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<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">How Kubernetes Is Maximizing Hardware Efficiency with DRA</div>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsl3qgz0W6N1vHY6lZ3nfW457n7s71PDxqW2qFr0M4mdDMBW4gCcHm3-yH7BW94Fd0C3hh1zsW4vQCTl5MkNJ8W5LNdYk17zjfkW5syWyd6vRWB6W4WP53d85hW3tW8KWH1x87FY4vW4TM-VY4rS2jPW4vZbm46kh8ZxW99pY048VLlL3W2YGfMy49-3KYN72K4B_vgqmDVskMf93G5gZqW8TJHKb8J3vcLW46Ksmw6XVGjMW1307B-3d-b9pW8FSLDb3pcqSMW3LYVlJ8-dtFZN77SyCRc_XylN1sVv0-dms-jf5Rk6RM04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="JGASM9dK" target="_blank">
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsl5nR3bW6N1X8z6lZ3pxW8ZxSGZ2d_x5rW3pXWKk88dY2nW8cDsCB2zgzfHW3zlG1d6cwbv5W4qLMwJ1DhhW3V77HrP13_9rDW7TY4pr5yxVP5W6zJll18-8vpKW3VzxYB36qsvCW41JVBk14VLvNW1NQxHV38YMZLW66r3_-3v-tK9N5gJlFtZpt2tW8NtD7-7GcppcW8YtQdH713GgnW4H8HDF3B1Td8W5Zvd1M2cr8ZkW4mLd6p4TNx4dW716bxT7fm0h8W5V1tZw4Z4DnBW4vQGvY5SRBXmW1PXXc559dljpW8vw0np5qtWl9W5Jnndk8jbBkVW5b2qlJ6Ls20TW1L4JMv4WlDCRN4px6Yc-FY6BW4g8FLf7jFNSlW6W2pKG59ssSwW6BgBDZ7qlhZxW1MDS097GKt3VW7rTBBg3Q5H70VRtrYX9bcLPyW59LTMp14rj1VW7Jgr0z8t3Q4ZW6XjzBM4TfqTQW30sXmH2zdqtrW2SvnCQ6Bc-XNf7zVfDg04" class="link-view-in-browser" target="_blank" style="text-decoration:none; color:#142640" data-hs-link-id="0" data-hs-link-id-v2="88wGtxwD">
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December 23, 2025
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<td align="left" valign="top">
<h1 style="font-size:24px; line-height:1.1">How Kubernetes Is Maximizing Hardware Efficiency with DRA</h1>
<div class="copy" style="margin-bottom:15px">
<p style="margin-bottom: 1em; ">Kubernetes has introduced Dynamic Resource Allocation (DRA) in versions 1.34 and 1.35, reports TNS Senior Editor Joab Jackson. This functionality, exposed as a set of new extensible Kubernetes APIs, will help organizations maximize hardware efficiency by replacing simple device plug-ins with detailed, attribute-based resource management. Find out more about <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3hCZYW8wLKSR6lZ3nRW6_k6hj7B7_wrW4HzLQJ7Ym2sPW3MNjl14jNwS9W2jgcPV3np6ZTW8SWb281Q6jvmW853Tc32fF_5xW5mrRX42KcWxVW5QRGpK1Gyg8NF7cWCmh7GljW6q4fTg5n-xnnW970S0y4ZT_wBW2Clhlk65HcBXW6ZRk4c7Mfdw4W22dydS1QbLt_W2JmPGm3dCjj9W3wyb272-67_RVQ-70144t76CW4J8Z5K84XSwLW17psxs8wyX6HVGTm6d4bWFxZW4tPtgj8Wh8gxW5xwkBx4l3qXwW47kNGN65Ys3FW4WNn3448TcPLW8b__gn3gFKxSW609YHc8G9_2kW5sKmbJ5rRD0TW8Ys4SF8hFw8-f8bNftT04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="y+qZ+Tcl" target="_blank">what the new Kubernetes APIs enable</a>.</p>
<p style="margin-bottom: 1em; ">In other technology trends we’re discussing:</p>
<ul>
<li style="margin-bottom:15px">In this week’s edition of TNS Makers, LaunchDarkly CEO Edith Harbaugh discusses how software development has evolved from rigid biannual release cycles to a continuous flow where AI models are treated as standard backend tools. She explains to TNS Publisher Alex Williams her vision of a future with “self-healing software.” <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3hCZYW7Y8-PT6lZ3nJW8CtJW27WwMr2W74zLxP53hgtzN84fkCB5FRmDN7LryqqM527HW8JMsCr5sjSHlW6VrbVY2TTStVW1R6xPb4QkzF6W38lfdl4WdknjW2NKpK0653XbRV-t6c48Q8S9CW84sQG_7JhpBJVvXMLm8CGT-_V7W4SZ2FGDVGW9fj3mB8YmL70W8jbXwx7t6q9sW2nBzw41R3F93W6JdNn913cJ7QW2TlSW24hrhxXW6FY7p9940VXYW8lJV521ypkvhVD4F7j973FCNW8nblX367H2jLW3Qlm-41W-MM1W90HCwZ3GFGd2VQghyd350fxpW3h-mJ08kl-hyf72LjX204" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Fc5wMgFT" target="_blank">Find out more about what that means</a>.</li>
<li style="margin-bottom:15px">In a new sponsored ebook, TNS regular contributor and tech journalist Jennifer Riggins provides a strategic playbook for enterprises to move beyond AI code generation to resolve documentation debt, modernize legacy systems and automate code reviews. Find out <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3kDW8KKm6d3kF-k6W5zh6BC5R6VCTVvm6bD831RlRV4JxWL2rr4jdW5dj_pt6wrnzmW85YHsh7SHQbmW4-fNkt2G2jX2W2kS3w35d2NBPW91VN7j6n49JYN1Dw-cyHTrcYW2HbMst8gtf7RW3Q5St72TRDy0W2st6l31ntYk4W6VK_XW2dLRwGW43M4fc4X8tljW2LzjCr7F1Nc3W12Prv24lNnjTW3R-pB14fx05VW8Q6Fv412wtFzW1pNl0d3Wy00CW3ybhcQ6D8g4tW4dZJ5J1MKcrQW9fHTwz2FwKBQW8r34RF8V8M9BW417JyF5-mDNrW5P9V-z3fVmk1W7LTsz_6yHpm_W97KTl_46pDNQW4PXxzV95F5PBW4y8ppZ67M3C_f3CvQq004" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="sbS/PbjH" target="_blank">why Jennifer recommends organizations start with “safe” AI experimentation in technical teams</a> before scaling AI strategy to the broader organization.</li>
</ul>
</div>
<table id="toc-author" class="author" border="0" cellpadding="0" cellspacing="0" style="position:relative">
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<img class="author-image" src="https://thenewstack.io/wp-content/uploads/2023/08/4de88b83-4756312a-326a38b7-lorainelawson2-600x600-1-600x600.jpeg" width="50" height="50" style="display:block; width:50px; height:50px; border-radius:25px">
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3n0N5FH_tKns6zpW56KX0T8vdPz2W4YwD_-9byKvHW6GQrGx7Z56RwW4Nrl5D93zGkVW40pKfq6H3xMMW6vm-JF6K3y-DW7WFcZl56v_MwW2X0sFy5ty3T3N35QZYPh4MlDW7_hlKK1C2MK0N4fbCL8DBfB4W5-5J7x4Y4tqgW7JTGvV6FTWxnW7WzdPf6Lt96zW9f7y5X47prvCW63z-Yj5GhFSHW4c31qn4F2J-9W112hCw4hNyGmN4Rrj4qCLqWGW7bb4BH1mFC9mW5mcgv91q2sBsW7YMPSr2vfX_DW1vVc7X5sJ7TsW1lXbHp2k11cdW2DZffg6twLDBf367Wmq04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="sO4F2z1B" target="_blank">Loraine Lawson</a>
</td>
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">TOP OF THE STACK</h2>
<h1 style="font-size:24px; line-height:1.1">Building Multicloud Resilience for the AI Era</h1>
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3n1W4gd6Hj3sf4LwV1jbKk5FtJVjW3Wrtr23xTxXsW5kjvq629d7YHVS2D3Z7q11QVW9jZCKz1pglVcVTfcH07F7xqrW35FC4v9hY9dnW3RtLQz1ZGQ_BW5nbcj45TKFqhW2YjyMx7TcxmjVhjlQn9ghq6hVw2vW28sPt8KVJ-60P7XPYdNVlqNj31rJ5PlW3FDh513xyx0hW92CPF73qL91WV7mMLB3bx4rQN95HM3NW6kkmW7PHPlX2VsVQVW5m7F4r1jzR14W3ZdBlB7mSVt2N2dbCGn91yytW7Bct6659SwRQV9Pxtl46jzlfW1mSc036nmqvRf1-Xdmq04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="QpFqDn1f" target="_blank">James Rowell</a>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3qgz0W8wLKSR6lZ3mpW8WzSsL16JwFyVh8rYn3lPq23W2f73J55q_xptW6dhR5j97Fn7cW6TdpnF7V19VXW3LfxHg16CPzrVdmc4277nBQQW31pzbq75DDc3W6PMSJm22gW9FW7XdXb63yPtBrW8kg7S36SV8qBW2QGKJP642LftVksLqg7QLk81W58-9mJ6GMyV6W6SZsZw1GK3t8W54Q3pD4lFkwMW8jDM9Z5KdcXHVLjYh35TwxQmW2X4HtT2BPS4-W79Z-Q-7pzJB9W5WYd7_3T0jVHW26P_2w3VMyx8W7t39sk12kzkZW3kygLK26LPSVW2Cwqg98cPMpKW36c6RV3Bwbl-VKjwQF2HCk_DW1rDW1f5tM7DZf64Z4mK04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+Pl3mHUQ">
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<div class="excerpt" style="margin-bottom:15px">
By embracing specialized clouds and distributing workloads intelligently, companies can build the flexibility to adapt when — not if — things go wrong. </div>
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When Amazon Web Services went down in October, the ripple effects were immediate. Major retailers, platforms and SaaS applications across the web went dark. A few days later, Microsoft Azure experienced its own... </div>
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<h1 style="font-size:24px; line-height:1.1">Upcoming Webinar: Cloud Cost Optimization Isn’t Broken. The Approach Is.</h1>
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<p style="margin-bottom: 1em; ">Cloud spend compounds quietly. Shift left by building cost control and governance into engineering workflows from day one. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3hCZYW95jsWP6lZ3lYW7r3mLk4RdBdbW3nBNQ54YvqjLW5G2VvY7B0t0lW1J-t5M7Q3t6sW8N0vjw8181FWW7_sMn394qPP1W2cVyYH1C32TSVtW7tz5cx4RtW4jDxLg7sYg-_W4_6VGh27QD7KW8jxtCB4DlPkZN3kVc81L-W2YW7lDydG6rzpczVfLWdn1LjZq5W5wWC3X3QGckHW43tmYn5wK4RJW4d7Lbg5cTRHYW622MJB2nvVwvVpklQS31ZTtqW6H2F_j3YmNm2N1h5T7ntbjT8W8n5mh25NH5zzW7dDXDb6rTNyhVZf2dG3njmLnW31DrtZ1fJ5J7W5MF93w7gSRd_W7VwLJd41CSZSW7Vm1hX33-c0CW2L778_1FXLbvW4Q6nSZ660LrYf3h0D9K04" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="4LEQYK1f" target="_blank">In this webinar</a>, Harness experts will dive into how to keep Kubernetes aligned, eliminate drift, and enforce best practices by default.</p>
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">WHAT ELSE IS NEW?</h2>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3qgz0W8wLKSR6lZ3mkW4P_bHV5JWjmNW3TJV-7842-q6W889HDz2VClCrW4NMmwn55TMX0N8x46ScLXTbrW8KMHTw1vc1XBV8f4CV49-HShN82d7nTJ1N6_W3Sryky1DHTc_W3Kcz0v3jjD_pW1TLXZQ8DqfbTVlnq986nN3tSW3rlGRG4w6d1LW6Gh-jv5lbVLRVP5RPX4Nwl8JW3BVMNF6w9Bf6W8YdJ6W95cPlcW54p-LV3BKL4hW5K4Vhr2tDnVGW7277VZ1Fsz0zW7K7X2d8KqDfJN3T4vH5_dHMBW8prWyD7Qjvw9W6ywLr777SHGfW5glsB_45NM5BW1gDnhv6ghFPhW8M0P--7Dtrn8W8zlXvc5GXcWTf7YpRxW04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="pkND5RIO">
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AI Agents </a>
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Why AI Agents Need Their Own Identity, Not Yours </a>
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3lBW8vwY8n5PFp3VW5JXYlr5qZwx0W4LB3-f4v4r4NVmrR-l6MJpB3N54w49BTWh9wW2-KGbG2_-GcRW1_NQGd4lpR4KW5jFLFj5_WxKWW50F_bP7KvNhwW4b4ZcQ5p_9VdW7Zd66H1ngjv_W3xv0H131JhKbN2gmsChd4k8VW8n9T0J1JkmKNN53yp9GgcM50W5GPVvJ90rcC4W4D6pyL6BbgMKW2YGlxq7mbVD4W5WgjVz8l5HXDW2rW7Qw7flDvfN6fz_ZMdH1lgW3dRvvX3Y3cFlVcd3lV7LBRk_V_-cj_7jPcYqf93W8NP04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="6zjureK6">Alex Williams</a>
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Frontend Development </a>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3kGW71yRVn24dThfW4XG5r84DLpsJW4J-8sy8Jlbs2VQ-9WP12KbxRW7Ktjh5312b0PN5MsFfZk-4HVW88pQMn1NCv6gW21zXvn6Xk1nKW7tq_kx96wpTrN1RYGLlh11b3W81J1Qg6zzLw_W1gcR3F4b0VBJW6plYnj82jVH1W1543Tr1q5_PRMRyN5hSmC9wMhb9gXFdrYMN7ZNhDyqHPGRVBS_BK1nvXh0W4fVlk-98xV6mW3jYBBQ2VNScjVyG6nP7NpZCvW3Ztl4y7FQSD5W1KWDdN2mb_x1W6l19FM5ZGPZvN1y2WqyLdgfmW57p9bg7NVKM1W7qdNNp2hwfXDW8TVPK65H0z_lW8qwwXL49gBYJW7q49zL7Z7tM0f8FMJN604" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="nKQdbJoi">
Web Components Are the Comeback Nobody Saw Coming </a>
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3nzW7Kf6HJ8BcC4RW3dtcvN7mlFg1W5WQZZl4R_Gx-W4s8PM03NWFWfW7K2Rmx42G6pDW8-J7G25KXdp9W1SRHDw3XpCqvW3JnrN45h5kvDW4LW0c87mgzcMW7Dj7yj7sD8b2W3h_Fft7fwnqXM2tr4Hd70wZW8wV8ch2FCKqnW7C25Zr2m1j1RW8mHVkX18Zvn_W2_CryM5W536SN7LC4msdfnkwW6dDf6S29_SfxW7VQPvz8SHK5xW71PXJv82J8j0W5rvLh24zkQDzW4WMsBP14-L00W384F671h3lMRW2-DJX99bJLw6W3CCV5v6Sb0q6N6Y8JstzLJnbf5YSsnW04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="L9HrdM+G">Alexander T. Williams</a>
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<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3mTW4QSv9f8vGPjfW3MF-MQ8dNJ3yN3Lblv8XvWjHVClYBg6X4gRSVYcLyz2rGnt_N5LHsxv8mpmLW1VTHqZ55LpptW2gtgvF4ZjR1jW7bknf_6_swq5W8Kqkkg1Gk2XzVznlHD8jcRXvW2YZYFY3FW3wXW31Qp8V8wdTvDW1L8cKG3KBNQzW8YVvb53HtbgzW5KlP8N3xhg_-VTqtYx7rklfrW8ZrBMb93VNm9W1BxxS95sfFzxN8px9pnFysP7W3L5Sn05zDj5ZW8Zqt-L8g8PlnN22fT2hV07fpW2Dp0rB6TfqxlW33SJpJ3gXSwwW2ZHVXs2NfdzXW3X-fpH5K9bwvVyQPL145XRzdW7ytYrq7vnWh9W5fF2k51t3HWcf6mHqvx04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="57mxrx/x">
<img src="https://cdn.thenewstack.io/media/2025/12/18cd52c6-image1a-1024x576.png" alt="Featued image for: The New Operational Stack: From IaC to Platforms to AI Agents" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3q4W5z_Ytm29rBpLW3xc43k3bmDrLW13BLfd7xn6BkVJ9SxR6Jb7R9N11RZjqxF3NtW9fqZlh1hM25MW8S4C7f5VCrcSW4FZpVk8dXJQqW12gGQJ8ZXBwQW6QJ--220hJ8tW8dsVWv7S6Zh6W8kmg_P2bXrP-W7wV71C5c8RKNVtpkcB18jNT8W5l7dtD2ks0r3VvXFGf2B0Z2NW1xYHDX57mSb2W7VZGxl7MtrMmMFG5Z9J8F2jW390-2K14DqP8W1Khqfl6Vgz77W95SfKx30Z-NpW70fH6C81p4MbW15h7Tt1xVTWjf2Sdpx-04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="pN/bru6R">
Operations </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3kXW1PbWhk49yMw4W2WwMty31s_dRW6JN8Kt3zc1wqW37BbLZ23cWK3W7wxmQl1hT7WNW1WbX0t93RkVrV9Kt-q7sqWynW4W9ytD781_P5W4Qx0PN792VX7W48jbC12hGvr1W5zFmNQ2YXfp7W4zPd4X2bYp91W4bkLTr6p-Z7kW4rfMlL3xXfd_N2Vc34cDZxwtW2_kmvJ81P_G2W2RG29d8dd1MDW29gJxb95Pb2gW6sffj018C2_gVwcZGL4CVTPjV-hTqm5CKGlbW6kcw-k56Jq-QW5FxD-y2ZM79xW2DgtHP7lJY0DW5blkxG2HL4vYW12gQRd2DxF-zW53TQcf6zjsx5W83nXq85-Dn1hW7trYzW4Yl52BW5kCwLy6166rFf41T1HH04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="9CCF3n7p">
The New Operational Stack: From IaC to Platforms to AI Agents </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3pcW24xztF2YST6VVMqMMh57VzC8W6Y2xtF52cKXPW8L6Yy37YgC3MW23qfwQ4VrznLW3-nntB8lXwmPW9jcnsC50pG4TW6Fvlg939f4-jW22Lr5T7Hfrx4W6wgXFt8FMCwNVBwYKS52xx62W6s08qK8Bm6HYW2ddY6Z83LC0jVbs5xj6F1tnLW8LG2P-5dDmXXW7S2vzw8wv0WbW1x2Bnf9cbKrRW7FcKPK3vZGVGW8l1yh41wH38tW4HNKnm4SQBcTN46Tn9xC_FYVW7q51rD75mXrZW3_C_hC40lZS-W95Yzhm7Q79lgVF49rB83wmz_W8j6z-17qRQSBf6pVh--04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7QpaY8vG">Fahmid Kabir</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3pnVjp60b7P178_W38x6K63SF7s9N41Mvtz69MYcW6444H-7sJc2QN8x9B6vmW19_W85Cz00273XmgW2LJZZG22PLdsV8SMc73f7mL1V8jSHp6dTRC3W1gMQcS2gjJPVW5qp6Ff6qZJTNW3MFSH_5pkY-CW4NQ3Z81Spl0NN1R0_1pSvBZtN3sclHbS4szxW96dlmq41kyScN7GQ1SlDpknrW8VsMGX3kQGGQW5D7zr53GkhQZW1V7t6h2408hLW7shT-23BRpW3W7dBCgd88X4gfW4kQ-5J1Xt9qWW93Dkv51JTy5TW4rwYvC56gVcYW8Vt69V5dgnGyN6lZbj0fKrF3W69pMND6g3DvpW4VPdK_5zmJFKW6QLX2M2kfMcMf77VcbC04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="J+0g5cfv">
<img src="https://cdn.thenewstack.io/media/2025/12/2c13ce67-ai-fix-engineering-bottlenecks-1024x576.jpg" alt="Featued image for: AI Use Cases That Actually Fix Engineering Bottlenecks" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3pLW7BRl-q3pkZSmW8bTJSJ6zd6nyW87ZXwk8k7l70W2Rhy_S73lnphW6CkKxt1xRw9pW2hfd4_3gQG6PW23XDh_5WDV7jV-SqPl93PM-1VwhMfR270_VZW2PGZxW2cJVPTW3c11dP2DDpWwW2LQ56c8090nDN2SYLPNThWMqW92T-Yr3kgX54W926dF41LVlnMN2D71LBS9W7yN2KkBjKw1LThVK8H-M4HJ3chW5nxGyp8vKh_MW2mC38v4lz8N_W62V3P13F3rrmW6xksy58LjfBpW3mBT_G7_NJqqW1p9fZh62RBc5f4s7kNg04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="uUyhVoBh">
AI Operations </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3pXW2ffX8R2KnqVzW6z0jz95Jz0_VW46r7dC2fGmB1VTmkx-6gnsxgW8Lr7v89gNp1KW6ppM5r87rz1MW7KMwc53nx689VPSdqV5VM3Q2N2NTgJGl047cW90x7BR3b6x2CW2KCJn16LzwfqW1RTCKv3GzBQyV60SWR3r1Jr0V6X7dr54MMYJW7rx37R6Wbz-XW1w3jql8GDXn-W5LmmWc8DT0LmW1JZwjb5kHqGNW7dyyLl6vb7S5N1-bntv6ZnGLW927yqn4ysV-GW8Xv2xw8gXK3LW6DMb9w6-mXb4VMb62M5GJRjGN6bq1Nwn4XvXW7zz0gF8Svq06N5Vh2yXc8Gj0W6TylHB83_nZRW6CX57r5gvC5WW1GgN113Jmk5tf4ZVq6d04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="2" data-hs-link-id-v2="icRE+gbz">
AI Use Cases That Actually Fix Engineering Bottlenecks </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3l1W3nLKQZ7QpprCW1rSkLT3s7mVHW2-XnqZ2MKTg8W8DVTHv8SjY5CW7LBMFH83BKxVW2QtRVW36ky1bW5xRDGC15-KkTVG59l4448s47Vk11X78w8Y8DW8QmCbc7fSPZCW20PCwR2jp7m_N4VT1Q5QC-h9W7Pw8R71h4KxLW1-nhxY4QSZWrW71Zln35g5NgRW5zR13Y2699DZW61gFgy5YtJ2kW6dpwc14DSqdrW6KmYHF5gNnqQW4NhMVS94tgqTW2dx22612p1WvW26dgqM2CwQfXW7XzzFM2VHgLcW4Q3PLt5gxV_hW7s8NqJ42cM1mW1dFWjs4PbbJtf1BvCC004" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+NAAcK94">Jennifer Riggins</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3mSW57Fn9n6wsB9dN2l7yMBdMbGCW3CKX7_6Vb3M8W3LPbWZ5b9lWDW5sSrdL25hgGLW139M8B1vnhpxN7ZfPKgKBN9HV1p0mW8M75K7W6nMdPD12lzh8W5RHxqK7bTJyPW3-ktnd3gPgRcW8JJWRz1sRZ6FW83QnmS8tFmbhW5x3gsM8vX2t_W3tvbG02ZTmp4W2_d9nk7d1ZkrW3t5lPh1sKjTPW4tb_Pb1W8lzWW19LyDm61hnGnW4wsFk36ZGVfNW1sqnJ64fcvQLW8cBHDG3sZFy0W1fwb3n1fC_10W4Vrt8D81-fFRW1X1x8N3R9FjHW5rJscr72brKvW7y_BgM7MRSdPW7v9Pnj5xCKQsW4Vn7Y34BSCmdW6zBN3777Dg8Pf6hCmLP04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="XWkIQEdT">
<img src="https://cdn.thenewstack.io/media/2025/12/93e24854-security-1024x777.jpg" alt="Featued image for: The Hidden Kernel Problem at the Heart of Cloud Native Security" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3pgW1WrqNv748ZnWW3R7wdd2HP5ttW37lpmt6yGVjWW17fspw3PzNGnW6_Vyn15mptrWW6Tpymf3QmTX9W1hgNr11hcjx9W11x8fm8tbjYVW2gd2qW834yQvMDQb6w62T-rN6sh17KwFByVW7c_1t_6ZgwjpW1zC31z1LkXTpVN43H45CVKjzW2D9dGL8Mf2xVW7HgTgG7k3kDsW7fqccb9d2B2VW3SP_5v3nLcbMW1ByJ6X18T9dGW7Kqw6j4nHjXKW7v5RWt8XjcPZW2T5QfV77lzLyW7hG49p7KJWS8W8vHk552jsQYdf5gNKpF04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="1" data-hs-link-id-v2="IQKX3GsV">
Operations </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3kZW3QCfjd7Tjl-jW1JDGjS1p2xyyW6t99B82936H4W1T9Jw225cdBXW81sVL93ztQQdN1WcN2sKMR4LW43gb5t5y34yNW939Tw_4jnkWzW4Jx7js5RjDHRN3l7kKlwmdjfW8yxyvc5wWWx-W7x3MtW1l4kFNW7W3Tdg7N5TDYVT4X-Z7h20B-W69YC0R5tj6c7W5NXcCw37xpH2W69DhLx70TchpW2sLZkY5vHVbrM62nmNLHtLvW2q_j0w1v6krbW6nbJKR37gKSfW6nrqqL4hHW31W4wqVKs7-7ZWWN4zhcnKR9Qg5W3Cz1tx1d9XQFN45Xz3tT_WYDW3tBkhS75LFf0W1jLNd31_92L5N2zjlmqjvLZjW54LN-R89XMS-f7lzvFx04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="ys0RxhxO">
The Hidden Kernel Problem at the Heart of Cloud Native Security </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3n0Vhh21X42f2s4V42k-j5nxSYXW4_XcPS56P3YXW3qQyXY4PZCplW4CG7TD6vYvSWW6qGqzV7TP6QgW7ymtxm3mV6vQVpBk_K6Mq-DjW7zcxP38Pzm87W8KzcDL53y9hWW26vPM794WRK5W9kG2Nb8lKSP2N3q1gWhgms38N8gvFfq3TPhzW1Ckjlb98D-zjW5vnxsb69xdCDW6FhJQt6g3CSqW7PxPyS9504QRW2dLw557QGPNXW7jTv7T7q4CGdW44kq5g3rscHRN8_nsK4MLwTVN4jW1Ty7R8nVN2DtFlzPlYjwN4gvCTFBmltJW2_Lg369c3zkbf25Fw0-04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="tTDLbSG2">Jed Salazar</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3pbW4VBdts4xFp-4N73nbHF_8tPVW3C3f0y4xxNMrN29P_xsdjfwWW4zpR8J5-FR_1VfNZyN93r4ZhW3RkRfb2lMgBZW5FTnb68vsnNGV6mY3K7h2dJjW5WDnyZ6jjbpgW3jVsrt5tJvY7W5wxbLt3Pfj4FW6rMck_6_1xcpW7RWZcV9hhyzkW4JvF4w82Jnr7W8M4Pdc3F0KvRW6B9wf78dPw30W4VTcJk8LbPBwW1vwlVZ3SQvzgW1S0mBX275K1-W1rq-ND1cV8nfMTlB7Gb8bRnW1N-ds57FJkw3W4mdZp892lbc3V8Fs-88Q2fw2W8lps7X3nvf3nVzZN6J4TxS8wW3Y5N1r71BKg9W45gpSF6tq69FW6sqHmN5v99JTdsXn-C04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="DeAO4W/m">
<img src="https://cdn.thenewstack.io/media/2025/12/29aab06c-kubecon25-belamaric-ohly-klues-1024x785.jpg" alt="Featued image for: Kubernetes: Get the Most from Dynamic Resource Allocation" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3nBW1B_7W42Zkh7qN23fbZ-wmSXDW7yXy999jtrHfW5Y3twD2W_tN3N5FB7CT62byxW4QWc4C35QZNQF70MK5Kq91NW5yJQ7V6ppC9YVd0lbM7fJhZBW2B_VJ81JmfqNN2mFH_dgVSC4W6qLCZX7S7Mq4N7-KHz6L853dW22Dd0J4Yl2M4N8yrPchTHtkhN94HzTN6wV8BV9-z3n8ztW0kW4kcz4z1-k3tNW3R_ksx3tSpzWW8_l5zg7yNFf0W2PF_lY4hmPtFW3PpBr07m5rM6W8M62Jt4gHsWcW7zlCyl8RR7yWf74Qmkq04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="2" data-hs-link-id-v2="R2woYpZE">
Operations </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3mqV55_hk9b2S0HW3l7tfK8fvkCwW84XlDc92-F0XW8mXlh28dWKhFW7mCkCF6N4l-8W5pVN517nHk8_W96XDhw7KLbQFW5WvzBB4bdFlHW7-CwxK1bFbGxW4Qh86v5SW6Z-W7LhvF07Hp_WJW2NyRgM1TjfN0W75k9jw5GykDyVPTfgT45ZdtSVWkqn28r_yX5W8wg_7h3Qk9_lW642P5Q1V3xRKW13bSkZ8D4T4pW9hCb7f4nj3z-W7mC9vG1qHZlhW3QlrxM7FD8NZW7kmbV_4HTstcV7Dw8t4vwB8YW7F-bgH5_3cQ1N2XHJNcD4YbKW9g3tZB7hwlTNW82WkzH6S938rVmhqpP6XsVw9W6njvWS4qhjwPW10dGtC7d7L4kf766kqM04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="p7tJKa+S">
Kubernetes: Get the Most from Dynamic Resource Allocation </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3m6VXKpsC3_w2CyW3CKPRP5pCXSKW8_chH_9l4BR3W7HWlVM7BM5qrW4xgj303NGQfmW87pSBx1_wTQjW8cGGMl1-z_8DW32_spc37ykx7W6xBNvv1cjdLtN2mzln0sbJ2pW8Sx0m91Mr6b4F8HxQgf7sFCW8CZPxp7WRDMsW3w6KJl3mKcPFW80QKZt5RrxsmTnl-N5RSRxKW7rTzk11hf-40W3jC_fv8526Y5W1k3Xsr58jyLGN7q7Fh2Lrrc3W181tbv7_5l5fW3M_rcK4GqPz0N39bn4nnDR-RW3q-z721RW7Z-f4Dm-FR04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="q5xyLqcg">Joab Jackson</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3qgz0W8wLKSR6lZ3kNW7ldp8d63gk8GW8WSGsf2SqwkFW5GPBLg3qb-K4W7vgp-_2rn7QjW1zTyY94z5203W72dtb03T_hZLW1sHpVc32NkMxW7srYRV5PGsxrW5W2f5W1tPzVJW4NfvTT8NrDptVlV7x96ZX_bwN1fXDPm_RGcZN7kFstgYk8H0W4cbDcn4ZmrPhW8Z5D3y8YwsWbN1hdzz-WpTKrVgqDHC4bYP2SW2GXxk831H1lqW64Pnd54PmFzwW5GTCzn8Y2bgxW4Rn55y4zLZn1VG5Q9m4ZqTyMW3hs8m54NmNhpW72Md-m7DzrXkW8tmQVj7dGjGHW6xSvns8PsHRJW4ZyRS84xG8dyN4rBc3L9NWVDf7DqX5g04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="b6sDXmsc">
<img src="https://cdn.thenewstack.io/media/2025/12/14546f54-for-thumbnail-12-1024x576.png" alt="Featued image for: Why AI Agents Are ‘Just Another Backend’" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3psW4k1QcR1bR3gGW4Yl1JK6ZWH3LW418RCw1lJt4LW4w5H6b4GmNBjW6TyD8Q5YtW93W29Zs094lBjfwW46q5zw67swzMVyM4g657CXcGN7HzKHN9BwTjW6d-4JQ3Tx-0gW3dv8db6HCmpqW5GZf-K427djlW62QZvY1syCSRW6K8mR95X9PC1W4FcF3n7jCXpKW7bSvHc1wjgzcW10JHjF65GD7bW41fnl078yRdFW7W1sHq6hPQgsW23F-Bz7xNVT_N1Jmn8c1Qq-2W7qZJVX182kX9W4V55_t2j68xXW7l3My-6_7XDyf83G3cb04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="1" data-hs-link-id-v2="6m6DUnMh">
AI Agents </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3qgz0W8wLKSR6lZ3mrW48kdkS34nxWZW1F_4Jz5Y38BZW7rgS033RrVG6W4djdyh5JvW0zW5KVG424Z3rmgW4Xxrkv6cV4hMN5lJZDzZ7jnKW11lCTK14K8FPW6KmYbD4M5vsyW2lwzq97ZJXnHW87V2pr95RCR1W8kck5Y4Xz0SPW7dXkwD5W4vQBN5rpBK4BFl0_W8-25VM49SVslW1SD9Wj7_bNTyW26K90q9j0RgJW2fmc5z7SQ6hqN1XCjQCKTT4lVgC9-C6G-5jNW7tn7t47cgtcnW6Pyrx51x-9VcW2zzQR07LjTL5W2ZYLfY74jb81W7dwBYk3W7l1cW1Yhk6z4m8H3SW4lRxJX6VrDwLW3MDGWm78WxN-f6vCkpg04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="aOYyygIx">
Why AI Agents Are ‘Just Another Backend’ </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3l3W1fgjMv1tRhBSN7lXLXkRwKDzW2-pvL327hWc0W7cx-gZ6DpVpWVfd3vT2-9qMkVH7qSJ3JmblzW25tF3t8qmXGwW4DNyYv4S7clYW5vqmyX4fnCHNW6qK9rt9bYK9kW6xczMZ8yBZBdN8vxd5GLj7kGW7vFrsj5P4spxW4LpCS322s8ZXW2ZkTCl6jPBD_W1YzVD27Y6F0tW5g36zZ6vQTT4VfS0fd1M9D7HW4QcjVP1QrTShN30_lB7j3ScCN1nRfm-CSZZCW6-RGxc69dw22Vz9m_c4gM2glW3Dk2TY8rwGJXN3VxLMtVn8hDVzMcBz5kqCs5f2pbvld04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Nc5DaG4e">Michelle Gienow</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3pWW7Q0Fzj7LDm53W464gVV8bVrpFW263T2t5cFdl-W6KZCXW4h1b5FW5bx70t92JWhxW6wTGYs2dNhypW3-N9Bl7zx_fyW5133lq7tJ_xyW4NqP8Q3_lsJQW1Drb416tmWCSW1vVV2s79_-RqW5Kty8556N0PrW1dfPCH8SGhT6W2CbNZx2lHcCrW1vjpxt3XZ21WW7v5Xt45PSkj3W4v6trN6mZxZRW1q_dH55CfnWzW4cpGfS88s0bkN1VZdFztrgcJW7C2J_Y1HBlw3W25cW6Q6RML6YW7wyb5F4lqfmZW7QRPck2lbNvVMzXB9Yp31t7M3r089hhn3TVblHFp1LcxL6W6dk19-72lXX9W8pkpn83xzTMCW59lJ5S1dFC0Yf8Sm5tT04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="YT7IrcoH">
<img src="https://cdn.thenewstack.io/media/2025/12/ba62df5a-coffee-1024x683.jpeg" alt="Featued image for: Your Enterprise AI Strategy Must Start With Java, Not Python" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3mKW45pYGp7mBNYjW8hpyzG4hF0TGW1gMvDl3PfnWgMy46sc3qYfXW4NNhkK9k5FMwW7h0n-T22S4W3VF11Bq3D1hzYW1gg6jG6ztvmSW1THKRq83s_hVN2qRTBmqZcRCN5F0rCnn2yPyN6Nkz_PbPWvHW8P3pYP6f-x7FN6zhH7mbtFgrVW8y3b4gk5q4W3QmwDN2tgsDVW970HdR8c1G9kW6F_J892Z3rv3W1SnVdt7kN3cWW4P_cSM9gXmnKVDnvY26vG8SvW47GJHh6_zF3xN7BtprGpB7brN1Q4dQ3lmPvwf4Ks_KM04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="vLvBsURi">
Java </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3mlW49d71-2PsgVkW3jyMB14hCZq0W5DgqJM6TxtHfW3tJscQ3VRzPsW1c85L73N_xVgVKvY8R1BTbG5N3m42XrrjYjTW8NTxcr7c9sK4W1Zb3T72r3XH9W45djjc5C3c2PN2BQbx42F3NcW9cSwT86Zr_D_W2tlTP088-05_W6nBg3H66QZRNW6drDkw6h3LzVVRvgPx3L4f4FW1M8jY657QsmYW8ktmNs7mVNGkW710gMK3HmNq6W7dzQHC3CT0Z-W8sqXvH32BHpCW9bHbfz3wwBBXW4M2xLj1-m97RW8Hdhph5kPcbcW41SsWZ1zTFrFN4KtH-x55yQLW3nxJ_y5pMFXmW5YBJ9G8Lx2FsW4pQVzc78lqdBW958sfr1fLG0QdF1Mss04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="f5Tx78C6">
Your Enterprise AI Strategy Must Start With Java, Not Python </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3kCW6qYYHv2cKYMrW65W4-x7mwF4vW4jc-P45kpR8KW8FpwSF6yZmDWN8GK0rHjn4wGW3RRp0C38N-J2VYdY458b2097W8jzt7T5SbrYyW96xhZ72p6kGrW8TQKqN5ftgypW3vp7Gz4LLTGTW32csZ85fWmQcW68J8tl4Yy257W9hV9Rf5XYM4qN5qdyq5Gmj-9W64MNF_3F7yZGW90L18Q7GmN36N42Dw-FJwd67W6Vm-_p34CjVsW38WsXv1rlTSSW5gZYMf4szy5GW5DB7f_1x9rLcW5xpQ1r3f0j_-W6WnDGV89TK7lf4k7WrT04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="mXY7/hzh">Michael Coté</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3kMW51-qdG6CfC2BW32Hy-Q59NSvhVRQNXX8LRtjLW6KXF6h5TccKsW6lJrJR8G_P1_N8tnhhk9p-JCW73QMrY6K36GlV-QWgH48r5SHN3-Kn9fslSMDVJjVT42rJzsKW1pRZrM7yJcfjW8TVVs06H74vXW4L0dk07ZR07nW1fFKxF8hDQm6N14H9R_wBS7yW55GjYv83txL0V6lYl56zcPdQW8kB3B86fJQysW3Sc-Bt1gbX-TVcC5lz6m5VcRW6m2c522PwDC7W7wBrpt4T19fqN8vqxK8p24FgW32HrzM4fDdtQW2T__c643jhVSW5MyBn51gm8F9W3Lh6DG2L24n2W5cv8-q9lmDVXW6pH2P_1Cm4M_W1ZtPZh5c6yP_f2tpbNP04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="Fv1kPrHw">
<img src="https://cdn.thenewstack.io/media/2025/12/11cf57b8-postgres-1024x576.jpg" alt="Featued image for: Better Relevance for AI Apps With BM25 Algorithm in PostgreSQL" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3q0N8PXsqMbw89GMxNKhY118wyW6dRjd35G81_tW6KPwDq2jFWmXW7n9XFT4BF5-jW2jM8PP3CbyTJW4dwQZF1CXyg0W3YZgS284G_MhVmDWMl3MzDcMW9k3GXl1Z7cBmW6fWp3L7DD14RW3tKRwn7GJwffW2sx4B56CQzsLW3x0tZ-7Mtc9BVc9Dxg66L8t6W2GS0QT4BD0fZW5-JpCb97H8bSW4wwJ8j7NtZ8FN1kFdY-FwTW7W8B86Kh1b33JjW8-2yzZ6kvSGJW4p4yRP6kGvL6W4Cj-7Z23_y5yW7FRt3944kgf7f2D3h9K04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="bXryL60A">
AI Engineering </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3mtW1Lbv892bgKNfW19_NkD32V0TqW95C4M-75dr1FW1XpTqL8sMSknW1NTcg65WWv85N8_QlsL2gTmHW43lc2C4pjW2ZW4fVdXH31YwQ3W7r8NKK18n-6gW8GYzxl1tvGdpW3BdZbQ58l596W8k-H7c2HK51tW7qF-HV2ZDZyRW7Mr6_58LL28-W211kXc60Jp_XW2QLv8t3PkkgQVW0MR38pG07fW7JtwNZ6kn9X4W6CJf7w1ljds4W37x9Dp6N-jRQW9688Y67GJWldW3-yy577zPp85W41FmnS26YQy7W5ZPxdW4zC4lMW7FP1Kr6N0xTLW7Hy9qD3xT2FZN8cgvLD85jRyW8rjvp-2jf79jW3GVtwB9gvXRbW3Zl90T5nzN3hf4bKDjd04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="vDWWVf5c">
Better Relevance for AI Apps With BM25 Algorithm in PostgreSQL </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3p-N8LgWcJF3w1cVRGsmn80n82zVK8Mv25nk954W5LFNvD6CzWQ4W5yt5lD2Gs-bsW8z2gM-8t9g94W3fBQ2w498H99W1grLrG30mB2CW2Vw9bs3BvptbN24jZ1KWsGDWN7_frWtyqzhmW4PM_JR2B_FwZW3fNmB54knDk3W4f8y7g4zkBygW6pf86b5ZFD9mW5RPY481S3Q2mVC84M_4prc-hW4kPlYg2mlYFgW4hmsNK6sK5NCW2VZJ_d6vbV6-VM9r_7157BG0W6JZRy262t-QkN8CRk3DNdwtzW8ppWN13KS5S4f7CNWqH04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="82jf7OSP">Susan Hall</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3kwW6KcXP64QMB70W8nZBr14fsJc_W1wW-_b5XL7S4N3PT5h1znXbyW3tDBRf3YVY-gVRxNBY8bFW3pW9l-gm23NtPsXW7dVt6S5s1nFKVxnZG63B5vH4W4yCyRm893qGCW2yG01H7r_1zRW6vYn7h1GlYzDW3SKRcc5z39HGN4L6djdsxB8_N3-Wm3D22VDqV3VDLG8db31BN5_6tD7L6ftqW3-BH0M1GqYmlW2WSjxq6N9_hfW5LbbJ67sXlT8W1HQQJ62TVDSSW74Sg2b6WSbyFW7cbZqG182x-rW568kwV3z_X04W6VmL8Z3KBSTmW45xd2n7-yfjXW8cQHdB2jPtNnVwBsJw8gQQrWW5M0j6B2SFjHgMKD7t78xjjxf1QWWv-04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="TFZbcPAO">
<img src="https://cdn.thenewstack.io/media/2025/12/1e9792f6-roi-1024x576.jpg" alt="Featued image for: How SaaS Leaders Can Move From AI Hype to ROI in 2026" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3qgz0W7lCdLW6lZ3lsW5Jrm4R2D8cgbW7cnjTn3f1ZZYN6x7cmJr0QQqW56Nl4V5qb1k_W3Yb1xM30HF4rW7rqJ314qPGc1N3gVXS783jbMW9c2-_45bt4vwW9hFVNT46MZPyW5KGYT14zwmV9W90Yfzz42jtk9W9g-knV5n10Z_W5cb-B93XZbqhW2pm1y93nHLxVW98rz3l3WZqp2W2tG1nH4ddkrTVtmBW_6dJtbpW86yf7Q5rnGClW3fTPx05blmqfW3rWfDB3HlPGyW7TnJm13lpBQBW8p9_xx4HBvzTW8TJTg71kZ9B1W46dkqX2VP2WYf2MtVgs04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="hnUZD6DZ">
AI </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3qgz0W95jsWP6lZ3lgW1jg8V47qn6TBW30Pkqd1_78M3W26Xdq82w1vzTVm2-V13XFwxbW4kmm-06qhr16W6znWYb3K624SW7vSWqJ2VNM7tW3YzFQm7h1K5YW68LmM83JY_JYVt8wgg6pVgppW1WDCQN8rnjFmW5lhwSW2f7YfvW1sKfXt651H0QW91DW6T5bMH4mW7XThSQ7m6JTZW2YjSrN4PjLP1VWgks25YnfhCN3KdN6YrTQ8rVz_3py587_dCW2SdsJ_3MD524W4KFCH_3mMrwdW6rwMf65KgPlCW8KFQhK1ScVvyN4B2NZgjsy-KN4_5-BlV7zbwN6W6xWN8WmdsW7ydZpJ2ZgP_GW62ZMnW3nQ18mVLM_Cp5c6VqRW36KswC7SlLVFf3xBBKs04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="whC82VY4">
How SaaS Leaders Can Move From AI Hype to ROI in 2026 </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3qgz0W7Y8-PT6lZ3m_W81JHM58DZrvSW6hblVT48VrPGW8tSnTL3Jd0dlW3NRb7s6N2clYW96q2mf2wmcNrN5V3zMgTKglXW78Yv5L3pLH68W1ZTMRr9jhFDtW7LSYMT2m7wjnW8y475C80XqxTW5NCZnh1rVjSyW8S6NPq7BFlhVVvWt8X95w9YjW5Wc9wb6hGwFBW1r1-S_8k-FGgW7-k-KT2llNM6W97sqvR82WwdyW6RPBWK6zHXBwW1rh5hK8Tp52sVv0yPM2SRB-WVLBqxW40p3vCW1JSyFk5PkQzQVHT4xM2Rlf6SW7R_fDP93wMSjW6-19X-7fRNbvW3FPWSR2cN3Zvf2gsWj004" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="BAg01tqV">Leo Goldfarb</a>
</div>
</td>
</tr>
</tbody></table>
<br>
</td>
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</tbody></table><br>
<table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%">
<tbody><tr>
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<img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto">
</td>
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<h1 style="font-size:24px; line-height:1.1">Why AI Infrastructure Will Face a Reckoning in 2026</h1>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3hCZYW7Y8-PT6lZ3lBW8FDDTS2Q9cqnW7qzKjd1r9266W4-bSF380zPBvW3X7CD66Np41BW7Y0FNq2r6587W9cHL377mNyn2W5JJkDV6QnPC3W2_JcLS6JYFSvMbv7hZYsnyyW7LQv2t63rfr0W2wpYGH34T028W6ZzcT46R5PbCW50GQdJ8vHPw0W1Dx09L8BrjxqW7tL74N1yblcmVxd7Z12vFVQMW5yYX9V94xQTmW1cdMrG81Nw8WW2zMLtX6k1kZhW46578t1S-X3NW7Wn8Xy56vFTzW4kN3643W9MdjW5ngMMg3wVv_WW5SQwtv6P7-RrW3n5X9g1hXWVVW72ygfS2_PLTMf8s9z9b04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="0ZJV9aAp">
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<p style="margin-bottom: 1em; ">The next year will be about scaling AI, which requires a hard look at your data infrastructure. Are your databases, governance and vendor strategies ready?</p>
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">FLOW STATE</h2>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3hCZYW8wLKSR6lZ3mgW2GRzX21GwHN6W4NghVH3zgPvLW8VLm2f7tswQCVM0wkg1D4wjMVV7Vht2L6gvgW7SrYST7PpfbnN93yjfDyYgmFW2G6JCB6PhF-qW6vBlt53bsWNcW5xYqhS4vPfGDW4Q5hrf6CS1Q6N5Gt1tvhpTnxW25TmCG3KNw4-N6xcP5Z9rRP_W3YPGcG6Nf9ZzVY59Vl3v0431W1XpXDW5VrNdtW3ZN_1h7jnD4fW99L2Fm2fjMPsN2-VKSCN6fJjN7x2NcLVTDDkW7Rhd3l1fx776W4bcn_44xC_-PW1Bfgxw1bWNZcW6m5b398P2RV0W54nKSy1N5Cl-W8C7n-f9gPYxhVdWCQm8VcCvwf6m3Jfq04" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="5p/yY5tH">
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Trending Now: Kubernetes 1.35 “Timbernetes” Introduces Vertical Scaling </div>
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This release also features 60 enhancements, including a specialized KYAML format and gang scheduling for AI workloads, while phasing out legacy components like Ingress Nginx and cgroup v1. </div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3hCZYW8wLKSR6lZ3pRW8VtpPv9lmg8nW7FhLRK1V2w_rW9jGFMH7J32TXW7Xtf9x1ZMrJ8W7S1fZf3rMNynW6lnlnD3DsBLYW4YCL0g2ZhjWlW8JRpFp794SS1N8Y0ShGJR_HnW1Zzs9H1MB1pDW7WBRkN1PZW3DW8qyfmL3mjXWjW3mBGr61sSl0QW3qFbt06vpZsYW5qZCyf8ZhRtLW3p6ccr9lc-3QW3jdJH17mxg9-N5xKgqpLGvYtW8P0kz791NmP8W5ypspm6p4GqlW6bwlwt5N4wsTW8SMLrW3Bps30W42Fzr58bR9jGW3zDQGX2kMzJsW8bLbVF6l9MTjW3NppRq7GJ8lwW7jPn2t4QfMlBW5ZMJy_6m6Gtzf8kzZsH04" class="cta-link" target="_blank" style="display:block; font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="UcH9iHnu">
Full Article Here
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<div class="cta-headline" style="display:block; font-size:18px; line-height:1.2">
TNS Agents: The Rise of the Cognitive Architect </div>
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In this episode of The New Stack Makers, we discussed how AI is reshaping developer roles, why GitLab is building an agent orchestration platform, and what the "meta agent" of the future might look like. </div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3hCZYW7Y8-PT6lZ3nKW5_hjxm5CqZGCV8nxcw31SpMKW2shH1x2WZ7WXW4X2SVj5b5tkbW2XVpln4QS1jbN3YTNhhfm5bCW38B4rW2nZHfgW8dcx9Z2fMG93W1TrZx058ydvSW8grlNs6K1YLkW1cZ6Cp4Qf-0MW2Dllk35lt0qdW3XK2Y42GllPxW3v2Tzq6-pzNCW5Qg5yS6gqBjKW8yR9hN7RdRPHW6q3Y2h3jTqr7W1y6PCC2xMkzsW24kbHw8Px3DcW1_Phtc6gxWtlW7Ny3Hx6HMPTJW4qtf2W1GtnyGW4-Zy9Q3s5Q5cW2-pbbd8dTjxlW7nqGSg2YY8DwW2XbDhv7rCt_Qf3Fhr_T04" class="cta-link" target="_blank" style="display:block; font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="ASgcKhWG">
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Look: Adam Jacob on Why Scaling Is ‘The Funnest Game’ </div>
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Co-founder of Chef and System Initiative shares some wild stories and practical advice on when to tackle scalability. Hint: Not until it hurts. </div>
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From Playbooks to Gamebooks: Why Static Security Response Is Giving Attackers the Advantage </div>
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Gamebooks introduce measured unpredictability- from an attacker's external perspective, where response varies by context, while maintaining full auditability internally. </div>
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How Kubernetes Is Maximizing Hardware Efficiency with DRA
December 23, 2025
How Kubernetes Is Maximizing Hardware Efficiency with DRA
Kubernetes has introduced Dynamic Resource Allocation (DRA) in versions 1.34 and 1.35, reports TNS Senior Editor Joab Jackson. This functionality, exposed as a set of new extensible Kubernetes APIs, will help organizations maximize hardware efficiency by replacing simple device plug-ins with detailed, attribute-based resource management. Find out more about what the new Kubernetes APIs enable (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3gP0xW7Y8-PT6lZ3kXW441pYW36ZH6FN132lB3K88qCW5wXN4z31YL9MW5ZxY9H36gBcFW1ppkff7RFV7cW2Blcvg2rj6X3W35ggJk5TKnrSW4NmYRg1FDRkBW6SXrJS8_kD0PW5GdChh1P2mJRW7R8_0f3YN2BkW1g2RRM47sFLpN731h-4Z_ysKW4QwhnN7nXvKfV-BXj03vgZl-W8k9nMx7vnMvrW14gvdy836BFrW5YKWLy89w1LyVw39WQ75ZcMXW8Hm-GJ5FqtjXW8v_yxJ3-cDnJW3yfxHx8RDBvrW1dHJjD1nDtzNW15Mb6B3-GWtCVZDfcZ7qNSpBN4s--w0qhjtrf4c6B0H04 ) .
In other technology trends we’re discussing:
- In this week’s edition of TNS Makers, LaunchDarkly CEO Edith Harbaugh discusses how software development has evolved from rigid biannual release cycles to a continuous flow where AI models are treated as standard backend tools. She explains to TNS Publisher Alex Williams her vision of a future with “self-healing software.” Find out more about what that means (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsF3gP0xW7lCdLW6lZ3pJW8hcjtC7GdWpJW38tQrz4n-WLSW7vpy3n2D2k3pW858tzW51ZN1LVVP19v3K0BzyW8jngq-5js57GW10ncFB6sgLJ-W5ygrwF40sNGvN2zyT09_7jh6N9hM81vCzLjpW8_Y2sG8H3N1BN2Fhk8HsvZ1NW1cx5Rd7WwHpKW34rrL5467DPVN7TN49Dcq9nGW4zB8SL5qJ_HHW1drt7q5lyYdnW5JJY5g5b9VZ3W5gNf3B2M0L6fW5hq6MF3c9R_zW4DrdxD4gw8VDW376p781xr1F_VSfnPQ3Vs3PQW3LkdXv2TH1Drf6bj9sd04 ) .
- In a new sponsored ebook, TNS regular contributor and tech journalist Jennifer Riggins provides a strategic playbook for enterprises to move beyond AI code generation to resolve documentation debt, modernize legacy systems and automate code reviews. Find out why Jennifer recommends organizations start with “safe” AI experimentation in technical teams (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3prCCW8wLKSR6lZ3lHW32p2zJ3vDPvfV3NWcg4Hht71W2P9MZX73mFNjW3YSc3-8PJq8pW1Vy_TG7l6L58W7rKhG-4RWshyW28hYgK7QBwrSVRf2pH13-fdjN8h_jkFWLbV7V6_5Pb6BHRjjW2c-Yqm5TrYlVW5Sr2DG2nXS3WW8r1jv29dCVMfVYSnbx6xMtwkW1_LH987H9-m8W70-fSH2B68HzW3_cfgD1jhcpLN1p5FynXgyjJW83vTRV3ZLn5bN5zR29n-cmTXW67DfQh8XRXmXW3jRr1y8dP8qyW4NcNd-6pSlZcW1gfCSB599_SrW5d1c5683sXQHW8qRsZV5j92vBW3_C5061VCKq5W7-34hz5vFynJf3KKW5F04 ) before scaling AI strategy to the broader organization.
TOP OF THE STACK
Building Multicloud Resilience for the AI Era
Featued image for: Building Multicloud Resilience for the AI Era (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3prCCW8wLKSR6lZ3p3W4JdPJ-1jRbj2W6V8X3k2zD2PdW2Sv9-H3h-LrhW2k-jyc7bYKgFN4mJx7lmmnPgW2b-_zJ8VrnBJN8bRLjMbrBHlW4QWHLC3rxKYwW8g9bvH7bMnhzW4S44qB7J3KD7W5mY_7C6QqPSlW1YLLh63Jh_PjW7CmlCS38Vr90N4YTMXs30pZxW2QKWDH7WtxQyW8r24Fw4LxWmmW5Y8kBN1DQtdRW1TGk_b3nSVcwW2_NxjN1B-rWvW45mxGs36mwjFW2_nwmk8k8gw6W7JSTR18ks874W5db69Y12m0_BW4KHljl1v9M9SW8xk7tt5xryb1W33bNqj35LSJ3W31FYZq7jh2hCW3dX9W-5WR0hvf64NTBK04 )
By embracing specialized clouds and distributing workloads intelligently, companies can build the flexibility to adapt when — not if — things go wrong.
When Amazon Web Services went down in October, the ripple effects were immediate. Major retailers, platforms and SaaS applications across the web went dark. A few days later, Microsoft Azure experienced its own...
READ MORE
Upcoming Webinar: Cloud Cost Optimization Isn’t Broken. The Approach Is.
Cloud spend compounds quietly. Shift left by building cost control and governance into engineering workflows from day one. In this webinar (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3gP0xW8wLKSR6lZ3mhW80Mhmp4zLYKdW1pc30n2hgz3HW5Xftqg6XJ04mW55_3nm2N4RSzW6g5C958LqcpBW16z-6z7g2Ht9W2PK2Lj4Y90Z4W3_Qfvh19Kw_kW7TccWn7Z7LxxW1F5CSD7_vf24V6w0f01nRZ81W3PhCNb6zzFx8W6xT6l_8726bkW1cqpHR6TCm16N5LnYpLMGrlCW7w8f8H8PFqLrW6Vzws08xlBG3W9m2Q-28zlvKjVRDJ4S92PnTyW4sl4RP8vzVTfW8j0CPn1mJGhrW4RPxKp4D_1wRW66HmrF460s6vW9b1nSC2FyGx8W8VHfV131lHk6W5hDBNF3TgPzdW8NZ9mw14HWJxW3wT-jR4Lbcdbf1P50vd04 ) , Harness experts will dive into how to keep Kubernetes aligned, eliminate drift, and enforce best practices by default.
REGISTER TODAY
WHAT ELSE IS NEW?
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AI Use Cases That Actually Fix Engineering Bottlenecks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3prCCW8wLKSR6lZ3lHW32p2zJ3vDPvfV3NWcg4Hht71W2P9MZX73mFNjW3YSc3-8PJq8pW1Vy_TG7l6L58W7rKhG-4RWshyW28hYgK7QBwrSVRf2pH13-fdjN8h_jkFWLbV7V6_5Pb6BHRjjW2c-Yqm5TrYlVW5Sr2DG2nXS3WW8r1jv29dCVMfVYSnbx6xMtwkW1_LH987H9-m8W70-fSH2B68HzW3_cfgD1jhcpLN1p5FynXgyjJW83vTRV3ZLn5bN5zR29n-cmTXW67DfQh8XRXmXW3jRr1y8dP8qyW4NcNd-6pSlZcW1gfCSB599_SrW5d1c5683sXQHW8qRsZV5j92vBW3_C5061VCKq5W7-34hz5vFynJf3KKW5F04 )
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The Hidden Kernel Problem at the Heart of Cloud Native Security (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3prCCW95jsWP6lZ3mlW6nwCn-4lw3scW7K2WW_3TsXKWW9kF7rw7kQfyXW4CJX2z7hR-8rN6jCWzYKJvzqW70kKHB3wTQWVW2sPHNw5f9CxbW7wgx7Y5WFXkTW7SC-k55KPQ54N5GWXVtBx2CyW40WnQg1spgP8W4jp9P22v9QNjW9cqV0C77hNTxN7r09rdYfm-kW64g_0241rFV4N8LVLlBQdvCxW4v5grD2gZ5mMW5k7_S726QcSsV69hRS6vFSbMVpH8Ws2tzjMVW6r3VJV6vDp0fW4rmvq77v1DJdW3Hw2X-6GrmnBN8GWxn72TQGTN6yFC0HlLlZZW3sqpHl71wPT_W4D20Jk3gzdTpW5fYzhK5bWkKSW1QbNWp2ZFpR8MZr6nBGW7b3f1KJnlR04 )
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Kubernetes: Get the Most from Dynamic Resource Allocation (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3prCCW8wLKSR6lZ3mFW4Y-11x2Y_vTGW5dQRkr3vXSd7W7bMW184WTt5hW4hnc6n7RDzQdVbKNvM4vc6xcV8wJcY79xkHKW3HZLD53sz8mBW19z_Tv4rGNr1W4hBBr34VlX15W27rymf66PLGVW6jsFh23ZFJgmVFyR2h2SxK9XW1HymK07yMT1GW5Cb4Ky5FJXM5W2Xh6wl4R0L8FW6J6sr54vCYGpW377WzX4Glpp6W53xzw72ygdjJW5mjk3J1qjXL9W7DbtCt7TD4cdW238fkz5ftZYwW42lD5t6DL6SRW2WGdr56F82vQN4hBhL2k7LxsW3Xl7gC1YLt7pW1f4Nj38K5gxzW7fkJsB4nzDC9N6DpPjgD8H-_f2PGkdR04 )
Featued image for: Why AI Agents Are ‘Just Another Backend’ (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXsY3prCCW7Y8-PT6lZ3kTW6Ff_5z6ncJ-zW7xB6HT3pzyH5W2NB9Zr7KwZrZW1WpP4b8pJYfLW25Hh171Tkn1HW3CKmHc1W0PFyW1N8c0d7sgTCSW8qChBt2w8vX7W1fPSsW4V8CGJV8cZsY39TshtW93_JW2430cmcW5qRckz87xCvnW8dGDtr3q2KjkW1GtWFc7-mdbxW33jgky5lTpwFW4MtKJd3K6rl2W6NLvNc1Jhs37W1Z7-R23S9t6SW55PTfM2KRyl3W5bHhsP8RZHbJW7tnv207q9ZpfW3df-Sc4TB4TbVzYzD14L9LvDW7Kb2Yz5Z8M5vW7HWmZ16Tym-nVkqpgj1RMX4Wf27JlWW04 )
Featued image for: Your Enterprise AI Strategy Must Start With Java, Not Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3prCCW95jsWP6lZ3pMVftCqc3z9kmhW94JnWj3rzPtwW9dlJph7QkjjhW3z6-Z72NkJG0W10nhf36mYVk8W62cXhN2rqpCHW7qqStd2J1_w1W1tJTp62J1r-TW167b6w3ZMr9pW1mqv0N1KfqDGW1wyVhd90YXqgF5NBm6FZSkfW7bXfQc3g4YHQV7PVVr2bcNwXW58ltBW7ZbTcYW5FfL5Y1SXMyDN7z5SHjKPQ4xW7GJSM-3FnqW4W3llFL63lwvbTW7xzV8X40bszQW1PY-MW3rGqQQW1D1rz85-bDQXW5lDfnQ6JKwQPVMvYh75V14gKW1x7bnk4L6WKNW44037G1Vy9QWW1xCHJ43hdRP_W7jMv772mmRr-W8MHbYK71pbW_W6L02Jn7QZ7Cnf3-JhWR04 )
Your Enterprise AI Strategy Must Start With Java, Not Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3prCCW95jsWP6lZ3pMVftCqc3z9kmhW94JnWj3rzPtwW9dlJph7QkjjhW3z6-Z72NkJG0W10nhf36mYVk8W62cXhN2rqpCHW7qqStd2J1_w1W1tJTp62J1r-TW167b6w3ZMr9pW1mqv0N1KfqDGW1wyVhd90YXqgF5NBm6FZSkfW7bXfQc3g4YHQV7PVVr2bcNwXW58ltBW7ZbTcYW5FfL5Y1SXMyDN7z5SHjKPQ4xW7GJSM-3FnqW4W3llFL63lwvbTW7xzV8X40bszQW1PY-MW3rGqQQW1D1rz85-bDQXW5lDfnQ6JKwQPVMvYh75V14gKW1x7bnk4L6WKNW44037G1Vy9QWW1xCHJ43hdRP_W7jMv772mmRr-W8MHbYK71pbW_W6L02Jn7QZ7Cnf3-JhWR04 )
Featued image for: Better Relevance for AI Apps With BM25 Algorithm in PostgreSQL (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3prCCW95jsWP6lZ3nTW49__tl5RRbGvW2K25NR3WfDDzW30JWcF13M6KCV70xwd7kCsnpN5Y1xgBylDySW2g1yVN6xl1yyW1fT2Fh7WcrPyW48XhZM1xQ3p7W1yNFR_5zgw_cW4vJvXh8VZ4lxW5rqzJ32jNlG4W9cVz1l3bhQNvW6_N0tG4b76Z5W7_4R8q74JbHZW10nh269dPXB7W9dTvtK2jpwHrN921MhQT_PLMTx2X68WxhGRW7CM8yX8zRKB1W9jR4gF9hs8f5W9czkKf1jSr6GW4dVM4R5670QDW3_Ntv86Wn1MSW6c1n_l5qKcMGW6XTh573pNZ0kN4Y3JwR1pn6ZW1DM_b_3lTl6zW8VqYFT2P_F-ZW3NSjNZ53BpwQW88Rlc75ydZWkf6Kb69Y04 )
Better Relevance for AI Apps With BM25 Algorithm in PostgreSQL (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtx3prCCW95jsWP6lZ3nTW49__tl5RRbGvW2K25NR3WfDDzW30JWcF13M6KCV70xwd7kCsnpN5Y1xgBylDySW2g1yVN6xl1yyW1fT2Fh7WcrPyW48XhZM1xQ3p7W1yNFR_5zgw_cW4vJvXh8VZ4lxW5rqzJ32jNlG4W9cVz1l3bhQNvW6_N0tG4b76Z5W7_4R8q74JbHZW10nh269dPXB7W9dTvtK2jpwHrN921MhQT_PLMTx2X68WxhGRW7CM8yX8zRKB1W9jR4gF9hs8f5W9czkKf1jSr6GW4dVM4R5670QDW3_Ntv86Wn1MSW6c1n_l5qKcMGW6XTh573pNZ0kN4Y3JwR1pn6ZW1DM_b_3lTl6zW8VqYFT2P_F-ZW3NSjNZ53BpwQW88Rlc75ydZWkf6Kb69Y04 )
Featued image for: How SaaS Leaders Can Move From AI Hype to ROI in 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3prCCW8wLKSR6lZ3lGVZPCDG2vPqmrW80cCxh1vmVf8W8Zvptd7GFXxnW814rF539flXtVVYKVn74l7HkW6ykzVc4GvM62W7wK4gR6xNk2bW5tkj8X2k3q08V8PZpy3td5JnW4K822h72sFBkW3_f3Vb1Ct8p0W4Pdp6K1tBTQbW1J-Tx84lbGy1W6z-P3p3tL7QWW3fTJCl25B3N-W7nsjD431HftqW5L8d-k3LxG_QVl8v1x57TDFdW4_dTtz11S8klVWbjTQ2HRHhWW3W87fG2sXV0QW4W-TnW4xc9b9W5cq-C57XhB9HW7Q29lN3_j7rfVJXfXm3r373RW2xjtjF1NcJFmW8P0mHT3hLzC9W6dD0d-1tGRkPf5BjKJb04 )
How SaaS Leaders Can Move From AI Hype to ROI in 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCQbH40sJr_W7XtK385gxpKJW8QwHkG5HqXRxN1zSXtd3prCCW8wLKSR6lZ3lGVZPCDG2vPqmrW80cCxh1vmVf8W8Zvptd7GFXxnW814rF539flXtVVYKVn74l7HkW6ykzVc4GvM62W7wK4gR6xNk2bW5tkj8X2k3q08V8PZpy3td5JnW4K822h72sFBkW3_f3Vb1Ct8p0W4Pdp6K1tBTQbW1J-Tx84lbGy1W6z-P3p3tL7QWW3fTJCl25B3N-W7nsjD431HftqW5L8d-k3LxG_QVl8v1x57TDFdW4_dTtz11S8klVWbjTQ2HRHhWW3W87fG2sXV0QW4W-TnW4xc9b9W5cq-C57XhB9HW7Q29lN3_j7rfVJXfXm3r373RW2xjtjF1NcJFmW8P0mHT3hLzC9W6dD0d-1tGRkPf5BjKJb04 )
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