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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
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AI workshop with Microsoft & Cohere: October 20 Thu, 08 Oct 2026 15:02:36 GMT

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Date: Sat, 17 Oct 2026 13:12:54 GMT
Subject: Why Argon’s price won’t stay noble

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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: Only 5,000 people have seen what AI can really do ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &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 542</div>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83qgz0W6N1vHY6lZ3pJW5xJjBW1M_cFlW4l-D0h2hDjvCN1FwD7y6Yn0hW6KPbQv8tsm_HW1qj8s11fwh7pW2g9vjP2XlBBwW6lQVWg4tPFNMW6yK1Sr1xDZrJW1rWxbW1sYpj_W7mKPsr8_nNcPW5PjvZv7y259xW1Hd8d57JWmQvW8YsyfX4v44PPW1xZRQM2GVxtCVvD5sW2x0mKhVWvhCm2pbSRmW5N22qT7LYXXGN7cSztYKzJmxN4d2zkfN_qT1W1X1g4P2gx44FW2xwVL-4-KxnLN2zylqCDXlvRf2LkHyb04" target="_blank" style="color:#00a4bd; display:inline-block" data-hs-link-id="0" data-hs-link-id-v2="j8vSO+CX">
          <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">
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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>Gemini 4 Argon’s prices won’t stay noble<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%"><strong>If you spent the week writing software,</strong> here’s what you missed while AI companies released more tools to help you write it.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">Google opened <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3nHW6Vkm7d7hmkDBN1BCphxK2q4GW4mfC_n5Hvh4-W4JMYXV6BKMzZW8syDxQ8fPxv6N7qc-rJVJt2gW1QKZNP1bwvm0W2Rn6Bq4n2rX3VGxlnl2DHbr1W2n6Yg838KTy2VyRRmn29TMtpW8mSWwX2xbtbKW684ML_2tzRb-VfM_QM55ggvpN6XVl_pbc8rqW2XM7mr31WJGhW4L2_Dw1blYCvW7J1pfW2CS1dHW5X2F-R99JctBW9gwdql90H9YRW92Sjk_17PPbrW50Q57X8k4NcSW3shmfQ4lsl3HVlJ4VX29dDLlf1Hjz-W04" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="DraAl64R" target="_blank">Gemini 4 Argon</a> to developers on Tuesday, giving them a million-token budget shared between input and output. TNS covered the rollout and its introductory API pricing: $2 per million input tokens and $10 per million output tokens. While argon is a noble gas, Gemini 4 Argon's prices won’t be as magnanimous: They double after November 30, so if you’re testing Argon for a project, look at those December costs — $4 per million input tokens and $20 per million output tokens — first.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">Then, on Thursday, Meta released its <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3pQW8-3Ddy4hVp7jW5WxsT22B0nTyW2wg2qb32hBHCW2r1P952vFkymW1xL5RS6yjv2VW1FHCmX79rH-JV9VG-H8n69bJVw8Mx2221fq2W66QRF22lw2stW6Khnyh1GWsSZW6mgqlq7zkb6qN6tyKxcZh_7CN5_zbKcxH6yPW2vvkKl5lR9qrW2PtJH76nBQv4W4Q81l65RyC5VN5zwDg5hSNGRW5W3BwW4ZP4zKW1Mk9bf5NB2frW34Wbf_8XpqzMW5rh11M8xlkfFW7sbZm43nz-_-W99YCv18xw4cxVbHBhc4H_dJmf2fDg4804" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="qAx6Dty1" target="_blank">Muse Spark Open</a>, with downloadable weights for coding and agent work. The license requires attribution, of course, and a separate agreement for certain commercial model providers. Frederic Lardinois of TNS examines those terms in his report, alongside Meta’s benchmarks, which show the model trailing Kimi K3 and GLM 5.3 on certain coding tests.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">And finally, Anthropic explained this week why it replaced its Git infrastructure with a new version control system called <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3mxW7BX9jh70JrVjW5xb3048lxx5qW6QLr4L2K1NjFF6D7YD-y5vFW2dQPf01M5wFmW34Z_My3mKVC1W45TWwK4tzYljW8ByvRb7ZrLSvW2v8XDP4PCwh6W989n-36LdL4XW5PJBdY1N7s7TW1QFpDv6FnSL1W4Xhrdg3MG-zNVTdC3M1NqQ1BVtqC8S5txw2rW8BtRw86595X8W1dR6-v8XzKhyW1f1Wqg6zf2sgN5WRff6kYMB4W92d5hK4XQ2VmW5krLdl3KxFLfW8mZ9_J8MSYJWW7jHl5J17hrBPW41fzF66LMxn4f4qy--C04" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="f00Y9EOP" target="_blank">Scion</a>. The company says daily code merges rose from about 2,500 in May to above 30,000 in September — roughly a 1,100% increase. Put another way: Claude helped build the replacement for the infrastructure that its output flooded. However, if you’re considering a migration to Scion, it’s <em>not</em> available publicly, and Anthropic says it won’t actually suit most teams. Our report explains why Anthropic outgrew its Git setup and how Scion handles the extra work.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">If there’s a theme to this week’s news, it is this: As you consider building around these tools, do a little scenario planning to figure out what using them every day will mean for your budget and the way your team works.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">— Nick Lucchesi, editor-in-chief, <em>The New Stack</em></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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83qgz0W6N1vHY6lZ3ntW49HpNC8KsGp2W8WZCld3LzpKyW6pVzgt3FJX3PW83yQt83W88M_V6SDc178CdFjW3Z1D-N97p347W8kwpvn4NNSMxW2pXQ-J7XCKfJW4Kmvgq5_38TGW6Skx0v1zD59CW483SR-3flYxRW74vqKK8WFmP_W615g9499cNTtW5H8BwV1fMXcQW1KPQDq86WkmWW6mqZ0_2yTnbsVgq8w54y36FSW4QZmdK3nNN2LW4v37xj6tYyQVW91tbJp6ztTp_W4RZgJ85_Xz5TW4GWbrV1vqDZhf2SjxVq04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="1" data-hs-link-id-v2="AQ9KionD"><img src="https://info.thenewstack.io/hs-fs/hubfs/Newsletter%20Header%202%20-%20AI%20Operations.png?width=1168&amp;upscale=true&amp;name=Newsletter%20Header%202%20-%20AI%20Operations.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">AI services span models, Kubernetes, GPUs, networks, storage, APIs, and data</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 simplifies troubleshooting across AI services and infrastructure.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>
<p>Visibility across AI service dependencies</p>
</li>
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<p>Application-to-infrastructure context</p>
</li>
<li>
<p>Faster root-cause analysis</p>
</li>
<li>Governed operational response</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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83qgz0W6N1vHY6lZ3pGW8nPy9Y8mCxsPW11GZ-t8-bgDJN668yrmN8v5lW8K3cz58nt_55W3DQ09q14C6gNW8j81mt1NWT_5W6dT_sp9bx325W7PFlr14VRF8DW6WbY4N95ZZvMW1C1zp831Nx-7W91NbGT14lnpWW5bsQLC3c0cJ6W3QZ3xx4msW6lW7SgM752wCQz6W2nm8ZY59N9KtW1SMy3x5X-dxJW6tYdVt3g-582W6MwS618BgVKHW8BXgc41DmCGVN52h4cGB9GZGN1fQl36pHxr-W53yt4V2BxZ07f4ll-cg04" 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="nVXICR7O">Learn more</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: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 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%; font-weight:normal"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3lnW2wM5J-7rk9CyN85tDkwTDgSKVJnjQB6W7QVvW2nLk3b67sJ_QW20R4n_1YwRk4W5KcBTk6hz_BxW7T-VNw4ZskVfV3j0xk4fcLD6W5RWY8R5sB-4dVf_-HY64GQF7W85g6Xz5mYxG1VYyfq839gKWJW3SQLhg7ZKxtBW64B-x5410K_sW571bh35TxvSjW8whv3B9c8VxQW62bqJc46rrWtW6GkSXm7BD6PBVwHTSv5Ls9LzW8F8z-S17VS7NW9jhD3j2R1b8vW9kgH5b8prbMqW4B1y7_8Pf8p4N607hfFYhk8Rf8MBqDb04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="awl4YxOE" target="_blank">Andrej Karpathy says only 5,000 people have seen what AI can really do</a>&nbsp;</p>
<p style="line-height:175%; font-weight:normal">The AI leader says the AI capability gap is widening. Box CEO Aaron Levie says agent swarms are next, but most enterprises aren’t ready to use them yet.</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_17909632362974" 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_17909632362974_" 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"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3nyW1DJ3J-8xzXtpW1xLWMr1n_-YzW7XsKl78jtS4gW2YDBVF7fz8xNW16Vkm08ylWdSW78wVxV3PWCnGW5TMsrF5rzCjHW6Jczjs3fWW6_W1xc73Q6RJkRwW5Zb-QM8Vvc_7W2fg0tJ3-q2jBW23G89-7B947JN8dGFcCGhkcXW4sxPBN1FTYGlW5BGFN322kyWPW9gC9-F1nGl1DW3TqMXg27sj96W3KHG-h4lR8V9W5BbwZf6q7S9lW6BNw466hbyj0W6dtN602X2QSCN1CcCDBcC_s-W3sDjDr9612N-W5gL_kX39Q7mLf5yZx7z04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="tPBUBX/k" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;"></span></span></a><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3q3W6jGgXn83srGVW6G8SSH3FDscLW2SQsm965jFtcW7Dw3gk8P5_mKW1L6v6v3SkKyhW2g1KVl2TpsNZW6b1bYN8D2N7-W8n_PNW6brq5QW4VZClT3r5b-qVlgdSn8fhfl5W4ssThX6Lb19kW2Zk30j8Nc11yW1pV-XV4VRyqwW2dlrFh4YY54KW3LpMvv4vVp-PW95RGj92lW-N1W4crzg-9fhlN4W8nG4xc83nfzWW2L9hly3PSRXyW7pJSQJ2FBSrGW3Ksh683ZSYvVW76NDYP2mzhjQM52qJ298rlLW72CK651Y91Mxf7wxvCM04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="0udNZUMC" target="_blank">Linus Torvalds let Claude Code fix the Linux page cache. Then reviewers found a race.</a>&nbsp;</p>
<p style="line-height:175%; font-weight:normal">The Linux creator used Claude Code to build a Linux page cache fix that hit 23x read throughput, but kernel reviewers found a race before anything merged.</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_17909632351333" 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_17909632351333_" 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"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVm-l3hCZYW95jsWP6lZ3kvW51wJWt4ldX8KW72QcpY9l6D3BW26Bq9F9kwMlMW8-yyjn9j6nY6McX2WX8-LKTW4mfsRj7xvzMKW5cdF854d3H3WW8H5WW16jR9_0VBwhTn9gjkG5W1fYRX57CRDtwW3s5FXj98jz1VMc8l2gj666MN696DDPRF4lWW79WbCj3Zm-tCN5B0pzXKT_xNW1_z4-Z4NV4jCVCGnBj1Z4Sh1MK07s71t-HtW18-GrM6DzSmrW729xbM5x6g-8W1rB53Y7xNxffW81bJ0x4ht30sW3-g2mK2Sx1RPW860D2j6X3ZspW7rnpFW102cvzN36HfWxlZYkjW54twr22MTFy2W2kXs686ddftSW2TgXTG40krDWW7TkK1F7dZ1zqf4nK1bW04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Q+McjbxE" target="_blank">Workday is using TypeSafe's Jev to build user interfaces on the fly &nbsp;</a></p>
<p style="line-height:175%; font-weight:normal">Microsoft is turning Fabric into the context layer for AI agents, feeding Power BI semantic models into Copilot by default and adding ontologies with rules.</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%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3lXW2Xg62p1M3zdkN8nW8M-lfCTSW1l4nb12n8n8hW6ZBPp48HdK0cW2wbDjc78y4WqN2HJ-SBmP_7hW5n2mpP2bRhPwW1M0MDK6B8-z5W3qh-4s3fWLmmW811Jtl55XfYnW5W-1ZW8SnMz5W8z32Zm8qQtnWW7fClwY912ZxSW3RVvc14Gvs19T66bt2NTpDrW79-Dyz4gPy_8W1kcc0R3dBk9rW54SVpR9hfHHtW3lQqxb3hb-WWW48S4Vq1_9ZM8W1wWHhw3cXm59W1Q0cGs3zFMmtW4kyh8w8CTqsvW1wQC-R5hVQDff7wmF7K04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Rr738uWu" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">The agent didn’t break your controls. It went around them.</span></span><span style="font-size: 18px;"><br></span></a>AI agents don't stop at a locked door. They try the window. That's why agent security has to move from the perimeter to the moment an agent acts.</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_17909622821091" 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_17909622821091_" 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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZM3hCZYW7Y8-PT6lZ3mpW2V-xB-3klfB9W7Xrt-Z5J0l57W2fNkvZ6Z-0cfW2Y3tnX98BgJxVpQLH37K3Z-MW5s43FF8zYsZQW1Kxc1M1dhzDzVF7ql01yT_5DW8KDnlZ79X6_ZW5jJdfT98G9WLW3zrqXk14kwNjW25j5m12f9w-nVqKMJp2nPMg2V-XFFV768ctHW2j906K4-myqYW870CDb5035jsW1JMSDM6TKMrkW5G_Yym6gbzB9W9b6Xnf8S9G_1W7jB9dN4MrkY8W1wk2dD3ycVfhW4mk1ty37kcN7W9hsVq42QsXj2VnlDgn3wDdPpW5F2NTh2vQbhXW4c5n0j7J3dy0f1TNcH404" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="dnIRsDGk" target="_blank">How buildpacks help enterprises finally operate container security controls at scale</a><br></span>Buildpacks simplify enterprise container security by standardizing builds, automating SBOMs, and scaling patch management.</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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZM3hCZYW7Y8-PT6lZ3mfN5ShHmnM2wR9W2xNd9G6qtjsSMKcqwGstmf0N490xHX8Mm3GW4YlpFt1HG1GJW8v026n3Ls38mV64yTx3vcNP_W7wJdw27qPK1sW53K3tW8LQn0TW78QMc26X65KxW4-TnBk5pqM9YW5hYPP26szGLtW2hrSDM3Rn0BRVrfpPN8GC8HkW7RLB2H1X_52kVblTcW25sX1vW4MWRkh3-7F5KN3MXlFD2hwTGW5Jk-6x6MN-pJMG0KYDvCbVTN92rkxn_znTLW744DVy6H1nLKN2w3NF2kghBFW3XjHS46kMsbBW28FfCv5lf2ctW3SDZLx2WpcLPf6XZbDb04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="QzwH1PqY" target="_blank">Query decomposition doesn’t fix context starvation — it just moves it</a></span><br>Query decomposition moves context starvation to the packer. Discover why allocation policy beats retriever upgrades in RAG pipelines.</p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3hCZYW7lCdLW6lZ3nyW1GtKR665-YqbVJ9cTK8rPTRxVqLM6x2hsd1nW51bc5q6tK-hVW5n6C1v3L86d7W8_jl9V7d1-4SW9fSBmd1C7mSrW6_yjpm3spKVFW5W-CzF5B8cB3W6_-RsX1TcmXTW8D7Vv_225PHzMxVLYhy5skRW9bKgJ29gjfttN19_gvRzLlGpW689Tp86tTMWtW31JYRL571tncW7Wy7dW2tZBVVW2_kNF830jjHNW3VnCr63hf7stW8_V44T6tmdV3W26nZKm6KwzmMW6vH0mM7zQG9PW9lYchx8RL2-HW4w1HY_4tvsKlf1g0t9q04" target="_blank" style="color:#00a4bd" data-hs-link-id="0" data-hs-link-id-v2="FVqWD/TN">
        <img alt="TNS Episode - Dynatrace October 2026" src="https://info.thenewstack.io/hs-fs/hubfs/TNS%20Episode%20-%20Dynatrace%20October%202026.png?width=1120&amp;upscale=true&amp;name=TNS%20Episode%20-%20Dynatrace%20October%202026.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>Dynatrace wants its AI agents to fix problems instead of adding alerts</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">Agents should hand engineers a fix, the company says, and teams should still check the work. AI apps should be monitored like any other app. They still run alongside older systems, including mainframes, and when something breaks, teams need to know what it cost and why it happened.</p></div></div></td></tr></tbody></table>
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          <strong style="color:#ffffff;font-weight:bold;text-decoration:none;font-style:normal;">Catch the episode</strong>
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                <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: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;">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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmYg5g8t6W50kH_H6lZ3mDW6R-vkS6XQ1Q-VJ_bN69g0MThW3QXxHh3ZTtq4W2j7H3H2tF2KMW4DQvwW8MSKgvW2G3djK1rjHX1W9kdfYy8WndlqW6t8vxF4z4nG4W8cZP3k1c9G4LW11_Xxp1WNfq7N6TBdklf6lR9W8f5qm-3YCtS5W125GzG7WrWXLW3RNFfG2WXkVTW3gw-JJ21PmZvW6z49XP3nkKzKN18-NFbvpCNsW7xCQTc8W1gGTW4tN_s62SfjBSW6gf1h_4yf5qNVGBLd88P9rlZW6lsdLC2Dvq_hW77JDsS3zhPYxW5WcX-26bWmJbW7jbX_t7hDNNRN4tVsKPPQj_GW7zwG8Y65DTLvW8VxGpF2bHx2VW5CsJwm19__DmW5Cx0hq8hd6gQW1qZwLj2s2f3dW581D-g6rX07hf2xHCBq04" 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">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;">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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVm-23hCZYW8wLKSR6lZ3mjW3FxhCv69m5D4VFTPrl6R0TgrW95mHl26YndLvVKwMvM4wTRqFVjdJMr3F-X1zW3GNy1V5N6dkYW7Zld3w7gGhZbW5tX-4Y8SJw4bW66PyKv2lRk8kVvDTKY66H5dtV8Hjx13qXl2fW1ZRQPQ5bRcNcVWMbdY3yqbB1W5CkHNd649LrNW7tsFGy7XXZ8GW6n7XZM6LZT6HVsg8KG4LHSpRVC-QFr7tcZ4hN1WY_6NTKV6_W7Y_SJ92c1c1nVQ2BW33T-kVJW4HX5tc50GSvSN5SL67wHYs9PW86QlQR4HdLTYW6QXBWj60Wv_pW4VRg_w9jBjP0W6bS-hB1H18grW2-q6845qB5zXf6LGRwK04" 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">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;">27</span>
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            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Provisioned access vs. emergent access: tracing AI agents back to the humans behind them</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">An agent spins up a service account, or inherits a permission nobody remembers granting. Weeks later, it touches something it shouldn't, and the audit log has a gap where the answer should be. Join us live to watch that gap close in real time, tracing an agent's actions back to an accountable identity on CloudBolt's platform.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmYz5g8t6W5BWr2F6lZ3lsV8ylHG4RwRL8MqwDwWqHSH9W3LK4jK70-LQPW986hCQ5BXX_jVvpVRp1H8mnBN4Kwxdf-kTrzW8lWTf74r2MKDW3zc5p38W9b32W1g1ZNq7PmXQpW2V96167nf-2GW3QNgR947ppJsW61CYFW4svb6vW1k_02s4jwVjTW5xMm963xDKJGW1C7cGs9gtpNWW4NTDfd8j91fqW154KHT6jKW2MW65T8H87ks8xLW2nF43D54g_LhW7Lshh95KX2RrW3K3XZh4D8267W7wxHsj9gCQ8xW7HYJ8Q78P_kKW4BYlMr57KNgcW9kYfXx3B18sTW4K6yGs81bsbgN1RvJdTr3Yb-W2j0WfH6w3Pj7W31tj9_8L4vCcW3F_TYR94L9NYW3_y7NH5xcgQgW4n6Jv95rt4pJW6SgKh77kd2K6W4KdBQ06w2c40f3kBTx804" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="0N4HtAJX">Register to join →</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;">On-Demand</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;"></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. Catch the replay 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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVm-23hCZYW8wLKSR6lZ3kXV3lhL07jyLMZW87f8CX528rpbW2_fVKk8w5Gf0W1n7RMn4zWx5SW2M1l9F6L1JSMW7N9Rzj3r3TDWW11mW5j5dcLr9W7jRmqW1K_zkMN4RhGjfjSLV1W5T8WjG8h3MD-VLbmb36zSq9bW1Ty0z23wfJf-W2YdMn25t_MrGW54jjt18bxt7LW7gW24l84LcP3W8F28T67cL9wKW5pJnCp6Z5ySYW9gJwS64VWzqWW97n2x24_blBPW64pByq4spQl2W719sJ58ykDDLW90KXr34tJpvSW3YM7_v11xDybN81mzzrL8P1QW1l0vwy6tQj1KW7gz_rN4QK-4kW1RqB2r1Jw6RCW5gnpyS44l0rPf7WzSJT04" 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">Watch on-demand →</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, Towards Data Science</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/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83hCZYW6N1vHY6lZ3pgW3kW6LM535qB1W8wJPss4g8zQzW23mcL02q53BkMm9wMwm8FPBW6QnmxN1KKPbtW54H4-s4T34kZW8kTfTr7yW6k0N1rycFGtz6VHVcDFX21ccfY8W9lBz1g7Czlj1W1Bg-kP58d8jyW4ry88h5hRZxmW84gm9w8TJPrjW8LTSS38652YXVcTwd38CRDTxW8n_DmH8qDTFnW1SxfQj3T6vc9W2M8xKd4xKl7BW3J2Z0d6rsVnwW3XZpvL4bqFBxW7JX-Lw82cv2LVp3KXt78YHgZdDNT-M04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="LEtvPQoQ"><img src="https://info.thenewstack.io/hs-fs/hubfs/ShipAI.png?width=1168&amp;upscale=true&amp;name=ShipAI.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">ShipAI: TDS's Video Showcase for Real AI Work</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>Reading about AI is one thing — watching someone actually build with it is another. ShipAI is TDS's new archive of real AI projects: not a feed to scroll, but a record to keep, curated one entry at a time.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>See real, working AI builds instead of just written case studies</li>
<li>Every entry is reviewed by an editor before it joins the index.</li>
<li>Featured builds get pulled out each month as must-watch picks.</li>
</ul></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: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;">“After the Cloudflare acquisition of VoidZero, we rebuilt the platform from the ground up to work as a self-hosted platform that anyone can install and self-host on Cloudflare.”</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">— Michael Dong, who joined Cloudflare from VoidZero and is now a strategy lead at Cloudflare</p>
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                                    Plus: Only 5,000 people have seen what AI can really do

View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmYT5m_5PW69t95C6lZ3nrW3zssm_5k349nW1ZVd0R3Qm62tW91WbCM4sZLCVW5F99C22TDB7JW4RFnm926f64NN1Y6wtW8zBJSW7FxZhb9fp4RpW7sR9qK8p96XdW4lnc0N223jWqW5l4syK7DKyfWW6zDR4F91BZcdN7kxXQLJqS9kW4l8L2V6wZnPbW8zCyxt3tn28XW1br9cl1Xv3rTW9c50gm2DvszqV6Lvmr5vNcP7N3V9d7m_VNTrW5twy2x42NgTtW8z7tH61TvXzGW8w2VsB60hZR4W1znrnF68k7SnVgSQC03GtwP0W5Py-QY1CQynxW20cn_16vGDbCW29HYZy71BqyvW1sYDQc5FHDDyW2YSnY413ZfNPW8nNY2T6hxp0TW6_g_Vd2RZlTHW4ZnDyf4wFFjYW2Q2dxR3k43SbW6ttx5G3pt8HwN60HDppK8ZhxW75cjdK95gK0qW5gSj033-Nr7sf84N4_P04 )

The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmYT3gP0xW69sMD-6lZ3pjW1PTPb32lb-sxW7ltBBq1nTZrqW4-r9_R37jncsW4lzq442w_sTyW46s8TN7nqzd3W1M14pw5r38wZW4JKYS073Cjf-W3GWzKf7qJKKcW3vD2j39cR79GW15tfl63mTsbZW2B3xkW4QBVvpW8wX7D-1vZFrvW1Nh7pX2wn_hsW2dthYN39V6MGW9chSk27RrY-1N2910YGn9FQ6N5z-NpkBH2SMW2r-LpY1RwhRmW1wP-QY2znc6wW3T1_4D6Mqlj4f647_mF04 )

Weekly Update  |  Issue 542

Together with

HPE Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83prCCW6N1vHY6lZ3nYW1crWFJ78SgHcW8Sb8KK4NCzFKVF0WRw2P_qV6VyqNCw6cQmRWW3F-wGv6RhmHGW4-MqlQ3Mld3PW5Ws2Lp6-L0jDV3dnws4yrJB1W7bKPs23bYj9jW3NqXKK4q3zy8W36gb5C36m_WxW31gvZt3MFNXtW5-PptM4mVjFBW1rgt-Z19NcwsW6Hz99G45rv_gW4JrXYs2H7LmSW6syDZF5FXSTSW4bSqPh8CRHlNW4GV7f72ccMy3N9bxTF_QgTDsW4kpJ7J2wRGhPMdgfyGY464kf90pfY804 )

Gemini 4 Argon’s prices won’t stay noble

If you spent the week writing software, here’s what you missed while AI companies released more tools to help you write it.

Google opened Gemini 4 Argon (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83gP0xW6N1vHY6lZ3q4W2SXbNp8zQxyxW2D0nJZ8385KDW1S1Mgv7W0NgnW1smP0t6llhzmW7kpT24549ydbW35b21s6vGMhyW62BSsB4jZxNbW8Ls-t72DyKjRW6QJ5h-1DjWVjW7Q8DC91YNdrGW7hB7zB6pRSByW8zVZTT3JGJWfW81865T7wNr8bW3Vs9BR8kKWdJW1mMRqG26h1KYW4vVKkx3y1WwvW3-8K5f3mQ3FlW7Z1yck141zCZW5XZLgg3cwmsCN8g7YgB31kRpW25_tZl3QFjVFW1SfRNb16l7LFf1NY0LK04 ) to developers on Tuesday, giving them a million-token budget shared between input and output. TNS covered the rollout and its introductory API pricing: $2 per million input tokens and $10 per million output tokens. While argon is a noble gas, Gemini 4 Argon's prices won’t be as magnanimous: They double after November 30, so if you’re testing Argon for a project, look at those December costs — $4 per million input tokens and $20 per million output tokens — first.

Then, on Thursday, Meta released its Muse Spark Open (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83gP0xW6N1vHY6lZ3m6W93KMxW1QvHPQW3cDj1K7F8Gd_W4MNrjV7_c_c7V4YkZP7h-D8lW3lRRzJ7VlGZ5VG6Tmm8qwBhqW5SDf0y1hfcH0W3p2LQN4phK0_W56fYXy44VSNdW3Z3yvN1J1zj3Vtf-6T7cMH8XW18Xt2s6qLWk3N2g_ByYGGBvyW3LcH1-1wlRJ4W78gs446nFzZQW6WyzS37qTQhPN107RnCB4fSfW9hJY4q80g-mWW57WKs97blZPpW3pjLSl2fZJxqVyzZjq1626hNW6yj4Pg5g-6lpf9c0flj04 ) , with downloadable weights for coding and agent work. The license requires attribution, of course, and a separate agreement for certain commercial model providers. Frederic Lardinois of TNS examines those terms in his report, alongside Meta’s benchmarks, which show the model trailing Kimi K3 and GLM 5.3 on certain coding tests.

And finally, Anthropic explained this week why it replaced its Git infrastructure with a new version control system called Scion (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3mVW8scCmS7fL8ltW5BkqFS2ny0VHW8K34Sv1z8m1CW8r5fR25QRns6W1BKQjw1bBTrZW3Z0zzv1ScQv4W5hrTmc4RmbqrN6T9qyLk3VlFW6ww2D36xkjGnW4MqGW51vpgDdVvGNLF7LZCrPW13vFyx2bzm5jV3_z586Nk_HFV3GFy_41YhGFW4yvTVn733fZ2W4zb6qN3k6hs1W5KL8rf7YBm1fW91rvRr7NLhKTW4PdyqY4BN9RKW56b_T63RxgdBW5PkRZr11PLGnW256w9j3MLMW2W6-2cVJ7K0CjsW90ZKFg11wGRrdcJ4hz04 ) . The company says daily code merges rose from about 2,500 in May to above 30,000 in September — roughly a 1,100% increase. Put another way: Claude helped build the replacement for the infrastructure that its output flooded. However, if you’re considering a migration to Scion, it’s not available publicly, and Anthropic says it won’t actually suit most teams. Our report explains why Anthropic outgrew its Git setup and how Scion handles the extra work.

If there’s a theme to this week’s news, it is this: As you consider building around these tools, do a little scenario planning to figure out what using them every day will mean for your budget and the way your team works.

— Nick Lucchesi, editor-in-chief, The New Stack

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See how HPE Software simplifies troubleshooting across AI services and infrastructure.

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Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83prCCW6N1vHY6lZ3nYW1crWFJ78SgHcW8Sb8KK4NCzFKVF0WRw2P_qV6VyqNCw6cQmRWW3F-wGv6RhmHGW4-MqlQ3Mld3PW5Ws2Lp6-L0jDV3dnws4yrJB1W7bKPs23bYj9jW3NqXKK4q3zy8W36gb5C36m_WxW31gvZt3MFNXtW5-PptM4mVjFBW1rgt-Z19NcwsW6Hz99G45rv_gW4JrXYs2H7LmSW6syDZF5FXSTSW4bSqPh8CRHlNW4GV7f72ccMy3N9bxTF_QgTDsW4kpJ7J2wRGhPMdgfyGY464kf90pfY804 )

TNS essential reads

Andrej Karpathy says only 5,000 people have seen what AI can really do (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3m4W6KPRHY3T1gHGW7BrP0Q5KV4YYW6-fJc43Jcf5JW56F8ww7vBm26W6DjXRd1hpprZW17NvTF6z5DkZW2Js5hW6WXL15W2Xl_9R20t1zLN49jfNvKgMZMW8HwmWg12_nMZW13B1y46Yb0kwV2QbS598Xvm6W6J7x224fgGY1M1yDtMBl1YwV95Gzv31tJF8W5d4_5q3m9twqMd4DgzmT9P3W5nd9pC1TdG0XW2BdQPV5zsHhMV9hvv_1_GcpyW1mZkys6g0gXQN4zFlRScWF7fVWsSpZ58X42jW6p6DqJ5GxqlXf93J20W04 )

The AI leader says the AI capability gap is widening. Box CEO Aaron Levie says agent swarms are next, but most enterprises aren’t ready to use them yet.

Linus Torvalds let Claude Code fix the Linux page cache. Then reviewers found a race. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83gP0xW6N1vHY6lZ3nXN64PP2XsL-PMW83WwwG20q8vpW3N78f_8gmq4hVSTVdx7J0lhGW1BMSRh5d8LLWW1VXysB1QR3sXW12ksx096vm6mW2xMKtW9cKwRCW1d2Lth23yGBfW6mFcnS8xCNNFN8MdkZ710xkkVJDXMX43rhpJW5TRNSs8t-L2ZW8TZfvB5yMhj_N5bQXzYgrXfyW5hzHkH3m6n0YW4t-Pmw4FlvcyW6WMd-t24RLLrW7_tgNG4Z6NnJW92YQdk4RWJc_N2X3SRN7Wn1FW8Fnllb1XhRvtf918mRx04 )

The Linux creator used Claude Code to build a Linux page cache fix that hit 23x read throughput, but kernel reviewers found a race before anything merged.

Workday is using TypeSafe's Jev to build user interfaces on the fly   (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVm-23gP0xW8wLKSR6lZ3p1W3prZ9M3f-DDrW3PJD6l8N1g4fN5-y3M4tTRJlN4HYjJnxcYSpV22D0T1bSmMkN3dBkz-r8G0NW67YV_J8HbWysN7dY-gw4vGm_N69H4xM3PxvdN42mPVyGZpjWW1hf_Xr3CRHZ2VY07fF34wxkmW7qbzpS8q-HS8W5VGnKN62f59KW581CnW8LTL_ZW20lcT16M0x2_VZwFxX4x7CHzW5t6ZJv1Xys5RW10TxP84Hw-DWW5F87h549YQx0W7Qn4z_1fkdmqW84llr31L6vRQW1ngQl26xxx-bW3MXtHJ29DRtgVPknRZ7vMwk2W4nl0xX4L45DsW1f4V0L6ws-NsW3n8xBM1HpYzPf2FpRrz04 )

Microsoft is turning Fabric into the context layer for AI agents, feeding Power BI semantic models into Copilot by default and adding ontologies with rules.

The agent didn’t break your controls. It went around them.

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83gP0xW6N1vHY6lZ3pDW7Jzvv07l5pctW91SVW898p1pqW1HCj7P4QxzplN5f5YDpYlY23W2-0Jhl4Xg304W300ZhR4929dxW7M6kx43HBcS_W4nfrWF8j8cmGN1sQWmwCmVD9W4w5YqM12b0TsW4CW7MG7gRjG7W152Cv19fHDFxW6MQjfW7F6y6gW1_fn3B3KtKcCW8C78pD22DslLW9kbhf38gJhN_W8pMwRL2wzNtlW433xvk31l3lLVgsS-m83ZJMfW8rMJCB4MbMt9W1rFhzR70Prf6W5JbHrm4Rh-S2f6gJk3F04 ) AI agents don't stop at a locked door. They try the window. That's why agent security has to move from the perimeter to the moment an agent acts.

How buildpacks help enterprises finally operate container security controls at scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3mhW11cgSY8LXmCSW30ZzRW5Q5B3dVSqvL73sk5QWW7nSN0m2SwftHW6DQSPz5g-9M0W4jPVrK6mplN2W2klMQj6csqdxN33l35Xj23V8Vv-dP88f9KVPW23w7vC8VVxvhW6qDTyS3ksvVVW7GF7tN8-cbl0W8wLz1x8WVTvlW25My8X90Mws0W346m2r2W8TmDW6jSdmb96dW4BV49jJh7Yz9whW6L7vyz3tfPThW1rKmFW1SWvnWN2WY_VMrltBTW75nD367jVgSQW51Yx_75___FKW5pQRfx2PRw67VQWjRr8Zy4NKf3-pn8M04 )

Buildpacks simplify enterprise container security by standardizing builds, automating SBOMs, and scaling patch management.

Query decomposition doesn’t fix context starvation — it just moves it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3pmW8y_xJ21YTw3bW5yQt5G1KTWkzV4W0Cy1FH4P-W2rV9Sv8KrDTyW1bwJRr2CJ_FRW8r_xhw3Pr16LVl4KQC8HGJ50W3Ybl2H8SwCGDW2VVqXc12jdvTW4MpCB46VqxfjN99-NX3pDnPtW18H3JG3Sc9bBW2vrTs84ghmzTW9fgHGx4NJDwHW4kJ4sC4PBdKnW1dWxyj2kRbzDW1Rj7F-6gbhbjN61ypTC15w4hW1xLrYv7TMJlWW8lfbwN86Bl_lN7mQYBkLJb53N5rTyR4w_MVtW6SPj7c6_z4zNW8vPDWy6-h5MYf6RGfvM04 )

Query decomposition moves context starvation to the packer. Discover why allocation policy beats retriever upgrades in RAG pipelines.

TNS Episode - Dynatrace October 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3m7W6-0g-C7HX5t4W17lsNq71nYhxW6NWcCH5cdd8kN8LDbk_Bc1k3W8h9zs05HJPd5W6Ps06x3j2m-WN7GPT4f31Z1qW87kRYr7qJdTZW3Z2zBf5nbgcpVB9l9J3sjXglW8qVrWw8dZg53W2xyTq54-NkL5W7dBs8Y907lkYW8qTQl62Jy8blW2K7PXc1KFmpKW7tsxC82xqSS0Vs7_gN6jLVFnN5TQhqKHgXgMN4gvB_69lTqGW8P3f2R12TTw9W22ddS46vJ-NTW4jTzVQ2l63m1W9cWdNj7XHT49W8_XdjL5bYkg0f4VvfVF04 )

Dynatrace wants its AI agents to fix problems instead of adding alerts

Agents should hand engineers a fix, the company says, and teams should still check the work. AI apps should be monitored like any other app. They still run alongside older systems, including mainframes, and when something breaks, teams need to know what it cost and why it happened.

Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3m7W6-0g-C7HX5t4W17lsNq71nYhxW6NWcCH5cdd8kN8LDbk_Bc1k3W8h9zs05HJPd5W6Ps06x3j2m-WN7GPT4f31Z1qW87kRYr7qJdTZW3Z2zBf5nbgcpVB9l9J3sjXglW8qVrWw8dZg53W2xyTq54-NkL5W7dBs8Y907lkYW8qTQl62Jy8blW2K7PXc1KFmpKW7tsxC82xqSS0Vs7_gN6jLVFnN5TQhqKHgXgMN4gvB_69lTqGW8P3f2R12TTw9W22ddS46vJ-NTW4jTzVQ2l63m1W9cWdNj7XHT49W8_XdjL5bYkg0f4VvfVF04 )

Featured webinars

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.

Register now → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVm-l3gP0xW95jsWP6lZ3pPW1-VVxX8M0PqqN35rxS2pL1HsW4cm7mX8wJDqnW6D6Z_F9hM3J_W1m13kg2P2drnW2Zx7_k6bQs1qW2VdnPd8Hxn2VW6Gdwvr6v78kgW2Jrc964tybpPN7n9MJ-R3B1FVgbS001_RHrVW3bxwSG7_C4NdW8Y_nMg4p7Z0ZW7dwxqB2VwFkQVmGnjb8J6QvzW7S2FXN5rLzlxVwl1Vt70XynGW4L7lS21J2QRSW35gTr08djCz1N2MDKr-xS3GGVkTtxs3GDypKW4S8Yc75h0Z57W7bjXgv9lVv5zW3D5TSl1bSjQ7W19-jv715XY2MN4YSY9rJYG9RW8McS6Y775tD-MtmG2qgw5cnW5Dbvh051jv4nVc1FlB8P3zYddyTMhq04 )

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.

Save your spot → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZM3gP0xW7Y8-PT6lZ3m7W68XxjC2Wf49tVk3GSK3nD65pW3wbBLc6pznXZW3PvLVp1H4Q1LW6mYwgn8qxDMvW3R_qkN6LdbP4W4jcyGB7R4BVPW4ZkWWt8zxVpqW5xVQ9n99mxQlW4LGC_h4M8T8XVGPS2Q3fG7h6W7HkJ4q1cH_spW6ZjwMq4dw_YQW2V5X-b3LRk5fW92xM0H8pvF88VtFcpK6Zh-pHW87Yy1F7Y0YdTW5jChtl4vQhJtVcQCLN2BmcT4N55RBSBJdX-lVmnqr37nDP7fW5RzGys4t5_GsN4gjvm57Vsn1W8kCD5g7Kg9h6W4pBlsR30pb9hN2-XqrCQY2xLf5ZR6M804 )

Oct
27

Virtual

Provisioned access vs. emergent access: tracing AI agents back to the humans behind them

An agent spins up a service account, or inherits a permission nobody remembers granting. Weeks later, it touches something it shouldn't, and the audit log has a gap where the answer should be. Join us live to watch that gap close in real time, tracing an agent's actions back to an accountable identity on CloudBolt's platform.

Register to join → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmYg5fkwKW50kH_H6lZ3pzN3lZcHvrkWNmW4V3Qqx5lCZHWW19jm1L5vlYGnW7PkHRl4_gQ2NW3m2C3T38SZnRW1K9D8d8j0jzjW4mhSxk3f9_yXW4hzBDb5pmVkYN4Js3zLGqxkGW5ZFB_88qwQx9W2ZJhyw2j1QQ3W1Vl1cC6lt3vtW19__R12Kk9zdW3XKnHw6Xmr2vVml17H109rJXW4hNz8d2llnLhW2TgQBK1hVXjYW6fHgqr1kpsxsN2q6xTZWnyBsW3ggrcr83HHHVW2W4WLC5BjSq-W5Z7V4M2XNN5HW4MSlQS5hwqwXW7RlxHQ6hG6YKW2kvBH46xtt8PW6_YQLF96cf8fW2-Xmf28PLMBVW6vNh5F8zq1zNW3FTF5R678P7GN1b4hJhYN-GsW9d7T_J8Y86wcM4ZpW-J_9XZf4FGWnC04 )

On-Demand

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. Catch the replay to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.

Watch on-demand → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVm-23gP0xW8wLKSR6lZ3plN2XxnQsMFTqpN5LJ5yFSH7GpN4_Zc0nHls-lW6FXXsd6Q-vb5W3MB8Db7QwdVHW4SfGyF1RKjvDW7BztCc4cf-tKW2QHb083zPP8YN5Ccp-sD46bFW873Yb81YpnnvVY7-WV1Fkm-rW6l4btN79MKpwW1CTyHk6kVcnbW5sSvRC7q8kzFW6zvr3b63sLdTW4ynjSf6kg9gVW1nwT-X6D8MZGW7GN1Mb23clnCW4YtM0M8wbk1mVfm6sQ63cSqxW1d_Xst3bvvHHW7zsytH6ftH0JW1PkQr62qqfJlW1t4r2d2MGjH8Vr87gc7ClV9hW2h49Hl96hFsZW7JR3zf1lTXv0W1x1KCY1dY35lf7b3WNl04 )

From our sister site, Towards Data Science

ShipAI: TDS's Video Showcase for Real AI Work

Reading about AI is one thing — watching someone actually build with it is another. ShipAI is TDS's new archive of real AI projects: not a feed to scroll, but a record to keep, curated one entry at a time.

- See real, working AI builds instead of just written case studies
- Every entry is reviewed by an editor before it joins the index.
- Featured builds get pulled out each month as must-watch picks.

Browse all projects (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZ83gP0xW6N1vHY6lZ3m7M--4yKy64fcW2L0z4F3F7pzkW2chftm6GHhNxW1FfH8q3K0cxGW3db3kP96N9mDW4SSfpR3mk8_SW85dVq91LCYnfW2_46d57Dz5hRW3kxGBy10nWghW1rjbjD8gtm_1W2Jrj6m8_lFt2N6TdgFFQ3c8YW1f204y8mx2MfW8ytCt_3H23zBW2xD2g368SWjhW6fbN5s2q7S2KW8QfCXy6BXVbPW1FXkS39l2tHLW3W7gSK1nFV66W4cZNY-294Q8nW3Kpvjj30w3tqW55fXZ37K-Jpzf2MWZLv04 )

TNS quote of the week

“After the Cloudflare acquisition of VoidZero, we rebuilt the platform from the ground up to work as a self-hosted platform that anyone can install and self-host on Cloudflare.”

— Michael Dong, who joined Cloudflare from VoidZero and is now a strategy lead at Cloudflare

Get the context → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-Xqg3WXhdZN94GBB0R7DHHW5tZZwQ5WdMyVN1xVmZs3gP0xW7lCdLW6lZ3pTW16Ypxv5Kf_kQW5h87ym2f2nVtW4dbH-M2TcNmGW4B09PP767lt3W51qWB_4CcQNYW8bvMLC1077bkW950HP01tCs1LW40smlN2hlHHYW60fHC45rzHSvW1-pc5x2k6NZDN15WStsXmZwDW4Rfnmc5fn3X6W38gtFj8XydY4N5KNTxnWf4S0W64vhpp5GXFldW2HDmLl4vcYJxW3pQ1HY7F1Kj5W6DjM-140T45cW3PNVns2pFtcPW8z_j5x7-DSJ6W1_4VjG3SyXkcVF4VqB4ZJffdW7g7pXj2Qqc9wM5xPtv_xbVvf987Xnx04 )

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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!