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Why Argon’s price won’t stay noble Sat, 17 Oct 2026 13:12:54 GMT
Dude, where's my context? Sat, 17 Oct 2026 06:04:59 GMT
The devil's in the daemons Fri, 16 Oct 2026 06:05:58 GMT
Patch me if you can Thu, 15 Oct 2026 05:59:44 GMT
Workday just gave the UI a day off Wed, 14 Oct 2026 06:03:33 GMT
Karpathy just gave us an AI reality check Tue, 13 Oct 2026 06:06:54 GMT
One-model loyalty is now dead. Sat, 10 Oct 2026 12:59:45 GMT
AI just made up its mind Sat, 10 Oct 2026 06:09:03 GMT
Copilot just went local — sort of Fri, 09 Oct 2026 06:01:27 GMT
AI workshop with Microsoft & Cohere: October 20 Thu, 08 Oct 2026 15:02:36 GMT

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Date: Sat, 10 Oct 2026 12:59:45 GMT
Subject: One-model loyalty is now dead.

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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 can now build your dashboards ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &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 541</div>
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        <div style="font-size:13px;font-weight:600;color:#48607A;letter-spacing:.05em;margin-bottom:12px;">Together with</div>
        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3mvW16S5GM2j6TBkW1gmKtb6yMMf2W45YXb13XWjYPVMgrR_2z8Cg9W32-Nxj6ySbxdW18bz4v3bCLpRVTvCCQ1Q-ywgW75fJM8136dmxW9lmSSJ1NCqnRW25VVc17svjB4W8gdyL78s1Dp8W4l_YNl78tJCJW2_P-2M5WkpwPW30hcp-7DM5D8W35Y7DN7MvHchW8M-3jZ1MyHpkW15p_xC7_RXWCN68d3mNZ_VlNN322bdWfC5VGW1z_LxY4jzqlkW2b128W3Jv6JwW2tkH3P500344f2y4K5P04" target="_blank" style="color:#00a4bd; display:inline-block" data-hs-link-id="0" data-hs-link-id-v2="wMj/d3Ee">
          <img src="https://info.thenewstack.io/hubfs/HPE%20Logo.png" alt="HPE Logo" style="outline:none; text-decoration:none; border:none; display:block; margin:0 auto; height:30px !important; width:auto !important" height="30" width="auto">
        </a>
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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 15px 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;"><span style="font-size: 20px;"><span style="font-size: 20px;"><strong>One-model loyalty is dead.<br></strong></span></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 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%">Elon Musk posted an “important note” on Wednesday about <a  href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3m_W1xLG6c6nhRrpW48pfHL3vJGR4W1R03dv7dp_h9W35hh-H2_9S25W2MG_m22c_QF5W4ZkBKB2QSPzJW9dq16-3nv5-FMsFrsgZfMKbW3hB_Ny4K2Mr7W4PH9BC174SL8W2dNDpx8N66dqW67BlCR6wDJBmVQLkZJ2cBmmWW2C8pYM9h3k38W68WND66VP9k8W35zHnh2T-P_jW5DlvV84ThGD4W34vmHx9hBTtXW477QPT5bDzFBW676zTF3rT6HTW5srHGH7M-NDLW2mtjYm28R3PCW76dS6x3y_CjfN3YWJw8zQD_XN62f4MtbF_SxW6wF_T742zcJPf1MfQ0x04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="4pjKfr30" target="_blank">Grok Bot</a>, the AI agent SpaceX launched in beta in August: “Important note regarding Grok @Bot: Going forward, @SpaceX will use the best back end model for any given task, including Claude Opus 5.5, MidJourney, Suno and other leading APIs. Whatever is most likely to give you the best outcome.”</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">Grok Bot is a joint product of SpaceXAI, the Musk AI lab now folded into SpaceX, and Cursor, which <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3pYW7D1GHj8YtPkjW34k_sC8MtHsnW2-k7g25-b1hcVJvHdk1KwcfRW8fHKGg48F8HJN3CzhLb4p9YSW2gbQjg5KZ89rN8bFgvzlZMWzW59k_cx574HksW5kNGjM7FPjKXW2JW2xb2VzGzPW4FVQVz7p5QQpW8mtfNC471yyWW5BMWzZ3zQ9FdW1PHXC16Rjw4TN5cctSm4DfqvW2nY1mQ57j9vcVPfD_d2yq6JWW6PlVYX7kjdjXW8NRlnB8lMSgBW6h13263H_lT9W1tq-t16sjvCyW4Z34SF3jXpK4W6kZ2HM1V7FS1W7_Mxtl8M26q4W4xRGRm8yDG6rf1N8Jlj04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="ZpGKJLNH" target="_blank">SpaceX agreed in June to buy</a> for $60 billion in stock, a deal that closed in August.</p>
<p style="line-height:175%"><br>In August, <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3kCW2fBGDZ47G3cLVthQKn8bJRb_W1jsrBD2jB_0SW2xlnzQ8qxNB5N2ZgzQqKNXTxW7K1zCK8XGKvqW1rlkpB2NcBs4VZlpNp2lf4LlW63-RJn88fm1NW5zb12f3VGsscN8D3JCd_F7s3W7GNMMT1stWbHW8xj0HG2Frlj7W2VscrD99wFt1W63TQ4s9kF4WXW13hl3352LYtYW5jNVBF1H8F0YW8V02CV8TCBx8W3pgrWX1KYdZZN5xqF2WlkY5YW5rGcxw22MgNDW3QT1N34d4llMW5SQgfb8rHX_7W2j4MGY44dQCPW1Jz1pd2zqs84W305Jwx3B0ZqQf4kQ9wY04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="4mj/gQYA" target="_blank">I wrote</a> that when models converge on price, the money moves to whoever decides which model gets the job. This trend is happening across organizations increasingly relying on AI and trying to balance rising costs.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">I heard this firsthand this week. At least 10 of the 22 company leaders we interviewed at an AI event this week described the same habit: pick the model by the task, and keep the expensive one for the work that needs it.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3n9W4L4WJ45Pj4XHW1lj5HQ3gv_VdVNhx3f8BwjxjW8g7Llm89YdpHW4TMCN53cp9STVkd76q99H4YNW4fnlPw1xc3VGW921JpQ3LNp-KW2TL2Cq3Ycy7CW2yMcws54skryW16NSs14Cqj_BMzrS_BdcynvW5v0hBd1vv_LLTGm_V8LCsBKW6fH06H8zxt27W6KS3TK17j3FxW4Qf5sV9bxBgPW4FsBCP85hhXvW5mK_nG3yggbYW9kj3JX7-P_FBW6RGQwP1GMZVJW4hgr6M2xzvB6W6Sdm5Z4d5NpnW8g48tn3y-wTtf7FDZQP04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="gKzJYJq+" target="_blank">Read the full story&nbsp;→</a><a  href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3kSW1M3NRZ2SbLF_W84Yz2_8NxLMBW4dpWQY4yT4p_V3ykr35vK06SW60M9yp6Z8XScW2YvbqJ2v6zQrN5HxKLt_1lzFW4z8t3S8VVWPNW53mN9s41s5pbW4ZpV7Z2BnjsBW1776Rz7DpNkZW7HSBMq4283vxW8y9sHy74k5zxW1CscVG7j88dqW8mlVgX7kD-qCW6kh4r76mpS8xW1RnvMZ4YhbR2W9lHyTV14FQQYW2zxm3N3gHL0jW8kG0n87v2-_GW3gbhyZ4BRnNkW25RkZw7jL45ZN22xCQQY2vs-Vm1hdZ8jWQRJdjKtkq04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="HQVBaV6L" target="_blank"><br></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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<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;">Together with HPE</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/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3q4W7lnGjx1Dq3kdVsS8hP3-2LhXN8V_nC1ddKKcW295GD52DL6G0N385yFLQdBLGW7sCrpG5Jg8NXW4S3TxN294v_2W1f41d11FCg3VW14Y8zb41BrjRW3H69kl3wnH0zW7Tlf2s7K8rZ0W7pXLvV8t7WBYW8mdNNx7P0fXYW8SKnr13dgfppVLxYcC164mZdW3qQjYf2S8ZQmW58hCdJ53gLdpW1-Qx5f22BF9VW10DbGS4sBjZkW30fF8y3C6h87W885CKC17fl1BW1WN-1g30S6Qtf2Bljzd04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="1" data-hs-link-id-v2="lsTgyowt"><img src="https://info.thenewstack.io/hs-fs/hubfs/Newsletter%20Header%201%20-%20Platform%20Work.png?width=1168&amp;upscale=true&amp;name=Newsletter%20Header%201%20-%20Platform%20Work.png" alt="" 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">The real platform work starts after deployment</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>See how HPE Software helps platform teams deliver self-service, governance, automation, and Day-2 operations at scale.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>
<p>Developer self-service without sacrificing control</p>
</li>
<li>
<p>Policy and governance built into workflows</p>
</li>
<li>
<p>Reusable templates and blueprints</p>
</li>
<li>Unified management for K8s and VMs</li>
</ul></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/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3mbW4-P8N38pqqMSW4zSsBs330pqbW2wSZLg90Lps6W7TqyXm60n-c_W50DKZK5LCS9mW39Yjp-3n7ct8W5HCpnn61K8zGW1NktJg4vQDtvV8WvyH5K_sthW34Yhx_3K5kg2W7bV4_K75vzsTW3F4dfm612JLdN7K8LGdgLXtqW8jLMLw4LRkrsW6Mtd714X3V-PW8Zg2sB2W88YjW4MBqM36SP-tYW4GYkRT7k3SQlW2w_D0f731WDYW7QNcn-2WFPHhW5MqLl_4JKHDvW8cbBZ67SgrZjf3RKjLq04" 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="2" data-hs-link-id-v2="EgmALqvb">Learn more</a></td></tr></tbody></table>
</td></tr><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#c6def4; height:4px" height="4"></td></tr></tbody></table></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: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:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf85g8t6W69t95C6lZ3msW4-wvKS3BWvq3W7RNNnq8hNr_3N89r9Sw4TfZXW54tsB46vjGF9W3YKlXG8SrlcnW53RdWQ4y7syQW1PjN0_8SZffzW2QYqkd2tkjMpF3rv68bDxtfN59lg10_g5mVW4tQ27x4h3xhRMjJngGvfnnpW7wv7L87VbQ2mW8pmzFV1XLC-CW21Vn1Q2WR8n2W7BQRMD59j2xZVZmNnh4GQqX3W8mbG-Q1FfNZ5W48tj2M8qfmY5W6RRXyg77ljknW861ZFn3LNVXzN24GcKwJNVlxW86CbPJ8n9Q1QN6-KdcsXnWdLW1cZjGB7H7pm3W1n5B4k7PYMntW8n1WMB3jqMQyW49Gxwh35wfYjW4ryp-T570lFrW20Lfn12dSt0WW5CHf0m2NpHYZW7HrhHr8HG145W2DpZhL60Jz-rN65pFc5l5yQjW2ZHBzq7j6DyVN7s_1yPT5Skff68_4kF04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="ju3fCXg5" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on.</span></span></a></p>
<p style="line-height:175%">Decision models are converging on a startup’s API. Developers gain cheaper, portable AI judgments, but shared code doesn’t guarantee reliable answers.</p>
<p style="line-height:175%; font-weight:normal">&nbsp;</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_17867281423402" 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_17867281423402_" 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%"><span style="color: #00aff4;"></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3p_W1szxkp5m5SYTW130Xc26pzlF3N8XGt0gK1-z3W4L-kTb1JBBB3W6C8_zg608wCzN5pNzVtXQ2z8W9gN_dl5RnmZSVXY3hb5Dd_n0W8Cz0376SpG8rW7jQzzC4WqFSYW7bFFKn9kvSF2W94zFR154dRw_W7zwl0_90D3wMW8ZzqkR4yHk4gW5S799w2mtmZlW2_WRP12j-nvmN8-R_hq-wljtN1f8PN9PJRywW21zyLb1CHh0kW683jq81xfs0FW2NbQvL44wPj6V8LymR2xxCqwN6qMZzw7-rzwW1HzwBz7j7K-Hf7Vt6C004" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="dTuYBZf4" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">Claude can now build your dashboards</span></span></a><br>Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.</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_17855147925281" 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_17855147925281_" 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%; font-weight:normal"><span style="font-weight: normal;"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3pQW6BlHgT2L98y2W6tPMVx2KxnxSW5gmWpb7_SxbpN7fBzX3R-ZtCW4M9dxG8QXxXlVmtx286k6qzRW4jkZvl6R3yYvW8wDLq47rNZHzW8hYQhk6whP6TW3JMpPg3xwsJ_W3Nc7085-gRCGW6ps25j2XHwPRW6j0hz174jcBWN2VB6qZpfWcDW810J0h9hr6GsW7yKsSy7WcK8XW4M9VJC4Q29RmW29mBRp8c1Ly9W15KQQq38S0zkW8L7Fhf5_vs86W4-CqrF1TmSxPW1Y0TQJ9fCZkmdVVc_T04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="jLobXR3r" target="_blank">Confidential AI. Without the Trust Gap. Discover VAST DataEnclave.</a><br></span></span>Enterprises can’t send data to models they don't control. Model builders won't expose weights to infrastructure they don't own. VAST DataEnclave closes that gap.<br><span style="font-style: italic; font-size: 12px; color: #666666;">(Sponsored)</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 10px"><div id="hs_cos_wrapper_module_17855148364602" 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_17855148364602_" 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%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3lRW71_sGG4RK7HxW2pbbx48P8mFKW5_253J4ysvbbW3zVZ461v7fMjW7fn0862bLG1WW86k-X38LbDcNW1YW0v742hKT6VWSBZ93mCHHjW1b2RxM2-yhFBW6YSpbV8pJZbxW29HDzG3D9Pz8W204Q8q3LdWk_W83F8YL2yjpZyW25MD-m1g_NjJW8JNnfr87nXWZW8pjDpY65FDT6W5_HVZd1hYmq7W8-60Lk8WfHT9W10M_CQ1_n6mlW20m1DV7s6MxvW5jywSK4sD9J6W3p-G258lVgTFW6P9R_M7dbGxwW2Pr9-M86s8L0f1g7NxR04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="LYt6OcGA" target="_blank">Decision models are suddenly everywhere. OpenAI’s is now public.</a></span></p>
<p style="line-height:175%">Decisions API enters public beta with image inputs as Perplexity, Cloudflare, and Amazon push open-weight alternatives.</p></div></div></td></tr></tbody></table>
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<p style="line-height:175%">Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace.</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_17866646790371" 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_17866646790371_" 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%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23hCZYW7Y8-PT6lZ3kPW6mV1z518XKwGW3067X63b9LlWW4r8QvY9k8McSW1KLwFG6DQWJQW4_42Gj2MxGQbN9j0lM5mZw8mW8QlQBf3nCcv9W48H_Cv6q03C5W3VcQZ23ZKgmVW2gjW1P69VXpcV1KgCq3MpmghW7pkhNs8WPBzfW66gqSv8b_QH1W2wM_p_2v9nVMW3VWZvt2KgPznN7zKxhggN0cqW7qM-J67-bms7W8W8r4D6CXdcXV9Cyhd2mHrZjW5Z70rz7W0Kx0VcSZzQ1Hh7x9VBF4GH75jlqDN18bdwpdLTbHW8W-2G36R3sKFW2WfzWz35SfyVW1z0lFm3nJWXzdx1Bgs04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="47LrYC9P" target="_blank">The systems guide to production token optimization</a></span><br>Scale AI systems efficiently by treating token optimization as a distributed systems and hardware utilization challenge.</p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3lZW72SZxd5-NgD2W8CNtCr3Kp0blW4WvZVV8_K0qGN8jcQbsG-ZflW7D6SHY2p2cSlW2XH_jG24hCSBVHVnS18HW5S1W6SXrx56wS1DmVM8Lg66KL0TCW7pPjzy8GxNXDW4tG6WP7ZJW8NW8_K2bW8Xx-hpW4SYqYt35VB6RN4ksK0098GzfW7_crDs8WnzYXW5Gwp7y6qJ3PPN5KK9sTPRbtcVTTq8H5NkBVyW7qWScp6xrCm5W3qZ4ZN802mHhW1Ptywx9h2kh5W108qgd6DDtn0W45q-bS71DYz7W99x9VY6JL54df3-LFkv04" target="_blank" style="color:#00a4bd" data-hs-link-id="0" data-hs-link-id-v2="Q2qU+8Sy">
        <img alt="TNS Episode - Bit Cloud" src="https://info.thenewstack.io/hs-fs/hubfs/TNS%20Episode%20-%20Bit%20Cloud.png?width=1120&amp;upscale=true&amp;name=TNS%20Episode%20-%20Bit%20Cloud.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_17818082872362" 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_17818082872362_" 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>Bit Cloud’s next chapter starts after the AI builds your app<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 15px 0px 20px"><div id="hs_cos_wrapper_module_17818082872363" 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_17818082872363_" 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%; text-align:left" align="left">Anyone can prompt an app into existence now. Turning it into something a team can run, review, and build on is a different problem. In this episode, <em>Bit Cloud</em> founder Ran Mizrahi walks <em>The New Stack</em> through what happens when reusable, already-reviewed components meet an AI builder, and why that changes how much new code anyone actually has to look at.</p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3lqN2tSZhlTRT1xW2vwrhd1XY56BW4fFG0L7zMXqKW8_wnW86Mfbz6W1HJPMv3SCZ7DW6k5Nc29g1vfRV9fVsK8znStTW2KSCXq7HNbN-N89PSQtZstLyW1FrKSg8p_bqZW6BHj394n9ql5N2H4F5DbnkSsW6gmYG294tVrHW96MQj08s1v7QW8BMsMk49khF7W5gSRZD58WtBqW13c2MG7ZsJqdW6BbNWC50zW0MW8Jxctq6xWqDyW9lKGm286BlqbW3GVg1n5QVKk9MryXRc2jTfxW2QTqb853q6zPW75PhKL6f7cS5f1D2p--04" target="_blank" style="color:#00a4bd; font-size:18px; font-family:Merriweather,Georgia,sans-serif; Margin:0; text-transform:none; letter-spacing:0px; text-decoration:none; padding:12px 18px; display:block" data-hs-link-id="1" data-hs-link-id-v2="KQHoNjPi">
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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;">13</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;">Why the best reranker can't fix bad retrieval</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3hCZYW8wLKSR6lZ3kqW5Lyb_c94JRGrW6q4g-q3syHG8N6YsB5x3hqPPW6CFC8f5BBsWmN5H1F_qLwkmzW1CjF_k68CVXCW2K0CqJ24Q5Y_W31DYXr3ngPr-W374-nS6jMxNRW1K9_6X8by7lPW2Z7sbs8Hjwr8W3ryTWd7xNP23W61hQvJ2TF9dFW1VFbXn5nd2LMW7jGKV51kFG9vW32zGXw82l1hyW8vbwVh8KfRNXN3Fb6R1h-1fRW1f7BjP2Y7RLbVdn-fb7VTc6WMLMyNz9zd2XW95pk3d2PMv1nW5Ht-vp6hJBXlW7tCYKg5ZS7nmW1krPFj5bM7kSW1lG7S11vfd_MW4trtn44L40kKW6gs0Nk7Y6M2Tf8yxvRC04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="l3sgGiHb">Save your spot →</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;">Oct</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">14</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;">Six data requirements to get your AI agents from demo to production</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Most enterprise AI pilots work perfectly. Most production deployments don't. Tune in October 14 for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsdz5g8t6W50kH_H6lZ3ltW1ktmJG6f2_bvW5SdNJ72l4LGGW6Zj09x371HKLW42nj848Y1QbPW4rQyjS170BvsW7gscb46FnLvfW20L6lQ44rmppW6wqvwl3WR0YtMqbLVGtFmp4W7QZR9D6Y6B1RW5txNKw91HVgmW8fwGGj3Nsp1WW923HzM3sY1RbW45MN0g8LpDygVCHc-c8XB-wvW8mH7c720qftfVvGKL48HWwc9Vgn3ZK3xYc7yW32kl033s7R8GVRMZty6xrJM6W1c003Q2pyfs1W1C7h7t4Pq4j0W6Y_hzT6qp5DSW7bQjyW8Rg1V2W8vxB_G1WT1zMN2VB9TlWF0ZCW8nd_zS2jWXFvW6DcM_P83vYkzVD4FJH5vSrW7VsrHdg1yZ5kJW3544JX1wKmXKW6311mL5Qnj6Gf5KB_y604" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7u7F3hBY">Register now →</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;">Oct</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">21</span>
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            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Postgres at scale: what breaks (and what doesn't) when live data grows</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall. On October 21, Tiger Data's Matty Stratton shows exactly where vanilla Postgres starts to strain and, via a live demo, what breaks versus what holds up.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsdz5g8t6W50kH_H6lZ3mdW1vGJ0X98Ry0KW2nGDR68Y1jdVW83pD_861xs6lW1L-H6B5qdwBqW9d1Nb41wwL2WW6bbhx134V4hVW5rFppj9l586DVQJ-Gx2lJf2hW81kzqz6VhfMZW4RDSXx4npBHrVTnxhV3ShvQ3W798-Vs9hBcRLW6gbpYQ3-pzq5W80T0F71GWhVPVG8Kyz2_nfV9W66wVS35DwlhwN18NM8wYxgpgV4H-JL11kpdRW6jBhN85f6sk2W6JMlXf4CYB2BW1707hz7Yl3ysW3D91TL5Qbf2xW43RKFk78HKPDW910dMv1f91PbW8kfc202PMlhgW3pJhq97R3sKhW4kH5Ql95BVZ3N5Gmw-q-WRVYW6H-Fy9842ybLW2D1kVz92XZwjW4hsW3S7D90HCW5hhrS75gbRnrf1r2RTx04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="lwlft71V">Sign up 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;">Oct</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">22</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;">From invoked to proactive: what changes when your incident response agent goes fully autonomous</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Most teams talk about agent autonomy as if it's all-or-nothing. It isn't. Join us live on October 22 as Traversal co-founder Raaz Dwivedi traces the real progression from invoked to proactive, and what it takes to trust an agent enough to let it act on its own.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3hCZYW8wLKSR6lZ3n6W7ZRM_f4CZdLsW4s6pjh3bdpRQW5PS3vh4bbl1XN50HrBPvRxZJW5p67DF5tbPYCW3MDt6q59kwsGW70dqJ31PPGkpV5YFtX8Lf-1mW879WV-1M91R3N38jCdzjcf6tW4k8v7174dlpPW3lF67M889V78W5mYg533Yb_w5W6Q1nPd5V4TmYVQRLSL4k49tXW5vF7lt8x2p7fW6_jTN42rZTR6W4czKZP4jt4mGW5WYJst6CDGnZW5TvwYR4XpG4RW8N-2FG8G_lwDW75GDtf65qlHCW7mzmzz5Z1cPfW6nhM457cHg7ZW1wc8wr5XWQDGW5Y4GGf2_QxhqW9hH5WD5SWpWXW8jtGgQ8nDSWlf95hrlC04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="AsV2H3kI">Register to join →</a>
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<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;">From our sister site, roadmap.sh</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/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3hCZYW6N1vHY6lZ3lTVdSg9G4yykyNW3xTNKx1SH4lqW5md5LF4FbMznW1CYLdx1bgs2ZN52Hyq-dFzbsW6dlqLQ3DDn_gW5-h1qZ5Q729ZW2r2LhC1BLP7KW4vMkjh3-29ZqW5czLp-1J3JfXW800hWB964H6lW5n82Mm5j2tdFW6PccY18mjGMVW6BZzLX2hX0nwN1WqZVhQ9B4yW5PgDrx7py004W5PRGBN19FmRrW2F1dKk1dsbN5W4mMbm95M7X_tW8BpKWd728H48W3fkV3J2-rPnKW8_XmLP2JvBczf7Zz3bs04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="r+SGgP+W"><img src="https://info.thenewstack.io/hs-fs/hubfs/RM_SQLCourse_hero_16x9_vs1.png?width=1168&amp;upscale=true&amp;name=RM_SQLCourse_hero_16x9_vs1.png" alt="" 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">Master SQL, the backbone of modern data</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>SQL remains the essential backbone of the modern tech stack, whether you're optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>Go from foundational queries to advanced database management.</li>
<li>Learn through hands-on, practical exercises, not just theory.</li>
<li>Build skills that apply directly to real-world data work.</li>
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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;">"Don’t use ‘open weight’ and ‘open source’ interchangeably."</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">— Peter Farkas, co-creator of the open source MongoDB alternative FerretDB and now CEO of open source database services company Percona</p>
<p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left">&nbsp;</p>
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                                    Plus: Claude can now build your dashboards

View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf85m_5PW69t95C6lZ3lmN7BbwhL_3_jvW6rjSK58BkzxhW1-T5d42wc4nVW2LDcFP8Wy27rW2nCH1C24YNFkW186xsR4cDD3JW7QS_5r8F3M5hW1lWRld1TK548W6jHCzw5Rv6d9W4WFSrH4VK1pdW20TmHt70NTBLVK4drD1Cw_RtW3dJ0s75TGkWDW8FXPnP6ytTf4W5Q-XnQ3dgjGLW7R_fYh31t4f4W49pQyp4H7GWKW6YkfWc2G7t7bW5B1cyY91K97-W3QtB7q5hc8DDW8KVLwh6898ftW2NB1QF7lz18ZW8JD8nZ8qH162N5J-bj2T1rRPW8Zgcs86zC5dVW1TlqMd6ZPWhtW6KgBLb3LSpYKW9hBj3q23bcwJW8sTjGC4TB95yW2DSrcr4733ChN3T-zvgSRdSMVQkzNy6JvX_pW93qJlh1nCxfcW86-b0S7XXkFXW7dP-Yn4kPFRcW2TpltS5dzzF6f3TK2vR04 )

The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf83gP0xW69sMD-6lZ3kVW8rs6Nf3HfYL-N3qdRjkW42HMW5fMW-Y1-P1Z2W7D4l8S4l49N9W3sfzTn4dtT_ZW59WRfv5bGgrlW2Q4q-R2rDNq2VZZgn24sgcFgW88y5yZ5rkFDxMplLsDTK6WKW1lXlrW8rlR8hW5zZRHx4RWqb1W62943X2N_2YsW6zl7hX8c_9lVW81HHn01QzBZyW1HcD2K8tqmgFW3mGV0F1wTJWyW23gpzJ1Bc08yN1SjzLZhJtgQW9ctm5C8G0-26f5KBrJg04 )

Weekly Update  |  Issue 541

Together with

HPE Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3pXN6TZh8zm1lSJW11_3Gg6zYKD2W3f7D7W4LWj3YW76NnzK3XS7QJW6WHfGC46NFHWW8wk_d622BncBW2fN3G564dTqYN28Tt8yw4L6_W201B603VWKmPW7T01LS2HWrRdW7xRd1t4g3S_NW6bn5Vm3Mh_1PW51Rkgc2FMS7RV8X5r_27G7yTN17cgn1PGhd_W4nkY_P13_jFRW98RRx07YRNSNW28Npss5RMFsyW2bXYYv3DTtCCW2JyvJ14cMmvxW1JgCWZ6zqcc5W6JSQ0r1wgF3zf71csJv04 )

One-model loyalty is dead.

Elon Musk posted an “important note” on Wednesday about Grok Bot (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23prCCW7Y8-PT6lZ3lNW1Bghk17R4wGRW55jg731RDjJgW1h02Qw5Kw0gGW76_tZP1T0288W7_nTHV1b9qv5W2V-8Mm35VXvJW4XlFdQ2Lkwn3W8v5zpN5pZ0H-W8D4f_02dLXf7Mhy-lShvSNwVW20dD5YmWkxW1YBfHw7Qd7LQW2qRSVk5hB6M-W893KNV1wKJFJN1kGQxGD646ZW5CGwb938zBx7W44p57J65KXw2W81RBv84tyhB5W3LDQCf6KKy_qVg1-Cz16FlLSW3HTHrM2gDcl2W5dw032520bdTW2CKDV55ZyTpcW82s_pp1FJ8WYW33lz9d1M3X27W4h4m4N6jzZ6xf1gGgPH04 ) , the AI agent SpaceX launched in beta in August: “Important note regarding Grok @Bot: Going forward, @SpaceX will use the best back end model for any given task, including Claude Opus 5.5, MidJourney, Suno and other leading APIs. Whatever is most likely to give you the best outcome.”

Grok Bot is a joint product of SpaceXAI, the Musk AI lab now folded into SpaceX, and Cursor, which SpaceX agreed in June to buy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3prCCW7lCdLW6lZ3kyW8gJp_Q8Xk50wW8ZHJnS8frDq9W8r6q9s6yKLwjW7GKyQZ71-cMyW2D7vlp4F1BqrN80SQC0Z-DX1W7Z6_2m8xVwmKV5z1_b1ygGP7W2Pv3v_3hxDjpW6jDbbC8T7Wh4W6TXjCF2Pz76HW6b4v8L1g6RBnW30fCQd7gCsWkW1nwtbv6Hv5SnW2nHL0s8ylX4dW5Xs3Ms5X_JPcW3TWn5R2YLS_4W7hh4_m5-XhhPW7Y0jfP6n6gG2N5hlbtkjXJV4W69N4sn9bPnkCV6YCT04HCJ1SW7_JbjS5-5ZRdW1VNKPf8b2dgVf2cMWDv04 ) for $60 billion in stock, a deal that closed in August.

In August, I wrote (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23prCCW7Y8-PT6lZ3pkN3sstWk-cxpPW8yrswP5mfqmqW6ZV2Xx7ctZMHW78MWZM1PBQTQW4Dj0FL1wZD7HW4QxW7G9frYS0W3JlYyt5NzH5TV21dZJ3VffKGVptQFW6CSvKzW7T7W001bLfxkW85P5fM1CCBFSW65yWHN4zqGybW9blJMh6c4ZdTW6HldzC3_-tVpW8d_wv-6RY6w2W5mLHjY6-nhRyN57XbdBnHJ9WW5wq2QR25W-QSW2tcMss5s9GSPN7rC8NP77VrWW61cjwv37S8V6W1j0g703h1Yl2W6YPW1g3XDCydW70R1P74qXGWxW5dwz1m58nJLGN1VN2-yXRsc7f9m17dn04 ) that when models converge on price, the money moves to whoever decides which model gets the job. This trend is happening across organizations increasingly relying on AI and trying to balance rising costs.

I heard this firsthand this week. At least 10 of the 22 company leaders we interviewed at an AI event this week described the same habit: pick the model by the task, and keep the expensive one for the work that needs it.

Read the full story → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3m9W5xyTZp2z9JWRW4C0k5x3fY0xgW3rkTfV302lBHN33wLgDmNVbPW546mhY2JKf7jW1XKZHw3rPGzKW6PQmGP314p9gW1pgvK01_hq6RW21slwN1G-vJnW86F8S36mtxgTW1N6r_r27GHnbW5f_7b94pL5npW1Pvdgc7yqpC7W1gkyVn6NYBVXW1n10x03VRQDNW1NlMN-2X33PmW56VkwL32VFtyVCNx2C82c8SmW971SVt26Q21cW3XG-_R8-H47KN9dQzTDj4plkW4H4jC71z8nT6dzxwC-04 )

— Matt Burns, Chief Content Officer

Together with HPE

The real platform work starts after deployment

See how HPE Software helps platform teams deliver self-service, governance, automation, and Day-2 operations at scale.

-

Developer self-service without sacrificing control

-

Policy and governance built into workflows

-

Reusable templates and blueprints

- Unified management for K8s and VMs

Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3pXN6TZh8zm1lSJW11_3Gg6zYKD2W3f7D7W4LWj3YW76NnzK3XS7QJW6WHfGC46NFHWW8wk_d622BncBW2fN3G564dTqYN28Tt8yw4L6_W201B603VWKmPW7T01LS2HWrRdW7xRd1t4g3S_NW6bn5Vm3Mh_1PW51Rkgc2FMS7RV8X5r_27G7yTN17cgn1PGhd_W4nkY_P13_jFRW98RRx07YRNSNW28Npss5RMFsyW2bXYYv3DTtCCW2JyvJ14cMmvxW1JgCWZ6zqcc5W6JSQ0r1wgF3zf71csJv04 )

TNS essential reads

AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsdT5fkwKW5BWr2F6lZ3lrW8whzsq7BvN7XW3VS0Z78FB15rW1JBvL7760_KJW7TVVH07761spW6Rs9Qp30-5cnVlWWj15cnlyJW2McpDC1wzsDgW8L4qv_4Nj6sgW1QZTPk3J7Nc8W11TXY-2vcYq6W7N9g3b4n28NxW9f__VY5rQcSgW1Pm0k-48rTlWW4RXGLg3Nbzh_W6Fc-Tn91yPx2W2nLqfZ5pTF_YVTcWkf544qCtW2ZJmNN1-qvlPW6jn2CW7n-cq3W8Ct5mP8qghyxVjXzmc8SH2y6W3D6_YR5m5tXVW79gh7l4vX-5DW6KYsgb4LkFK8W7SQmpv7ZDT5WW1czyzH1TDBTZW6dQVVJ5HkvJYW46lphZ1wKBRPW7D310L56bJmNW4fr9nG76DRcpW3s_Y4w18-JXtW2ktGn_5Rm_t9W25ggsr2LS7lwW13_cp036JWKPf55-K5b04 )

Decision models are converging on a startup’s API. Developers gain cheaper, portable AI judgments, but shared code doesn’t guarantee reliable answers.

Claude can now build your dashboards (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3gP0xW7lCdLW6lZ3nTW6nvR1H7WKmWrW6gD1Dd473LDVW2WrbNV8c3791W1bN0dJ1DwGljW5QNY3Z97GcBJW5yQCqM1HjMzhW564Mvg3qJS-MW32N4kw4J12DWN73LwlhrcthZW3Jg5Jl5YqyckW4-HHHJ958MpfW8cdJ6n2zKYzDW6HqtXg13ZvP9W2z2PfB1Dj3_PW3B6Tq29jDSVNW8-j6Wx2z5M6zW3xKjz11l9KMrW1fpsbn7RtrFzW5Y756k41dw5pW7Xldcp3z7J86N5ChsV7NDmW3N9lG2wWG-kjDW9k6PNl6GK884W2Nxg583QZbH2dYTR6x04 )

Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.

Confidential AI. Without the Trust Gap. Discover VAST DataEnclave. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3nCV_0b2S6bK0TBW3gKTjf7W7vjbW63rzsl6ZQZ6XW3ZSLF73Xw2BRW2Qwq7f2S708mW7tQypN83zDZcW8Hp3qn21j2VlW5tDmgT8vhhP6W1h43nx197CL6W3GN9Kj1K5ccgN4cnlcJRZlNHW8m0FB44BpLB2W7PVrly63ygPpW4FFpYl7pM4smN7730NWjgzZMV9GMlj3xFLTmVc1BZq83jgpJW1RgX0J8Rl-fDVBrFzq5kj-l-N5qsK5LGd7TKVQV8271R3zZMW5wT3XK23RxgJf6jCPc604 )

Enterprises can’t send data to models they don't control. Model builders won't expose weights to infrastructure they don't own. VAST DataEnclave closes that gap.

(Sponsored)

Decision models are suddenly everywhere. OpenAI’s is now public. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3gP0xW7lCdLW6lZ3mfW6MSnPG3fCFmqW4hHGXG3ThLHWW4wlH6p4ZGGC7N3ClSVyPt7HmW5g6hMT8Nqs1gW20Gq_Z1WQlJkW32sNcc73ZjDQW8HM1L825Xj-SN5ljDX944vqBW5R0n2J7MQcWLW9d88LB3cGBPcW7F3fMN2q50WgW4MsCmK90BFcnF8p1p78WTMNW1F8frP1nDKNDW7Pfw0_52zNw_W3RyDd58xgYmQW7CvW5q8rgdFGW9kmZvs7ztlV1W5H96M261pGQQV9WwKc6vg0_dW1F5Shf2TV36QN5K3h5rLrW43W7mSp3N6FQzfSf1LjBGY04 )

Decisions API enters public beta with image inputs as Perplexity, Cloudflare, and Amazon push open-weight alternatives.

It passed CI. It passed your evals. The customer still got the wrong answer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3l-W16N2Jn9lQSCRW8Zw4BH5lPZVhW3Mb9y-8mY1q3VTFTPl61mbrgW6xCpx83nrb3LW65_0bn3RjJ7XW4kN3j87ZPRN6VqSlf26MdwH9V4gnWF8JXjhXW1thNjS1Tz0t0W2043_m3llW0sW56wWGm5WFPSBVkzlvv7l0CsKW92NCHC98cgjGW4hk0Qw5M3r6MN581Lw716Xj9N74Pz4PNYNDhW7_b8tY7bBNSgW121VBq64nc65V-PgMb2ZdmNfW2NYdT84rRYyVW5VglpD8qNz1Hf3cMyVY04 )

Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace.

The systems guide to production token optimization (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3gP0xW7lCdLW6lZ3n_W543FH32xLJCvW1-5p40928s_jVGytMH26h-qzVdysQw5KB85KW3VzTGn5MSJ4_VKlQC274xrWZW3bCfDd1zWKX8W4y81Ys3XFvS_W8F8Z9H3DK_y8W5C1jP63X4BHvN8zctP2_JCfdW6X4Tg06KbnQTW38LXmG7-CFYsW8xHlML8rygTRW45scCl1byRSFW1zNjls5NH_mkW42jqqg4wFLG0W6wm13p2B7PQYW8R97rx6c74nzN2GSFh-qvgq3W4j96JR86bHB3W49jx7243nVjPW8v99bn3d6qS2VyVrHp10R--8f6J4C2H04 )

Scale AI systems efficiently by treating token optimization as a distributed systems and hardware utilization challenge.

TNS Episode - Bit Cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3mXW2QSPgd2NCV_hW7gW6k_3gTBCjW57JQ6H2nX8d6W4PQP4-40W-vHW5rbqmR8fhWjwW772psH1PYWqWW7BwRkS899Sw7W1xkvSZ7-dwzMW4Cn8hc1sX1HkW8N1JsS8l8MKBW1xd59T8nqhwKW4crdb67g8TxbW9jQD-w4h7mgzW6Bw1t68DMpVNW2FKPlK3v2PlTVf3m_l6DrZ6DW82plyL2kL8LlW8BSml_3vyzjXW1gWcHL4mD6gWW4chvd66xlVVZN9jdNf0HVSwFW4WtDC64tMLYdf5816bn04 )

Bit Cloud’s next chapter starts after the AI builds your app

Anyone can prompt an app into existence now. Turning it into something a team can run, review, and build on is a different problem. In this episode, Bit Cloud founder Ran Mizrahi walks The New Stack through what happens when reusable, already-reviewed components meet an AI builder, and why that changes how much new code anyone actually has to look at.

Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3mXW2QSPgd2NCV_hW7gW6k_3gTBCjW57JQ6H2nX8d6W4PQP4-40W-vHW5rbqmR8fhWjwW772psH1PYWqWW7BwRkS899Sw7W1xkvSZ7-dwzMW4Cn8hc1sX1HkW8N1JsS8l8MKBW1xd59T8nqhwKW4crdb67g8TxbW9jQD-w4h7mgzW6Bw1t68DMpVNW2FKPlK3v2PlTVf3m_l6DrZ6DW82plyL2kL8LlW8BSml_3vyzjXW1gWcHL4mD6gWW4chvd66xlVVZN9jdNf0HVSwFW4WtDC64tMLYdf5816bn04 )

Featured webinars

Sep
13

Virtual

Why the best reranker can't fix bad retrieval

No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.

Save your spot → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3gP0xW8wLKSR6lZ3pwW36kTXK7nbW8sW8mpQf-8nKRTCW7F62Nm1qQpW1W43k2ks3G9Bt7W1hqWFn1NgQkVN8F38LnBmR7vW8Qrjl88S1xQTW2kHT_j5lBXN2W14T7nX8j3rWCW6mV0tx2zQ1rlW566zW45_ykk3VsqS9y2dJs-BW37zXpk5-xGJ8W74rnRY91zDbXW8SjPLP3N41ztW7W034V9dc_7GVs1mxf2jn910W7LrLQK896Qg5W2N0gl89lHvvKW5scbQc533rBfV57yxv5tMg3bW8xZkdw75YdYCW8M5sNm8RLQp_W2pgVh75zSY0wN5LNStFQ15ClN7L2t1ZsfyYqVg13cr4sXrtQW5FWDSm59_GVRf2kMHF-04 )

Oct
14

Virtual

Six data requirements to get your AI agents from demo to production

Most enterprise AI pilots work perfectly. Most production deployments don't. Tune in October 14 for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale.

Register now → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsgF3gP0xW95jsWP6lZ3lqW6r_bXY2G_Wj2W2T5tF73tMS7xW6zprT14K2ysBW29RJkm16J1KdVSyQVk6JwRK_W2h7p-95YSSVhW7vbfkn8_31jPW4d46BW8269KwW5tp0nL7gp3s8W60L-32860qwBVtNxdR5ysfk4W97-mWb93cTcNW2k9HjF4kxchhW5TCH8_7QYpWtVdWXbT8Y3fFfW87hnS17077qRW3mbRbv2h1pHXW71Dgnd2nFPvzW4N16lb3y1flMW8jpNQK4lDCKbV53-Hh82lN9mN1HF_-SFpwtBF3Nftzl4KVmN8ZC1nmdGlWSW8R5R1-6SFRzYMw71VWwxwMZW1FRh-V1dN15kW21RhTn37WV0lN55KwBhBH18SW4MF7pd5fsSm5f22MN_T04 )

Oct
21

Virtual

Postgres at scale: what breaks (and what doesn't) when live data grows

Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall. On October 21, Tiger Data's Matty Stratton shows exactly where vanilla Postgres starts to strain and, via a live demo, what breaks versus what holds up.

Sign up today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsgF3gP0xW95jsWP6lZ3nGVXWZfL21nBy3W7XYXT729qd_wW7gxSSs28D6hNW7Mcgyh8N7DgHW71D5pB1L_sTGW8GjC1s41wphjW8wqGn224Ky4lW3f3GDD43RCrjN2v8v4ZXxGdsW1np5Hk79WqJCW7_JlvP2HndNsW7TPL4147YXDfW1jC_DH24Ssr4W5Rq-jg1Bp93lW5hmtMk79GCy6VPSk5_8rWHYqW8Nykf137Y-HtW6lwfzk48vR65W73fXn_1JyswmW6qZHHr3yFHL7W3_xqh31G8HWtW1lRvX75mf6c8W2wFPzp2Nm59HW2RgzdB2t49nQN4Ky8VjTTnJgW1j57-C1rFKS4W34CCTJ6nSr8TW67JNR53D-M86Vr2N_L28yXt2W4645xB3y_qpcf2LXMMM04 )

Oct
22

Virtual

From invoked to proactive: what changes when your incident response agent goes fully autonomous

Most teams talk about agent autonomy as if it's all-or-nothing. It isn't. Join us live on October 22 as Traversal co-founder Raaz Dwivedi traces the real progression from invoked to proactive, and what it takes to trust an agent enough to let it act on its own.

Register to join → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23gP0xW7Y8-PT6lZ3kSW7sbbpm3yfVyPW6Wj6d03RDSZwW3fzp8m8-dq9yW3NcbGX6fz6-GW54MXhF1KVNFhW1TxkKn3mMFbsW3LK8Nh64-nt2VrK9q140hMBWVTskF92YMcH1W73rnhC3npNH7W1g-r_l489gtVVD24zV2BMhgRW9bsy3T1zyJPDW7ddB0z3ZRBm3W6Ly79v8ptzmKW6-Q5W252hwxKW7b_K792kkN9fW1CTRpw1y8t_mW5v8bNN3x6sh3W2Fs-6M5W0-JVVRg8YR3ygMzXW7dM5B142QYjRW8y30KD7JBvk6W7_c3qt7MqzK8N4R-ySbv7WZDVy4Bcg9m3zsrf3rzNk604 )

From our sister site, roadmap.sh

Master SQL, the backbone of modern data

SQL remains the essential backbone of the modern tech stack, whether you're optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.

- Go from foundational queries to advanced database management.
- Learn through hands-on, practical exercises, not just theory.
- Build skills that apply directly to real-world data work.

Get started today (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf83gP0xW69sMD-6lZ3mQW98Cvrc7ydNPGN8RPQJL-f56vN2Gx-KFF11pSW80Ddcp1Q9bNcW8vN4wS12PWvXVB2Rzz8Y9HZVV2NVVr4d0qJVVDnmxw2W7--LVM-vX-4FSg6wW1WwLrC703-tbW4yXQP36Nx_wwW6-WfJn2b7x-FW6Trh-j5B_BchW3fShLS559F6PW2q-MBb1JjJ0sW7fDZmj4ym6HjW5fJ8d35b1FTXW4JgF3q44MVk0W5PbnYJ4QwKX2W6n0SG14Z-mgwf4BTCY-04 )

TNS quote of the week

"Don’t use ‘open weight’ and ‘open source’ interchangeably."

— Peter Farkas, co-creator of the open source MongoDB alternative FerretDB and now CEO of open source database services company Percona

Get the context → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3pNW2khH6B3Q0tnmW4Mzn9R45Mh_0W6l4N3h3wWCtkW7gCqJW4Zpgw0W3V2PVh9bwD3cW1zJyHl72k5vyN2JV9THxv33mN605SHLDMS00W1pTSFV6K7NwFW3sMgZY7TxkBPW40_fLS8B6JbBW4PJ92f1TWB-lW4n1Cqx7RKj11W49XJFv2QQ1g0W87Pj9d89dzbSW6SjlfL1XXRwZW8hdZ1b8JshCYN5Z63mfSZsFKW13zMHz23dQbKW8XkWHG9frRKtW4M6wtH6M8RzSW1-fWsZ76cNz2f2ksngR04 )

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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!