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From: newsletters@...
To: [email protected]
Date: Sat, 30 May 2026 13:09:20 GMT
Subject: Tokenmaxxing has met its match
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    <div id="preview_text" style="display:none;font-size:1px;color:#c6def4;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;" lang="en">Plus: Claude Opus 4.8 lands with bigger appetite ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &nbsp;
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        <div style="font-size:15px;font-weight:800;letter-spacing:.3em;text-transform:uppercase;color:rgba(255,255,255,0.9);">Weekly Update &nbsp;|&nbsp; Issue 522</div>
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    <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 10px 20px"><div id="hs_cos_wrapper_module_176781485837711" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176781485837711_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>Opus 4.8 made Claude smarter. Token discipline got urgent.<br></strong></span></p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px 10px"><div id="hs_cos_wrapper_module_174595863153521" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_174595863153521_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%">I need to start with a story I can’t verify and can’t stop thinking about. <em>Axios</em> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SC3qgz0W8wLKSR6lZ3nHW6ZrR265Z2n2gW8YTl6w6Nnn-7W889BWj834QKJW5tkrhC6g6ltnW4WZs2L5ZJ0M_N7bcxwlk-wpRW5gKVX37r_2t6W18Kshs2MpSWJV62VtS4ZYWJjW8zkkqQ39H0z2W3-89TV1K4G_5W1sdhmH7-17zVW92tdNM89XYbDW2kwmnh6m__JZW6zZcWw41CDGlW7Rt49H53PGHPW6x2V9k7BtQ2JW1ZYjBn6l002hN8BcCgtgSwHMW45yCMY7jvdcFW6cSNqr39V7STW8zNHkx7mL4T7W4N-rkM9cWTdyN2HVXVrxWprwW37MHTL3LDcPgW9gnqQL5SxDXqW1JZbXj3SX6sGW1skrh62nfnVmf5lzrKW04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="amy0Iz/N" target="_blank">relayed</a> an AI consultant’s claim that one client spent half a billion dollars on Claude in a single month after failing to set usage limits on employee licenses. Polymarket ran with it, and the <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SC3qgz0W8wLKSR6lZ3pTW1Y7SDz44lWX0W4JGMdL71Cj8_Vyq8r41XTxTxW52TcDC3Yq9Z3W77-PfP4zNn7FN2HntcMqnjWlVPBWBD3J5XWrN6jzhl08SvLtW16T7YS2TT2sMW1H-s878bzCfbW6rdPt66ZK0grW29lcb897cpb9W4H5pGJ4hPXh-W43pbQM6FC5JLW4fPqKn13sCx_W3h9TcJ4m0SQGW1RC6r-5RSzPkW7464V92BlDJ6W72pQwH2_q7xPVDnf-p2_5zTZW1RXvpt83XTRmW96Qzjz3Wr5TlVtfXtb4dGmF0N34PFmS_rkCvW1MN_jp58W6WHW6mKcVx6bn8zsW8Q1hW91lXx0jW4FWKb91M-Tfjf6R30dW04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="6Tvk3moc" target="_blank">tweet</a> has over 29 million views. Is the claim real? I’m doubtful <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3qgz0W7Y8-PT6lZ3nbW6l2wrl8FNCQwW2NX8Lp4cm_R_Mw1GlsGD9dSVPWQz75Cj0bqW5Hzpxm2XSn0-W7H92Hv2Y8Cb0N5LPrBf6rX9WW7F7TFF5f6Fq2W5bBC1z3KwFfcW8rg2QY97B7CCW7WGbJK7f9RyRV8TXFv2N8FG6W1qVRNS6dTPKsW744yt52LsdyHW6mvZ5v1czc1pW1570q98cLyN8W4hDxHC7P4jgbW3sq69z9h_5FKW3n7NG770jBGhW1yXT8C2y3kmrW8PrLkr3B-HZfW37Frnd13tl7lW7GV2Xb2MYmj2W6m_fVc2BCWNBW3tT9vk4HkPK7VySZch4kbFn6dY-T4W04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="dXqHJDde" target="_blank">like others</a>. But it's going viral, and that matters more than whether it's factual, in part, because there were more claims like it this week as companies reported earnings. Almost every one of these viral cost-blowout stories is individually unverifiable, yet everyone who uses AI at scale now believes a version of it could happen to them. Together, they paint a picture of a straining bubble.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">The reckoning isn’t a verdict that AI doesn’t work. It’s the high cost for using it thoughtlessly. And the emblem of the whole moment is Anthropic's new Opus 4.8, which launched late in the week. Opus 4.8 claims to be the smartest yet from Anthropic and seems like the easiest one yet to set money on fire. The tokenmaxxing era – spending tokens as a badge of being AI-forward – looks like it’s starting to end. The skill that replaces it is token discipline: the right model, in the right amount, for the right job. The workers and companies who learn this process will win. The ones who don’t will discover that the AI budget eventually comes out of something else.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3hCZYW7Y8-PT6lZ3mrW7RVRD86BD7YCW8LHrn23CXxSdW7-pS22654MrGW531BxX6cLVnWN99GGcDBNNk0W26wx5r6lfJ-jW97fsdq708_J0W44RMpb3Dy9knW7SNsqR2Kz734N4NBfRnZtN7LW6qv0sn809XJ_W2hppLc2TLjXHW2Q9frH4xV1TkW3c_Tc46p0C_4W2Q_n8b4htXJfN4h2QJnbSfQqV2C-8m1DTNTkW6QHLtt4C5XGzW7s53ZM1rrnWsW1LnfHw70LM1sW73jQ2x3XXs20W8y7YSP3T0bYtW2fyqlb3MgdPDVnRq1f3NzWYPVBtp6k4N73qVN7xw96jZR7C5f2wM7Kj04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="3/4sCeAc" target="_blank"><span style="font-weight: bold;">Read the full story here →</span></a></p>
<p style="line-height:175%">&nbsp;</p>
<p style="font-weight:normal; font-size:16px; line-height:150%; text-align:right" align="right"><span style="font-family: Merriweather, Georgia, sans-serif; font-size: 15px;"><span style="color: #48607a;"><span style="color: #48607a;">— Matt Burns, Chief Content Officer</span></span></span></p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3q5W3nRyH74QhcM5W49VmLg6wVcvNW3hn3n27xq6gxW6srRSQ4_KxsJW4GPPVG78p2q3N9lD_CW7rN7DW1l3_zM6D8TkCW3C9_hb1dfl6hW3Cs_j2569fwvVgpFMY8pXp6tMHpwXGzJq2XW8_qfm51RPZLKW92Jgdf6t0jRhW5MKlbb7tTz17W5w-ykr3fPjvRW2h_dyY5PSYXTW8X2M3p8713LlW523tCX7Ck_LxW2yP-qy4g2cHGVN1dmX8BS5mtW7B8t2Q7-mgdsW6xNqLk2f89fNW6dfPj15dj2jHN5ZZ3sSCH3Mcf68HXwb04" target="_blank" style="color:#00a4bd" data-hs-link-id="0" data-hs-link-id-v2="UZ4x+iKE">
        <img alt="TNS Makers" src="https://info.thenewstack.io/hs-fs/hubfs/Screenshot%202026-05-21%20at%2012.14.21%20AM.png?width=1120&amp;upscale=true&amp;name=Screenshot%202026-05-21%20at%2012.14.21%20AM.png" style="outline:none; text-decoration:none; border:none; max-width:100%; font-size:16px" width="560" align="middle">
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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_176608515607010" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176608515607010_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:200%"><span style="font-size: 20px;"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>The new FinOps problem isn’t cloud bills<br></strong></span></span></p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px"><div id="hs_cos_wrapper_module_176608515607011" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176608515607011_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%">At Google Cloud Next in Las Vegas, The New Stack sat down with Finout co-founder and CEO Roi Ravhon and Pathik Sharma, who leads cloud FinOps at Google Cloud, to talk about how the financial discipline that grew into its own around managing cloud costs is now quickly being rewired for the AI era.</p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3mkW6n-1q36wLR6-W2sC_mg3gK5LxW82yPKN74BBBJW6G-stR4nVMq6W93fbln3nrKRHW2wVGfP1GZXF1N3jP7t7cpJG8TTvY08Dz0BFW68mDXx6PRN3wV72zlc28LtrKW7Lgp2P1z4SwyN5Z9F-JCrXd3W4C3tBD19L339W2BKkgz2-lvWjV-VQ-x1TgYN8W2p6V5W9kmp0XW60Zb0p67Y_wjW7SPp3V4fqH1qW2f5YvR93GlrdW1DytkY1jn8SrW3J9JfT2cpwPRW6GPGdS4FnQRBW18Gr8B1tbCzSW756Z_t2Rz_6Hf7YQ9Ng04" target="_blank" style="color:#00a4bd; font-size:18px; font-family:Merriweather,Georgia,sans-serif; Margin:0; text-transform:none; text-decoration:none; padding:12px 18px; display:block" data-hs-link-id="1" data-hs-link-id-v2="q4fduUaE">
          <strong style="color:#ffffff;font-weight:bold;text-decoration:none;font-style:normal;">Catch the episode</strong>
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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 10px 20px"><div id="hs_cos_wrapper_module_17757509021117" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17757509021117_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong><span style="font-size: 19px;">TNS essential reads</span><br></strong></span></p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 20px"><div id="hs_cos_wrapper_module_17612508227092" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17612508227092_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3p9W6J7mVs4Nzh-qW3YwzTy2RPlktW2GsGNV1r8dv3W79tqnt8jbXddW1T8NCQ4PWsy-W7wp54f7z73y_W1bHVhV80slPMW5tT9vK3kg0fdW5Vz9rD7MZ9NMW3psVg75CCXb7W4SjXs281h84qVKJQB_6YYcjJVf3k462sYLclW5YNgSB8Df-pcVD0vyl4lnPtbV2BBXb8_9bN0VKRcbw8B_QscW6FCjTs2g9LZ0W999-8q2PCw1nVGTLpL7N1yVzW2dvRhw3xB6MkW1STct98sShNqW3pz3yH6Z8qBRW83ppGS154DHLf8VW_Cx04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="yyx7mt37" target="_blank">Snowflake commits $6B to AWS as it pushes deeper into AI</a></span></p>
<p style="line-height:125%; font-weight:normal">Ahead of its annual summit, Snowflake's largest-ever infrastructure commitment signals where the company expects its workloads (and its business) to go.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17775751756491" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17775751756491_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3hCZYW6N1vHY6lZ3pdVZWZbZ2G448fW8_6q488RvvbLW3WhKYr5GNttyW6tVFdY4CJNTNW8R5Hz11SjC5cW9bSxLF5JxJ12W957JC24b3ll3N6TRb4SzgpFFW75dKjX6frlPhVM4zJb28-CPYW6w0_nW8RwkYBN9dWqxjwQdDVN6C1cKYRJnwLVMV6y23gF2XJW8ZSj3y8V03pKW3Bq1LL87h0jlN66M81h1894GN5fkjQr2xJCBW8qDZpT3dmmQlW6YMnXQ16Y-GDW3YnL3l35HXD1N7dHbw5xQLHVf58-YWs04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="X3Uv3RCM" target="_blank">Researcher “gave Claude Code 'ADHD'… and it thinks 2x better now.” Outside experts want more proof.</a></span></p>
<p style="line-height:125%; font-weight:normal">The tool shows promising early traction, but outside experts say its novelty and benchmark claims need more testing.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17782590667751" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17782590667751_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3nkW8yBqyW74V01JW5vWZnl5bZNyzW41JJQl3MJFtXN7p5pT1T5f0BW4PB9T88N4myHW8JF8F83SVhJLW60rMR426clMFN5dkX1gSBrfYW36Kj-X5m4KLRW6SRb7225drkFW6wnf-h94LzzbW2q98946-w5RdW4Ws4WH3sygDFW56XxSs8y4rdYVlszpR97xXf1W4ThL565cxPTDW8Wl4sG11TrMsN2VGJZn8hRwtW93y1vb4hcxy5W4xrBZS1qSP8kW6yjnj_8hLl3MW7TYW1y37t_lpW8r-vbs6JrlmwVRxtCr7MKwkHf7-3C6n04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="21jB+WbK" target="_blank">"There is no accountability": AI coding agents are installing packages no one owns</a><br></span>As AI agents autonomously install packages, pull dependencies, and execute code, most enterprises have no policy, no visibility, and no one accountable when something goes wrong.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17647983957941" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17647983957941_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3n8W54yGLD5cgqLtW8hHp7C49T0BHW7QBv7t1sYFzgW2zjr-32HPk9vW173YnQ2T1t2zW89Fz2z1tZ_bkW2nKP6M4p4GltW1nDxnt5PtzLHW5p3vZY5nRpZfW1w23Q52NZYqPW55nyp42SsYSQW632zd06NfY14W8wXLLJ5M8kZbW7jzwTB2wcmnHW4ZKz1C122yCCW4jwx8H12dVhtW4RbV014QL5BPW1PNnfz7GJDr0W8SWDdq6H4LlyW4PqZsK296q8_W4Lq5Mc4X4d9hW6-Dh9W5f86y6W3nJ9KJ5G2qWhW84yjnM786qs7f7VWBZl04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="YTzUmEuz" target="_blank">"Tokenmaxxing is real, expensive &amp; it's spreading": New tools emerge to stop AI budgets from exploding</a><br></span>Lanai's Token Tuner helps enterprises cut AI costs by mapping token spend to workflows, identifying where lower-cost models can replace premium ones.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17788710028221" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17788710028221_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3lqW2BkN0t3jsW80MpFQSBrWYg6W1XlS647rXR9VN89HyvpFNxT2W6YZXpn1h4xXjW42Hw_F40P_D0W7Qdxvh1PCnjTW3V8sh14N9h2FW2q5stn461VYwW8ZQ09_4bsP7pW6LtT5S5HgS_jW1J3cBH7c0gn4W6KLX9R4Wj4y9W33qDKv5JTqVXW15_kvl7G4mjHVvXjGD7mdfhxW633J8j4hySqDW96qk1v3WMksvVWDPbl8hBDn7N96hmbY6gWcmVLmx1w5RPTJ8W6k_4NK68lMDWW6Txd3D8c9mp-W7wK7Ng7Qdgqff9dMTQq04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="n3KocWTM" target="_blank">With Google's debut, the most important AI agent feature is now the most boring one</a><br></span>Google, Anthropic, and AWS all shipped managed AI agent runtimes within six weeks, signaling that runtime is no longer the deciding factor for developers.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17782590947412" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17782590947412_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3q0W3HT_S41RB3CKW4bMb7v1lY1HZW25H_wc1z-4JrW89XMBP8f_SMKW8Hlj_74B5xTXW5KpPXC34fxk_W4spKXc6j83pJW5z1Wpx20dms_W6bJXg94995jsW41XjGW2b6Bl2W3WQw_c3gl20nF3W9L6s3gwJW35k1sh2zHnxKW3-VRXM4lyyXwW8lbwDz8KM63JW9dw-644Ft30GW6pYSGW5Kq3j-N6bTfSPp2ZT4W1Nyt1H8gHCwPW5rtyS_46vkSxW3LdtNJ380q9bW78c_7B4DYZ8-W40D_nl6tDwXJW45n66z1vmdHWf6Ckqvn04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="wojz4nmH" target="_blank">Why enterprise AI needs customization<br></a></span>Move past one-size-fits-all AI. Use multi-model strategies and FinOps governance to optimize performance and cost across your dev lifecycle.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17800781425881" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17800781425881_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3n1W1DdG2X5xYypVW1pQFFL8MkcY_W687hcv1J5W6yN1JQvcB23Lj7W8ppQbK2NKSRhW3qFFBy5dhdb_VjzF1V23Q_wqN7740Fmx1W2VW3JjtF25wTV7WW3dTsFL37HsxpW2_JkPW1b_HhyW82NjdG3ywQ3rW6dp_P_7h5KytW5QPFlh44VZ0lW2rVgWB2jRP-mN4gfQb_MjNZ-W2V_Lkj1CZsY8W9h3Bhk3Px21FW2rjgwY3_NH9rN6-ygvmfpzKHW3zgVg83MmT4_W32X-dL7T0Y0WW172d3t4ZsgLSW46DFKD9chcGxf895jT404" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="DeVodRMs" target="_blank">Cut your AI search costs without sacrificing quality</a><br></span>How Asymmetric Retrieval—pairing Voyage-4 (MongoDB’s best embedding model) with a free local model—can save enterprise teams over $15,000/mo.</p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17800782745482" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17800782745482_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03hCZYW7lCdLW6lZ3kCW5-j3FL65y4BCW4Sj6RY8XCZdCW6QVWJ73tjDyyW2JPRrR60WtV-W75jhV_6wk-GqN88nwp-ZWx0zW1SzPHN5pL3n8W139pJv4_4GDbW1Tybdl3fjs8RW3G6VMR7N_gXhV5T1n17v8V5ZW7BYc3w6S6YGQVkPl2v5N-6QWW3CMbtT7n05j0W6yTb6Y1zTfZ1W8H1p-55LxbzyN5Ygr-257lmQW4ttKjP2wBP7nW5pRnRh3Yh3q3W6K0kSB1FB1gpW8BTCHf7-fG7MW4MsjQ7444XN7W6D-HKf4gYnpmW95CC3_1Xb4rlf4lSkv804" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="aIu3AUk4" target="_blank">Three ways operational debt will break your AI strategy, and how to recovery</a><br></span>Discover how operational debt breaks AI strategies and explore the four critical steps to build long-term operational resilience.</p></div></div></td></tr></tbody></table>
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            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Discover why the seam between IT and OT has become one of the most exposed attack surfaces in the enterprise. Join us on June 23 to learn how to close the compliance and visibility gaps that open up every time something crosses the IT/OT boundary ungoverned.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SW3hCZYW95jsWP6lZ3plN2wSywH3c354W5Vvjvd4FCKhPVLFxl22SjGRnW8_y8zG70z0wtN7LJs1JVY5DxW87BG3w73F-tRW7lscR74Kn56bW385dxs2ZGH-mW6jZ20Y8w9mZ1W8s4Yyt4m1MRSW4pL7JV8RZ8l1VymH5V2gv11hW4k1nt7957pK-W4Fd_MH2prScpW29cl-m2dC6cSVPP_M51S27tzN1tq3vkwSH4QW1-V7Jz31F68_W7nrcdN3SQNBYW3h_83w4pNPJyW6N9B4J6WR6CPVzYx4N7YPPgwW2rRWjy5WMqSHW1mfL0F3VmNYcV4Ngj_6--L5qW1Nsncj93Wj5pW4ZTBr67_3rB0W239VN16Z38DWW34JVQV4SlgTkW38mbwt1QZpC-f4XQTGg04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+DXI60cb">Register today →</a>
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                <span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">June</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">24</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">The Kubernetes rightsizing trust gap: Why the stakes just got higher</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">The gap between teams stuck at manual review and teams running continuous Kubernetes optimization isn’t technical; it’s trust. Join us on June 24 to find out how to build it, step by step.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0QR5g8t6W50kH_H6lZ3nXW4gRRw-7Pm3TnW2YQqt53vRDBLW1FsQJq5zgW8mW8680C66HTQK8W8RCy5G8_qYmzVvs5DM1NLbVWW8VcFfc5rx4FKW6kw_yB7csHzFW1mRXNg9bbVqQVwwBkB8dcZH9W1pZF4l6_X-dPW3LC-5C7sXNQfW8QNnw75hg0wgW4Z7hj8490rdyVXsMPz1ybr5nW5WJHKR66BbQnW7vV_fY8xGHf0V_0N045fDNzDVxWVf13gQhdZW3Hdw1L7zQRTMW3KVZfK49J6X6W6MBtv54FtgdxW6NPyzw1XVks7N4NRvY_Z8VymW4K2qvC99YDpRW79Z3328WklMhW7gJ3FK3QtVFQW2WKfrl8swW_kW3vt6QG7yshBRW5Z1FTG1W6TSxW2XJT3N3nM4xNW1-PGvG1khm9Mf5rctls04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="248+eNam">Sign up here →</a>
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                <span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">June</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">30</span>
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            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Operationalizing AI in Observability: From Debugging to Automated Remediation</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0QR5g8t6W50kH_H6lZ3m3W30yPqz51xS-yW8Kz4jh10jPK0W2C4D8s5hhnbdW17jY7w2WcBTFW681x3W2blWFRW2lXtgC3GhKxZW93HW174ddNWkW8PxHMH2-8SpTW47bg-j7BWhMsW1jQBt03cjSvyW6vzKK13jPQpjW830B7V1CD1bpW5QzT0l1WPSH2N5fkN-gnstfzW7V7LZg1YlDB3W5NFkgq2RQrn0W3qZ-254BjfDkW83GCtt4MzJcNW1DRdhm4gcm9GW2qRqzl4fhsH8N4nm9mkp1MBrW4NcYS72pRdN7W1RcJhC7vKmfQW1qc1Nt66Pym9N8TH7rZ3TTqpW4bF2BD3L3FjNW2lBS9P4jD4M4W1CpSNx25QJqkN9dGs8mF7CLXW8GMvFq5yS185W27nfBZ3dTrBLVSyzxy8Vs1mMf2VQKzx04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RNIai+Us">Register today →</a>
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                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">26</span>
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            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">TailscaleUp</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">TailscaleUP is the conference for engineering, security, and IT leaders shaping the future of secure connectivity across all teams, infrastructure, services, workloads, and devices. Engineering leaders, IT &amp; network managers, CISOs, and security architects will come together to learn how to boost developer velocity, reduce risk, and improve user experiences for everyone. </div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3hCZYW6N1vHY6lZ3mHW7Pxkrk8jyFlHW697YfN7r8m8tW7KCW3Y8RNsZYVSdz507txF-8W3kntdY9772vrW2zZGpd203vdRW5lM4zM8d_WdSN1Gw1vZcM6dyW1tX3Qs8SzGtZN3S1xltzKHhVL8xggLCQ_gW6sb8V28TbnGqW66Bw-81B5tLpW48rHWC7pg8khW317bH_2MT3gSN9m112wr52g8W23-NJl5zq_dQW8Mfx571JLb-hW17ByDP2MVp3yW6K9bQK4S4cKLW82hgyL1P5VxQW7N9Z5J8PN5jff5vc9C-04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="k5ytC1Zy">Learn more here →</a>
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                <span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Sep</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">23</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">San Jose, CA</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">WeAreDevelopers World Congress 2026: North America</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack onsite for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. Use this exclusive code to save 10% on your registration: thenewstack_community.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SW3hCZYW95jsWP6lZ3mmW35lyGp6qLcr2N26t7Z68v-JyW6m8k987YrVhHW8mDgqH1jJXYtW3CTSM87-1-kgW3bNKTr1fW4j5W8QZMbl1Kcjq9W23TY9F6T2RjQW80wCVR8Rc3K2W37jvGT6rGgjbW7Tmn-p6VH9sNW4-qXw_7PKPJHN7C5C_3yP3PTW4nXVPJ5Zk0QSW1S1_4791x681W1Gg3vq4TjRNKN2mtqWCgsQ4NW7f6G-x5THGTgW2Wqy1p596rc9W7mQyFY3-z4ZGW7C3sP_1NJyNdVXp0pc1S7Jc0W2Rgjj23_7XVHMH4w6fL9qssMQ3s6nfWv6dW2jM5r84rLy0LW4vNJ9P646Tl4W5Mn84b7mh8K7W5nLPc61-3Cs0W26mR5l6y34d1f6h2pjd04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Xl+yh6O+">Register today →</a>
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<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#fff; padding:28px 28px 24px">
<p style="margin:0 0 16px;font-size:13px;font-weight:700;letter-spacing:2.5px;color:#9ca3af;text-transform:uppercase;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;">Partner Spotlight: Cautious Optimism</p>
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="margin-bottom:20px;"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0QR5g8t6W50kH_H6lZ3lsW4_ZLwR3h6FMCW2V75K43-j3cRW6DVB2C8sTlDzW2_SSj01FZrCpN75HWMDkblbZW7cTtsw3mcrl4N2m0YcZXC16RW1xKbxt68vTr-N1tsBKdkhx1dW666Qb85gcvGXW8tp4Q43BWbB7W5xknmf8FcSl0W3S2CrH12Mhb9W6Y93Ry2mPCD4W1stcmS7V8PBZW1NfQM78gR1lbW7v6cSN5HQlHRW21TcsW7Pk6J-W46hKNK65bb6RW6St7LP8VCJKCW5bGt2-6MH-nhW6W1cqG1W3z4GVdwRN3830VQvW7Z7TzC38zfN3W1Gt8TM28jgJTW18JmXk7kTfn5W8gBfYP72ml0dN18VRt1wXQgZW6q2WDS55mF4MW8HndVZ2v5H7sVWlYgJ45RQ4JW2NqDy37R3BXyf69G1Mn04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="ZHe2uhv7"><img src="https://info.thenewstack.io/hs-fs/hubfs/035b7a14-datacenter-1024x585-1%20(1).jpg?width=1168&amp;upscale=true&amp;name=035b7a14-datacenter-1024x585-1%20(1).jpg" alt="Cautious Optimism" width="584" style="outline:none; text-decoration:none; border:none; display:block; border-radius:8px; max-width:100%"></a></td></tr></tbody></table>
<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">Is inference a commodity?</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>News that Mistral is building a new inference-focused data center should not surprise; everyone needs more compute, why would Mistral be any different? What’s fascinating is how the conversation around different AI primatives (models, compute, etc.) has changed over time.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"></div>
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0QR5g8t6W50kH_H6lZ3nmW4T71x-8d3x5qW4MLfK43JcSwjN5kNBk_l8FWzV72zTV6KC66MW4CF-Jw8lpvPyW5n4KNy8JXZNlW6msPyN7C-55gW54N_-J1ZmFhhN5xxH4vkWBVvW3bW0801hdcvbW2mmYs_8QN8sLW6tQmD_3KrDdKW91c7ch28WgvHW2WNvB24BrwqQN2zrW0Tn7qVJVPK5NM2hVSBGN6MSFBrrl9FJW52TZdt27s_TvVf6PyT86YjvRW2Gwl1N6pHg6lVX3z9d1xB_1ZW33fkky4LmWqKW8xhfNY10JlV9MsfMYsltdDDW3C_7Dw2rx3d-W6K2HGd8jwd5QMjvrnz5Gt1WW2GGLhp4GQlCgW7pxMZH2q_KMBW4-LgPL8wHTS2W2-Mwt25tS_XhW67twD51d5FD-f108wFM04" target="_blank" style="display:inline-block; background:#00AFF4; color:#ffffff; font-size:18px; font-weight:700; padding:14px 32px; border-radius:6px; text-decoration:none; font-family:'Merriweather',Georgia,serif" data-hs-link-id="1" data-hs-link-id-v2="1PHgGkHm">Read on Cautious Optimism</a></td></tr></tbody></table>
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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px 20px"><div id="hs_cos_wrapper_module-2-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module-2-0-0_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;">"AI is a great new tool, but it’s a tool, and when I see people saying, ‘Hey, 99% of our code is written by AI,’ I literally get angry, because those same people — I can pretty much guarantee — that 100% of their code is written by compilers. But they never say that."<br></span></p></div></div></td></tr></tbody></table>
  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px"><div id="hs_cos_wrapper_module_17460542166404" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17460542166404_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;"><span style="color: #48607a;">— Linux and Git creator Linus Torvalds. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3hCZYW7Y8-PT6lZ3psW3km8Xy14n-n_W5vk46Q8GTxqYW43SHFT2n5QKBW4H50_Y3lNMtWW8T55N44T939wW2hkdyV4qFd3xW6B8C-Y5y5gPgW4lPy678pP2FkW4BpZnB8cdSL0MqHLsb7JDj3N2Mm20-5dhsDW8cc1ln3X4gN_W9b6p9T3Pnfb2W2mGqSG4LWCPwW7VVD3z8NgKNpW3bGKMF51PFTQW4FpTVq1nyq2FW6Zjhdq70cWvHW32_v8L8C332SN1pQNW6KWSVTW6W6b0x6fk165W2_twPJ2ddC2zW6325Hf4TQ_GnW17sv0X8qmQ_NW1JNKQY1c-Lr8W9bMST82rgTPJf2PxPk204" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="wcZYQYBn" target="_blank">Read more →</a></span><br></span></p></div></div></td></tr></tbody></table>
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          <p style="font-size: 16px; line-height: 125%;"><span style="color: #ffffff; font-family: Merriweather, Georgia, sans-serif;">The New Stack</span></p>
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Plain Text

                                    Plus: Claude Opus 4.8 lands with bigger appetite

View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Rq5m_5PW69t95C6lZ3lKW1S2NRw4Z-n2BW660dHR371KzJN13P250_S2ldW3cBYb98ChrV_W8GzX952r4pnPN6G_W9b276whW1_HGq_6mHwzxW8WQcTz18zPDZW6sgqKX409mjQW2gyf1r3tQ2hKW847cNP4cSyCVW9dbCMF5KxzhYW64zcXT3-Yl8XW3j016Y3FpY4_W3DY2Y01fqGdMW2t16pn39MRxBW7j3N615G1KCdW2T8QKn9gPKk7W4X3mMw2bXXMsW2ghRSW7ycPRKW3pj9JF6q5d1xV7WVF081WlhjW7c5CjQ4NkydHW8cKYLQ1pcG1mN4qRHKqf0J7LW5KXBwh77XgfHW1NtGXh3T7GHxW6svjDx8FvTh_W2CQLhQ2zWlf7W1qWYDV5-QCgXW68kNq59ch0ZDW43Xqyl8tT6hJW4M3k-H5CTp1_W5Hllt37C8TXVW7s4s2y4rW7dBW4XcXs86492Gxf8RHm2804 )

The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Rq3gP0xW69sMD-6lZ3kHW2D6_K4551fMqW8Bx6jY1-skHlN4jHccYQL68dW2ly5Vw362Zt3W5K3lPV9kmKNgW429tcM8x23cGW2mgb226q5nCjN6RnjP4kRDxWW6ZLJ9X1FwpkyVGF1pt7QBpmpW5BltTx78WDWlW3B2K4R1rXz4DW66_xS83jyjVNW8H0FhT3yn7x5W4s_qXR8-fycwW7rb7yB1-D-BwW7hrmsX1Xv5VmW1hnqGt70yLqVW6k_hLx41LLKtW1-9kQN7R-H0Jf998hGl04 )

Weekly Update  |  Issue 522

Opus 4.8 made Claude smarter. Token discipline got urgent.

I need to start with a story I can’t verify and can’t stop thinking about. Axios relayed (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3prCCW7Y8-PT6lZ3nSN1dS3yDMsZcSW7gsQyP3QzHMPN63g9jZGP9WHW7dLG042WHzbhW2Mptbz43Mp1VW140N6L5cFxyyW7HYhty4YS50zW7styCr5WTFw5VvPcjP77l_7CW2pXclt4ZDBckW1wfhpn61dmK-W4pQggL5JgdWNW3lL3nQ2YNhH1N78xh1K_D67hMh4dYVS-K4RW3S-KS91GJYlrW7CsP_f84tJF2W3s9x0v4p3BDXW5PWsG46P4Q5BW3jd70T8p8g3rW6cw1hz1nBVRXW7-WxV52SC1vzW8TqySZ5BCXg9W55NGFv7R4jGbN37P3fSmwnq1W56KG8c2f8pJdf1cj0zx04 ) an AI consultant’s claim that one client spent half a billion dollars on Claude in a single month after failing to set usage limits on employee licenses. Polymarket ran with it, and the tweet (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3prCCW7Y8-PT6lZ3nSW4LbMTH6PZzm-W4hJGqH3P9s2zW2lhyjZ2Q8-71W4t0fxd4j41jPW6Zt7jr902yXRW3p9qSq8cgxV6W2NTYX52pKvsyW8SGs8h81YH2qVf8V7t6v7DQ2W2fr8BQ9l2RG0W915QMl8p8vWwW7CwVr-4JQVGBW4F1-xz28GjPqW714KYK4v-Td_W7Tc16v3T3N21W9lHZkV3WbFP7W3J9kRr8rSBYrN6rP8Dmf3L8WW2YPKfL1bxrjCW6vvbMS8jkbGyV5pQrw8t-5XwN5jjgFXyl4xZN7V3_r6vWJQfW8l-9dm7yFwcfW2-syzn99rkY6W5D8kH06VnkT_f5NhwvC04 ) has over 29 million views. Is the claim real? I’m doubtful like others (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3prCCW7Y8-PT6lZ3p0W2JJSM18WM_4hW3p99Bk14H-v1W2PkMkW2VqmcnVgjNtw6wN5NxW6jBPbX83FPy7VG3T581CCK7DW7BL_vh1Xr7xhW6Cr1tP4VdKc3W4_B1dJ8l210KW7txM8_7rx2hyVx9bxc4693pzTk26w4-NmDZW2k1ytJ2hxGsxW6QWPWN30srQlW3mrnGP3MBX3BW8BFqQX7xLLjBW2mzxZ6804-fRW2W1zvv7gMmx9W1MLc293n_CnRW2Q3j_N89f4P5W5jJHYk8xX6NXW2CjWxm3w-H2VW4W2Fqr3xxt8dW151cts33Y-PDW51n6t17dtpP-W8_DmDC1VF1GGf8CVCmq04 ) . But it's going viral, and that matters more than whether it's factual, in part, because there were more claims like it this week as companies reported earnings. Almost every one of these viral cost-blowout stories is individually unverifiable, yet everyone who uses AI at scale now believes a version of it could happen to them. Together, they paint a picture of a straining bubble.

The reckoning isn’t a verdict that AI doesn’t work. It’s the high cost for using it thoughtlessly. And the emblem of the whole moment is Anthropic's new Opus 4.8, which launched late in the week. Opus 4.8 claims to be the smartest yet from Anthropic and seems like the easiest one yet to set money on fire. The tokenmaxxing era – spending tokens as a badge of being AI-forward – looks like it’s starting to end. The skill that replaces it is token discipline: the right model, in the right amount, for the right job. The workers and companies who learn this process will win. The ones who don’t will discover that the AI budget eventually comes out of something else.

Read the full story here → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3gP0xW7Y8-PT6lZ3q4W20-b2Q8ZvM6jW8j8NMp6jTCglN6pscjG17fNcW2vxFGV56dMJ0W5fBCvb1Qz39xW6DFxQn8SlYYjW57Ll1C7XdG0VW610-XT7svj7NW86Nnjb80FHx9W6F0lKz5L4jr6VFH9GT1wLp-jW2Lbkz96FTv6PW40WwVM7qg_MGMNX_w8x0JmvW1vDrsZ5d57lmW96vJwR4fGtLpW5v8Mgz82dNnHW2RgX0p8XpbdfW2q2ZhZ8htLWVW4rFlcF8SZGjvW7zHp6W4WgTPRW8vyG9L2czDyKW4yzkYX1xm6M8N6zXz6mS0GBzW91L61H6HdH09W2rTsyb9k_N0zf6Qjjtb04 )

— Matt Burns, Chief Content Officer

TNS Makers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03gP0xW7lCdLW6lZ3p1V_33hH3NGX29W3hJ17T4-0JGqW4qDh6n5xbtfZW1W5s-T10QLN4VWdXxg4xNyP5W4YPzdF9889wnW6PzMz_5kFXsgW4n3jFP1twlzPN1lgTBxGTrntW3x2PPN5ZK6QrW7LpXmZ4Pq5XHW7SP3hN4n1mCzW8LB81P3jz4DHW26GRSY3804XdW53DqMX63QpSfW8zxX3t78ykpbW32krH-4j4DKWW6LTx1B1YPBg6W3C3T0M3XhbT3W7-R5jl5qd-60W8CtkQZ1JvC0cW7Z3lRw1L2BGKW4NCl7M8qkBssW1zWbql2C0PkXf5rjSk604 )

The new FinOps problem isn’t cloud bills

At Google Cloud Next in Las Vegas, The New Stack sat down with Finout co-founder and CEO Roi Ravhon and Pathik Sharma, who leads cloud FinOps at Google Cloud, to talk about how the financial discipline that grew into its own around managing cloud costs is now quickly being rewired for the AI era.

Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03gP0xW7lCdLW6lZ3p1V_33hH3NGX29W3hJ17T4-0JGqW4qDh6n5xbtfZW1W5s-T10QLN4VWdXxg4xNyP5W4YPzdF9889wnW6PzMz_5kFXsgW4n3jFP1twlzPN1lgTBxGTrntW3x2PPN5ZK6QrW7LpXmZ4Pq5XHW7SP3hN4n1mCzW8LB81P3jz4DHW26GRSY3804XdW53DqMX63QpSfW8zxX3t78ykpbW32krH-4j4DKWW6LTx1B1YPBg6W3C3T0M3XhbT3W7-R5jl5qd-60W8CtkQZ1JvC0cW7Z3lRw1L2BGKW4NCl7M8qkBssW1zWbql2C0PkXf5rjSk604 )

TNS essential reads

Snowflake commits $6B to AWS as it pushes deeper into AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3gP0xW6N1vHY6lZ3l7N8zvwzrsw2HCW6ZpF6r5LHCwgW3Z-XKp5S0JTFW1BC7Yw7tNYjJW8YCnhq2qCG2VW7qb1mg72V3m_W53y0yJ1ZLcyCW4jydPL22Cys_W84y07h3vJ3QJN2Z2Z-55YfpmW1BXggC82m2S5W2qrgzw7YRX_pW6D7NPK7q9zBlW96W16w1TytkpVCG7k65DRq2zW4DlTkz19SL31W7PXJX26BS1yyW4jxckB1b2XkJW18YmlZ3lkkJhN5kpjjrBZfySW8DkPqb2q1Qh9W7JJc0r1nRsh2f27kYNb04 )

Ahead of its annual summit, Snowflake's largest-ever infrastructure commitment signals where the company expects its workloads (and its business) to go.

Researcher “gave Claude Code 'ADHD'… and it thinks 2x better now.” Outside experts want more proof. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3gP0xW6N1vHY6lZ3m3W8kjkdw1N_GZ6W3RtZjx6zYXfTW1p4zKg2-VTDkW8HvG1k1jH8RqVFxtY65qwTtjW8ZsdZ52w829FW5nCLlH7Tx81VVLcgLf4GK2ggW403psR5X_nlrW6q-l_Z5SD0cGW5m2D-j5651ZyW6TDbKB4h5QMmW6PHNjv40CCx4W7xFKTt4zFsJPW5h4Wn95t1TTTW1540D412HJGjW6lLn_68v63VDW4MNl7F5sWdj3W93hrcv17RbPxW2GNYyR4_zf4kW52Xym73VV9FfW4_W4k62zyvpPf8PmhYW04 )

The tool shows promising early traction, but outside experts say its novelty and benchmark claims need more testing.

"There is no accountability": AI coding agents are installing packages no one owns (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3gP0xW6N1vHY6lZ3p_W6FT0sk77YV2SW1vWpp-4YDWmxW8vsYLy83P1DMW96VWqF4bf-XpW1KzFYQ3kXHt9V3sy2Y1-cWnSW46qZ3R8bcmbGW9lnWFw6yH0qHW8f-TmV2s-ll-W6DPrln8t8nS7W83H18X4n45PTW6B4Hl25H5q8qW7n7kZx9dS9rNW26Rdwr1-kl5qW6XRSgx6JMY0KW540sy-6pV9MGW3vgZfT7-h4b5W8L6qNs2Kb4L1W2jPQMP1HVzhJN2yj3Kt1sMwpW4qL_vB5hFzRLW7f45571dBC9Zf1FMg_v04 )

As AI agents autonomously install packages, pull dependencies, and execute code, most enterprises have no policy, no visibility, and no one accountable when something goes wrong.

"Tokenmaxxing is real, expensive & it's spreading": New tools emerge to stop AI budgets from exploding (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03gP0xW7lCdLW6lZ3p9W11_yHm3sh3YNW43syQT6TdvMsW6cZv5d7sM5N8W2K82239lZfNmW1pWtWT1NSKdbW6qvnQC15WjrCW5G8yfL7ZQ6PJW5qkyNc5Z2p8nVqBG2L2mB9x0W7frSHH4b4fSrVmhTrj9f6j0QW2pVKtq8BGlVzW4TgM8D4Sd_mLW936YS_8bRH5DW2VcHzP5ZL50mW7C9F6d5hJyTnW2wQ4yW7gDwJ3W4cxzts5CwjQ7W6sQVZc23L96QW294m3P2Nb6YFW4RyCrX89nPPYW2hT1H66zWvNSW25t_GT8hRV87W169Wd-8NVk1Kf3kGQkK04 )

Lanai's Token Tuner helps enterprises cut AI costs by mapping token spend to workflows, identifying where lower-cost models can replace premium ones.

With Google's debut, the most important AI agent feature is now the most boring one (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3gP0xW6N1vHY6lZ3phW30K77d7Nd6jtW9m4wVK1gz8mgW5X4mdH8ktl2NW6yQC2D4LFNW9W3ZXHJR92dr3JW6xwC6f8K3lJMW86fj7J3PHnjQVlNFK84MnVv6W5z0r7r6xz0QJW2jd7DV49l8pGW3YFdT_9hvvCKW7Tl2LT25NyknW2yrcz020T8jNW3QsfML1WLn26Vf4B7T6CYpl5W35P7Hp15QX8JW4x2JHB4HftgVMHs_Lh5qKNPW8vQhbb20T5zFV60GTv3GJHx0W45WppW1VkbQfW4RKFx_7QdjSdf1mkSQY04 )

Google, Anthropic, and AWS all shipped managed AI agent runtimes within six weeks, signaling that runtime is no longer the deciding factor for developers.

Why enterprise AI needs customization

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03gP0xW7lCdLW6lZ3lrW1tgJvx93C6vtW5X0bKZ7B2vHbW93MVtF3RcvtrW7MypBM926swHW38GJzl5qd68wW2yTglh7P_L0ZW90s6XV95PW_9N1npGKVQJ3CDW3ZTlJy8n7MJDW26dLWh3qLywtN4xn915nMP2DW1gwbgl72J9xhN8n8TcHF0W-mW6Ky_W_95GBS3W1lkdCV5FxDg7W5FBKCQ6HsRrvN6h9WFW97JxpVsNhV61fKjTVW5RSbDt3BQzCMW6JLjBF67qfThW5C7fN-69HYtNW8jtn1J2x2Kf-W7VMwxP3ZBxhYW4JtCn-1_jGJQf3F721v04 ) Move past one-size-fits-all AI. Use multi-model strategies and FinOps governance to optimize performance and cost across your dev lifecycle.

Cut your AI search costs without sacrificing quality (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3gP0xW6N1vHY6lZ3pkW7L3J_p1qP1sXW66NdcP84HmllW3fZJg06rfXDpW4cYqD06LV4_nW6T1klx4qPyPSVmsWGh76vVP9W6MgrTv9cfnxGW29BcC94-DQZDW19scPH7qVj6-Mlvdw0Z9rNTVlM02v57Y180V5Xqvb2t9p3zW7X3jJx1RcF0vW3tgbBT4r_42SW18q80w4TwsZLW3LvddK4T4PgPW8MCh8V1gwfr1W49DYKH5w22JgN1M9VGk-Ct9gW7GGrzr685ZFgW2ZJv7v7l9Wn_N1jd87hpDzJGdcj4WC04 )

How Asymmetric Retrieval—pairing Voyage-4 (MongoDB’s best embedding model) with a free local model—can save enterprise teams over $15,000/mo.

Three ways operational debt will break your AI strategy, and how to recovery (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03gP0xW7lCdLW6lZ3p6W2kx38d6BfhRdN3sTFFtpXLwdW3q4Nhz68lbcrW5xdBP54kRzhGW7S-FYm8xMJgvN4BTtw_n31vjVDTJGn7sdkrWW2K5myV13JxNDN8mWG4z5bxdsW56qLcd5Hz576N6jL3X8jYm1WW29rFZP4YZqJJW7F9X2s5RRF2pVTPKtc51jjtTW3hR02c46BP8fN2b-RGfDNvZXW3WwWsx61DbYlW305m1H4M1bcTW4YGYzD8R7lS_N6S5G1dwD55KW7m6JKq7jNvzWW2Sb8fB2khVSwW1r1sSD7JKwZBW2y34J140cDNSf26_BCd04 )

Discover how operational debt breaks AI strategies and explore the four critical steps to build long-term operational resilience.

Featured events & webinars

June
23

Virtual

From Silos to Governance: Securing IT/OT Data Movement

Discover why the seam between IT and OT has become one of the most exposed attack surfaces in the enterprise. Join us on June 23 to learn how to close the compliance and visibility gaps that open up every time something crosses the IT/OT boundary ungoverned.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SC3gP0xW8wLKSR6lZ3n7W6TRkt935kf45Vk0qf-3scvDnW1ZTv3628yQM9W5DWHBp7Gyct2W6NGG1J6ZrVhMW7MW9k0233RpJW3-0bgG1ccH-YW3WCd5t1kdV6tW2xN_Y72r-V4sF7gNjkYLSk5W5_DHXv5-cQc4W80jKGJ8RkY1CW9kZSB06K7wsDVsvQ3y1xlS5dN72sKkBrHcVSW6bqvGy1jx9J4W4L066W5ZKKPCW3jNNGy7HdJFZW5ggzMf2jZSZpW3xCqbp722mckV60NsV7trxltW6PSZz4275tBjW8Kxj-j66-YV9W2vw3ny3bvJXfW8hKP2q5jt-54W1Ghrqw1DlrhXW8cnXZQ3F6mdZW54BxJK3LL10Nf4xSRX204 )

June
24

Virtual

The Kubernetes rightsizing trust gap: Why the stakes just got higher

The gap between teams stuck at manual review and teams running continuous Kubernetes optimization isn’t technical; it’s trust. Join us on June 24 to find out how to build it, step by step.

Sign up here → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SW3gP0xW95jsWP6lZ3ncW87SK6q46n6f-N7ClC8MTBQP8W4p3cPF6CMgdDW3hLVSs2-64fSW7BYq272-BZtnW2wkjP12Z4xw3V_t06J3ZlyWPN30h6VpX3h8xW3fqmvY572KSSW6jVcb65PBZCSTb_tR2SYSw9W6Lv1GC93DK9dW22532w7p9669W65cWV54XDSsnW6XBfxm1XrgS0V7NWWF3338Z0W8cZ5nl2z3CJ3N91MpRrmYDWFN5jCyTnWgshDVbMRxF1lBv1fW7skGLJ5jjKcxVzbJ8P59WrgJW4x3T1t8Szp1zW497y_k3NSRzjW5T3yn_8vFqnDW4TmCVx5hK4XnW7GjCDB3vMJZVW3tc_vN4dnP4jW74JZYB2BGqg0V1fnGw5kNfyNdL9Js-04 )

June
30

Virtual

Operationalizing AI in Observability: From Debugging to Automated Remediation

Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0QR5fkwKW50kH_H6lZ3kSW3bldj77wfxFnW8cP7Q679V776W6n-zzQ5JvpDGVlvpjr7Q-KMvW2R_rl03r4TrNW89PGyx2WJG5gW7my9cx54jz6bW71zNXb6f7bJ3N5GtKyN6TlZ_V14lZz7c-fvSW6crfdK5qTx50W2T8WL88Gph6RW8y5lQX6vRR4WW43q4HG7Z4Sn7Vjb_tt3L_D9mW8j50094VtClcW4y-1Mb41Q_FfW99RSW85pmrgvW3zMY4s1TFgCKV_c8P326L7KMW4Rr3Mj3VZyr6W8B0fx899fs_6W6Jq7Wb1CRrtFW5T226W4G1q0mW3B910C7w-mchW9c-Clz428BmcW6t5k-13Y9dGkW8PyxdW1ltDPCW2DBWXR8JRj33W2Zg0rk4wy-nXW2HtDMN4RXjM-W8mrYZm67CZPzf7zSm4404 )

Aug
26

San Francisco, CA

TailscaleUp

TailscaleUP is the conference for engineering, security, and IT leaders shaping the future of secure connectivity across all teams, infrastructure, services, workloads, and devices. Engineering leaders, IT & network managers, CISOs, and security architects will come together to learn how to boost developer velocity, reduce risk, and improve user experiences for everyone.

Learn more here → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Rq3gP0xW69sMD-6lZ3nJN8l_5FWzmHVjN5nQ6krmfgkpW3RB0wZ46ZjWpW1ZzMBZ2Vhrk0W8VPm1F2MT2sWW8gVJJ22Tt7pGW2mSK216Tm39VVrq5mV4Q-hjxW4dM1DV7pZP40W2K8-hX3fH8S1N5BPJTtzNNvKW4NYnJG5fm_q5W6n-pNm9kpz4mW2Y9Qlb1ndh-GW2RxN8V8-xt4qW2vnMhQ4RP-86W7823ts8wWZDtW4xRhV86dGPvcW1rS1Ck7-4hQDW3hDSts73ZPPXf3nBTkP04 )

Sep
23

San Jose, CA

WeAreDevelopers World Congress 2026: North America

WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack onsite for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. Use this exclusive code to save 10% on your registration: thenewstack_community.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SC3gP0xW8wLKSR6lZ3mqW465ydS4ZgqD9W5CkL9x2t8cFSW3D_yRl1xgfZgW20Cxt150VHn3W7ZTR4D1Dy1cVW74M6gq13MqtzW5Q8mXq8fGfs8W209nF_48Zq1wW3g2ZnH83MQQvW4rSBDG1dmxKYW17rvLf8Wb3vQVpk8gK6MgStSW2xXgyM1m_J78W5VrkMy8XhPyZW6HLM0_2BVJd6W8mmwQt3ftb48Vc94Rt10BxLYW6tbpWn4XXkRBW99MPxF64YtJzW2_B5NL50pbW4W7C_l6H21ZH3vMlFxvRkSWbRW4XHJVd2hz82HN9dcpSkTL2RxVpLPXf5g0JwnN7mCfbMqJpjjVW9WrD76KSjPW13LMVR8CZF29f44cV4404 )

Partner Spotlight: Cautious Optimism

Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SW3gP0xW95jsWP6lZ3nKW2nzDw-5MXwx3W3vCjXq879bxmW7Np6mC51bwmmW7L1hb844DY53W1fM6H82T0cCDW3Q2GD96k536zVSM5mN10pZMWW1vbLjP8MYSSSMjTB3PkcXFdW6dfnV22bXrNVW5NS7fC1lmtKQW12FYY14YcJS2V8QqMG70PshmW7dv39_3TrDdtW2Sv5y68691j0Mwf9nBXtbDGW25vzNY5sxnqNW5B65LH39bdzXW7MJN8R2sM5RPVX8_p35RxrC6W2kRwNm8cjs0YN6CVWpGmQwCvW3LfddF8sBnnXW7Zj1v-7RRzqKVtvmFq7nSFghW64vGG53yDXqHV1WLGS7BwGg6VKmD7G12pPj1W2-y5d92tzw3HW7B9-PZ7Zv6dgf1cQrfT04 )

Is inference a commodity?

News that Mistral is building a new inference-focused data center should not surprise; everyone needs more compute, why would Mistral be any different? What’s fascinating is how the conversation around different AI primatives (models, compute, etc.) has changed over time.

Read on Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0SW3gP0xW95jsWP6lZ3nKW2nzDw-5MXwx3W3vCjXq879bxmW7Np6mC51bwmmW7L1hb844DY53W1fM6H82T0cCDW3Q2GD96k536zVSM5mN10pZMWW1vbLjP8MYSSSMjTB3PkcXFdW6dfnV22bXrNVW5NS7fC1lmtKQW12FYY14YcJS2V8QqMG70PshmW7dv39_3TrDdtW2Sv5y68691j0Mwf9nBXtbDGW25vzNY5sxnqNW5B65LH39bdzXW7MJN8R2sM5RPVX8_p35RxrC6W2kRwNm8cjs0YN6CVWpGmQwCvW3LfddF8sBnnXW7Zj1v-7RRzqKVtvmFq7nSFghW64vGG53yDXqHV1WLGS7BwGg6VKmD7G12pPj1W2-y5d92tzw3HW7B9-PZ7Zv6dgf1cQrfT04 )

TNS quote of the week

"AI is a great new tool, but it’s a tool, and when I see people saying, ‘Hey, 99% of our code is written by AI,’ I literally get angry, because those same people — I can pretty much guarantee — that 100% of their code is written by compilers. But they never say that."

— Linux and Git creator Linus Torvalds. Read more → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03gP0xW7lCdLW6lZ3kTW4zc8jB2dK5yrW4JP-1l1QvFZXW98BygT9jM7pKVxHGLB2zLr1mW1LrWYq2_-1j3W5hRFK469TJH2W1Ty-Jv2LQRBGN4Gxk6Llq2t1W64g-PD26CDLHVVwb8r7KJgl2Vc-Vww4LKn-kW6cpR3b6p_G_XW6jJ1mP2ZBZ86W2bBh-n82b5k_W5_dmwj7Dk82-W5qK6464-vhj0W9dNsTz94F6GnW6h5gWG6ZXlPlW8PC3cK9jYC2nW93yx504cJl_9W1n-Yj61Jd_44W3TX0ZH6brm2qN2c1SsWlj2KmW7wwkvL1fP6gQf7586g404 )

Connect with The New Stack

LinkedIn (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03prCCW7lCdLW6lZ3n1W1fcqZn5Zx0w9W3p9xXp6wmJKZW2-vPRq5mj_38VtgDhk3h-cgdW1Q9Z2y20Z6vCW5G518w5QnH_qW8xN8zl3K-FglW8vR3Pv3Lhf20VpYzxQ1NL65-W4s5P241fFq-xW6xt-c07td8VmW11NKSx7RqkzlW192Q2N4Swsr-N468v1fZglMvW3gsbTh3-8wY2W42V_C86-dgB4N3BY-TQ7HtlcN1ndfNz-kM9BW4Tckg31C5lvXW49VVb_4mF-Y-W3yP12N5hRPSvW663D8Y8kNbLpW4WWKNQ4DSKyNW8Q7FR48TwdlHf8W8_7l04 )

X (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0RK3prCCW6N1vHY6lZ3lVW4PQC235K7NH1W1vgT5R7hKhZqW37GKKl4Nt1T-W19BzTT5C4yw3W961FS41P6h1hW5Y6GTv3JWrGDW4p_Y1x1t_32ZW4hrKpv5dkKDZMPkJSxfPKhhW6nVNR52TqgDGV3-whg1TcrGlVTXgjp6RyX1vV5h8jT1k4wr-W3-WSQn3LcNH2W3nDs2q49ZwxkW6HKLwv81Nl54W8cYCX931kR1CW69Fg7H3xYd0tW731gj99cc8XXW2qdyHw6FVDqRW6llwGG4fWWH3N7XF5H7H7xXsf2_lFrz04 )

Facebook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03prCCW7lCdLW6lZ3nYW8rcfPb4QZvW_Vl247X67ZLqxW581Q763JcpSZW74BnQ14cSNJSW7GM5jq5n0PVwW8ldrx24nFbsYW7BknSN3gbFwvW7j_HrT4_cWnqW8Ztq0G8qqHfjW3ZH4MK7sx_0-N6--LnTXjzZXW3MyMF34Y0rz5W39Pw3q73R7KsVjpq1-5Sk6RKW5GKsJB7C1pnwW39plVF5Nz4t5VZ0pgY2Sk23fW1nyys-7B5mRDW5JCRWM3KtFL1VCf2DS86bgm4N2x-dsGS46ztW4mw7hy239c2YN53Mg7YFdFyrW4fKCJq4HD9p_f4GGvJl04 )

Bluesky (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0S03prCCW7lCdLW6lZ3n2W5cqJmd5nqdPpN3b2CWDpkF23W1_HXP75jRMPsW3Ghz-M42xydtW6ndTjg8QTbpRW2QZxBS3W93S2W61YndJ2PFD-lW1t0YsY6-SqjkW7QXcRQ6hz0FjVRsjsz1q1fqxW77Qdmr1f5fKxVgsc_t7dMKn_N45R76fKvwjQW7ZV-x_1fMRv0W91h8WT3pp97YW7pPMmh2574bwW4wmknr2xz5ZVW6fBLNS87g4tJVB_-kc4k7V1-W61qFMd2_zQvKW8s0BQT7by8v-W45frpD2W6lx4W16W95P8VvH8gW3C6yNn7BflYpf826LxR04 )

Youtube (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVyc6C2__GY8W725rfh2dXLPmW6klx535PHJ0wN5BW0Sj3prCCW7Y8-PT6lZ3lWW7_0dYz3X0vnMN7xrF7tv7d7FW6rWk5P5Jx3V4W5jHK-B2qrWyhN5cyjjGvsPk0W6JLQ-p7zyDcJW6KSBYb6Z9pQZW6FFgKg6r-LwDW139nDT8y_47XW1hQdHm2pcKxfW54wtSy4prN9wW4s309Y1ldkvqW989lyX8PSsJsW1ScSjP8tBd8kW53C6J88b673FN3s4vzXt71YMW7wwppg1JFcCVN43wwqwsZNw6W4FYtWt2GpmKRW7Sc9jn2qR-dkW1Z2G-H68rqRbW2gmqLB57npHzW9jsrMV4xCZD_W3R1KKK77YyJLW6gCzwg3cW8M5W64ffLj7zY52kf50V_4R04 )

The New Stack

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Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-H6W1_9QrK3X_Gq0W3c-2Zt49ym5gW3_KJ993P26ybW45przD30t9jcW49rZmD2172mgW32my4v2nMM3XW4t5-cJ2MNyJkW25dWzT32GLYBW32lK6_2t4-hbW2Kqcg549TRr9W1S2cMt3yPnS7W3XyT2Q1Bs-XZW2KnC3g3JWBW_W2Mmyrw24WD9RW2KNmfM2xYh_PW4pJHPq41BQ0YW3JKHF_4ctPGGW2TsK2d2MQ9SxW25cJTl3GWQMPW3QC9-32FXdL1W2sQDW52szNX8W3dpTvB4rh0CVW1Nykbj47tJYzW3z4b0k4hy7tMW3BV5Jv2CDK3JW2-tnm83Cb8QVW3VQpPw2YHSj-W4tG6BX4rmzCNW2PQr-g3W2kyWW2HrJq41Q44bTW2WHDyL1LDgK0W3LNK-R4pmh9cW45QrLJ1NhcY1W3T4GWq2vzw2KW4cyVQn4ttzy-W3LYxFq3VM2CBW41TnkT1SpP85W2qDtF925lMs1W3FfnK92CF1ZXW2qSyvK3bvBW7W2CLRNQ2FRHRqW3QKny61_dkm4W24VkbK2-FY2fW1BL6ry4fzwdpW4mjHxb34jQ8nW3ZtZG_3VQ2djW3yW-vk3zhmXBW41z5Pp32bLJkW1V3hf34thd0xW3yZ-6w1_mlJ7W43ZyjQ3jbCTTW3VyGP44thFzFW2q_TQZ4p86zdW366fyk2-N94WW1X0fr92Fz_9cW4fp0mb1Y_YbtW1LkqyK2xMNrkW4hDLSR36GnClW2vHlXS1Z45X30&_hsenc=p2ANqtz-9VfdMsUiXJ5qEsOam-xszmtEGxbBLe2I4OvnHaXpSkcFO-zKqjm6aadWyS05jXUL21jiz-d7wURGOiAqmzCKS0DTsxyg&_hsmi=421314042 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-H6W1_9QrK3X_Gq0W3c-2Zt49ym5gW3_KJ993P26ybW45przD30t9jcW49rZmD2172mgW32my4v2nMM3XW4t5-cJ2MNyJkW25dWzT32GLYBW32lK6_2t4-hbW2Kqcg549TRr9W1S2cMt3yPnS7W3XyT2Q1Bs-XZW2KnC3g3JWBW_W2Mmyrw24WD9RW2KNmfM2xYh_PW4pJHPq41BQ0YW3JKHF_4ctPGGW2TsK2d2MQ9SxW25cJTl3GWQMPW3QC9-32FXdL1W2sQDW52szNX8W3dpTvB4rh0CVW1Nykbj47tJYzW3z4b0k4hy7tMW3BV5Jv2CDK3JW2-tnm83Cb8QVW3VQpPw2YHSj-W4tG6BX4rmzCNW2PQr-g3W2kyWW2HrJq41Q44bTW2WHDyL1LDgK0W3LNK-R4pmh9cW45QrLJ1NhcY1W3T4GWq2vzw2KW4cyVQn4ttzy-W3LYxFq3VM2CBW41TnkT1SpP85W2qDtF925lMs1W3FfnK92CF1ZXW2qSyvK3bvBW7W2CLRNQ2FRHRqW3QKny61_dkm4W24VkbK2-FY2fW1BL6ry4fzwdpW4mjHxb34jQ8nW3ZtZG_3VQ2djW3yW-vk3zhmXBW41z5Pp32bLJkW1V3hf34thd0xW3yZ-6w1_mlJ7W43ZyjQ3jbCTTW3VyGP44thFzFW2q_TQZ4p86zdW366fyk2-N94WW1X0fr92Fz_9cW4fp0mb1Y_YbtW1LkqyK2xMNrkW4hDLSR36GnClW2vHlXS1Z45X30&_hsenc=p2ANqtz-9VfdMsUiXJ5qEsOam-xszmtEGxbBLe2I4OvnHaXpSkcFO-zKqjm6aadWyS05jXUL21jiz-d7wURGOiAqmzCKS0DTsxyg&_hsmi=421314042 ) from all email communications.

Warning

Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.

It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.

Absolutely ignore those links!