a quest to make models that can train themselves. Anthropic thinks we're getting closer.
On Thursday, the Anthropic Institute published findings on its progress towards [recursive self-improvement (RSI)](https://www.thedeepview.com/articles/openai-anthropic-prep-to-unleash-ai-s-next-leap), which involves models that can autonomously design and develop their successors. Though the company indicated that the tech is not yet at this point, nor is it inevitable, its research shows that "it could come sooner than most institutions are prepared for."
If AI gets to the point where it is building itself, that step-change in development makes securing and monitoring the tech all the more important, Anthropic said.
"AI that can build itself would be a major development in the history of technology … But full recursive self-improvement also might increase the risks of humans losing control over AI systems," Anthropic said in its blog post.
As it stands, AI has already completely transformed software development:
* At Anthropic alone, more than 80% of code merged into the company's codebase is now written by Claude, and engineers are shipping 8x as much code as they did in 2024.
* Claude can now handle open-ended engineering problems, rather than just specific tasks, with far more accuracy, scoring a 76% success rate on these jobs this May, up 50 percentage points in just six months.
* And going head-to-head with humans on research judgment, Anthropic's best models now suggest better next steps than humans 64% of the time.
These growth areas mean that the role of humans is changing: rather than solving problems themselves, human judgment is devoted to deciding which problems are most important to solve.
With the current trajectory of improvement, Anthropic outlined three potential scenarios. The first is that AI improvement stalls, but the capabilities of these models are spread more widely; the second is that AI continues to improve, but humans remain in the driver's seat; and the third is that RSI is achieved, humans play a "substantially diminished role" in creating them, and the skills of automated self-improvement are then transferred to other domains. The latter is how you get a future where "human labor stops being competitive," as Anthropic noted in its statement.
Though Anthropic couldn't predict what this future would look like — or even if RSI will happen — the institute suggested that having the "option to slow or temporarily pause frontier AI development" could give governments, alignment research and societal structures enough time to catch up. That massive an initiative, however, would require agreement from multiple major labs in several countries.
"We don’t have that long," the blog post reads. "A unilateral pause by one lab, by contrast, is achievable immediately, but accomplishes much less: it would change who the front-runner is, but it would not create the wider deliberative process that is currently missing."
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As alarming as it is to consider AI that is capable of improving itself beyond human control, getting the industry to cooperate on safety is probably wishful thinking. [Any voices begging the industry to slow ](https://www.youtube.com/watch?v=_-CuF1likvw)the march into the unknown will likely be overruled by two camps: those who think RSI will usher in an [AI-powered utopia](https://www.thedeepview.com/articles/the-race-for-power-behind-ai-s-utopian-story), and those who don't believe in RSI at all. With trillions of dollars at stake, there isn't a financial incentive to stop and consider exactly how self-improving AI could fundamentally shift our society. It's a truth that Anthropic itself is aware of, given that in the last week alone, it released its latest powerful AI model, raised $65 billion, and filed for an IPO. And of course, as the blog post notes, Anthropic won't slow down if others don't_, _as that would simply give less benevolent actors time to advance rapidly without competitive pressures.
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LINKS
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* Airbnb CEO [Brian Chesky plans new AI lab](https://www.bloomberg.com/news/articles/2026-06-04/airbnb-ceo-brian-chesky-plans-to-start-a-new-ai-company)
* Robotics firm Generalist raises [$400 million at $2 billion valuation](https://www.bloomberg.com/news/articles/2026-06-04/nvidia-backed-robotics-startup-generalist-ai-valued-at-2-billion)
* Google debuts research tech [to passively track heart rate via facial video](https://research.google/blog/towards-passive-heart-health-monitoring-via-smartphone-camera/?utm_source=twitter&utm_medium=social&utm_campaign=social_post&utm_content=gr-acct)
* Anthropic reportedly embeds [a dozen forward deployed engineers in NSA](https://www.ft.com/content/d02d91b3-2636-454e-9442-dc7e69f51815)
* House unveils [draft legislation that would preempt state](https://www.politico.com/news/2026/06/04/obernolte-trahan-ai-bill-lands-on-the-hill-00949920) AI laws
* Canada invests $500 million in [AI strategy to create 250,000 jobs](https://www.reuters.com/business/world-at-work/canada-says-ai-strategy-will-help-create-250000-jobs-boost-gdp-by-3-2026-06-04/)
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* [ChatGPT Dreaming:](https://openai.com/index/chatgpt-memory-dreaming/) OpenAI has rolled out a more capable and scalable system for synthesizing memory for Plus and Pro users in the US.
* [Gemma 4 12B](https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemma-4-12B/): A lightweight, encoder-free multimodal model by Google.
* [Poke](https://techcrunch.com/2026/06/04/apple-approves-poke-as-the-first-ai-agent-on-its-messages-for-business-platform/): Apple has approved the agentic AI startup's tech in its Messages and Business platform.
* [Nemotron 3 Ultra](https://x.com/NVIDIAAI/status/2062521325076299981): Nvidia's 550 billion parameter open model built for long-running agents.
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* [Meta](https://www.metacareers.com/profile/job_details/1240605408142190): AI Research Scientist - Meta Superintelligence Labs
* [Anthropic](https://job-boards.greenhouse.io/anthropic/jobs/5191785008): Research Engineer, Safeguards Labs
* [Dolby Laboratories](https://jobs.dolby.com/careers/job/40532769): Senior Staff AI Researcher
* [Nvidia](https://nvidia.wd5.myworkdayjobs.com/NVIDIAExternalCareerSite/job/US-CA-Santa-Clara/Developer-Advocate---Agentic-AI_JR2017689?source=jobboardlinkedin): Developer Advocate – Agentic AI
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GAMES
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POLL RESULTS
## Are you concerned about potential security vulnerabilities caused by vibe coding?
Yes (63%)
Somewhat (25%)
No (6%)
Other (6%)
----------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/medieval-stone-village-on-a-cliffside-with-a-castle-above-vb-lPXohugc)
Caption: [Link to the original](https://unsplash.com/photos/medieval-stone-village-on-a-cliffside-with-a-castle-above-vb-lPXohugc)
“The rocks behind the building look more random. ”
“The staining on the wall under the chimney and weathering on the building's roof and walls is more realistic.”
“Less even tone; more adventurous lighting.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/89674ffb-9f4a-41fb-b15f-a6f8dfe71406/Fake.png?t=1780613835)
Follow image link: (https://chatgpt.com/s/m_6a2079e8a54c8191a78f93fda10f3113)
Caption: [Link to the AI image](https://chatgpt.com/s/m_6a2079e8a54c8191a78f93fda10f3113)
“The contrast between the sky and the top of the ridge does not look right.”
“The cliff face in [this image] was too samey.”
“==The rocks above the buildings towards the back in [this image] are a jumbled mess of lines and looks like a bad drawing.==
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Follow image link: (https://tdv.transistor.fm/)
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If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us here.
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