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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;">Plus: The AI revolution will be open-sourced ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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March 18, 2026
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<h1 style="font-size:24px; line-height:1.1">Coding's unsexy fix</h1>
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<p style="margin-bottom: 1em; ">AI code-generation tools have compressed software development cycles, but testing that software has been left behind. It’s tedious and occasionally cumbersome work. “It’s not sexy,” in the words of one industry leader. But it is critical.</p>
<p style="margin-bottom: 1em; ">The gap and how to fix it is the focus of today’s lead story by Frederic Lardinois, Senior Editor for AI.</p>
<p style="margin-bottom: 1em; ">This week, Sauce Labs launched AI for Test Authoring, built around what the San Francisco-based company calls “intent-driven testing.” Engineers or product managers can now describe what an application is supposed to do — in plain language, via a Jira spec, or even from a Figma design — instead of writing granular test scripts that specify every click and browser interaction, Lardinois reports. The platform then auto-generates executable test suites and runs them across virtual and real devices on Sauce’s cloud.</p>
<p style="margin-bottom: 1em; ">Sauce Labs CEO Prince Kohli tells <em>The New Stack</em> that testing has been deprioritized for decades because “it is not sexy.” But with AI accelerating code output, shipping code has become the real bottleneck, whereas writing used to be a cause of slowdowns.</p>
<p style="margin-bottom: 1em; ">Go deeper: <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3m8W95l8f58YYvfFW794RDd2SVqflW5YwrNM5KSy6nW2Z4Lqx329NJyW6RgsTQ4qs8XmW71r_1k5cbWjgMhFJZ5S7Q7tVTqMWC5hqxVcW59MnnD3_d8znW18SXgv6CStZDW4GV0Y66TqyZpW7Htyts3nZ_GQW3lSHK98CPrdfW7s0pw28czGTdN7d-P-d5kwNSW35d8Fy4zM7T9W8kNYSd70xx7VW3V30LC6qVdF_W58rKq81j2HryVB-f-l1jQNBMW7GMgs77gdJPMW2hbw568m8zYkW8-J8Kt82D937W8YlM2X70t5FhW8cZHYf65Mz3JW1hvfDm1hJTxwf8tB4Px04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Lau0cuzT" target="_blank">Sauce Labs wants to solve an AI-created problem nobody wanted to work on</a></p>
<p style="margin-bottom: 1em; "><em><strong>Here are more essential news stories for your Wednesday:</strong></em></p>
<p style="margin-bottom: 1em; "><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3l2W3kP8ph8K-yWpM3j1T6gM5YbW8wqKh-6M5sVpW2hxD6j5yDBY7W5BwKb_8KThcSW6lFGFj4RLGSxN8PyLx4Csh3BW3Kv87K3jlXMTN94jVvPt-LjDW4XtHPw6tSFnhW25wwhD3t-CqFW3YjZ144r4xzzW7VJXQv2hnNQfVd5dfP28vPZKW7ln8k94HCPqcN74frBqDCbtqW7GgBPW8x9spHW3B4XQb3X2qBNW1pC9SM2gGRXvW62xpfr2kPdhpN7f9SFXqvRM0MpHjkZBV17_W30DyTd6pcGwzN8zm5GnW6NrRW1My6JK27TppRW2KDJ7F4c74dXf1WqPyb04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="MbW0nZGG" target="_blank">Java 26 lands without an LTS badge. Here’s why developers should care anyway.</a></p>
<p style="margin-bottom: 1em; "><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3pYW5CHYBf8yFG-VVpCgYv2NCsjMW6Whlt61s52XBW6LXhT_5pBZS2W60jrj75gRwmtW3PCH8c7GMtR3W1nzcsM2z7yBQW1-dh2G55FhstW7wYNCp6zK-npW26hsx26JyJD4W7dSSMb6GzDctW66wvXn1578gdW67R7k01StVc0W6c2KCC4Blf5CW3BcyYm7B5q-wW2NtZyF1V-N7KW63P-yT3tZr8NW5Kylgs1JJbF4W6Y6X__89KS8BW1hWsdF34wV87W1l7bm78mH-DxW2DfnQJ26gNm0VF6ZzC4j_F7RW7TWcWy3g0X0BW2qjbj-5vcwQ9W60W8sk5JTkm_f7Yw9yq04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="LVIALujW" target="_blank">Chainguard has a fix for the open source packages your AI agents keep grabbing</a></p>
<p style="margin-bottom: 1em; "><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3pPW3s6w4z6zB4KwW97jSjW6T2dMZW8B6wwM7XndR1W3WNx9v4MKHflW93rc_94sMZzdW6J-Z1Q89fRYVW1Knl0n6PWDYlN6V0QZWkmWj-W6Zzjns60X_G9W3YcVpd43k9fjW5dYnlB45K2yRW8qYs0n8V5DCrW79GWlw3zVqk3W6KbfhK82lcWkW3w6B313y9qDwW5vJNHX8ZZ54jW29m__12-qqrFW5595Sh4zfzbfW8yKM199fPTXrW38yTgV1Q-0h5W92nNMq32kNtQW5jKk--5-Cz02W8qTQ4s6n4GXTW4MlnKB75S16RW2NDjBP4YCLgNW1TH53n4ZwXTbf6ZbWZz04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="mwawRq40" target="_blank">Capital One deprecated an AI tool it once championed. Its DevEx chief says that’s the point.</a></p>
<p style="margin-bottom: 1em; "><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3kZW2-4-y88TFl6gW3FlPyz2QjTDBVC0rwB37NtQNW12z6dd4G8RSgW1ymvqS2q88zlVnfhGg592C0-W1ft4DG4Zj4y8W691jjH4F9Kf4W18B_5w1gH_S0V5B8Kn794TmjW1MvB_m44wk6MW6-JBSB6HSjDSW7JTKjy572PtcW58zXJG64WWcbW1sk4VT6MSz2RW2xJkpG8l9DydW75Wy362K840QW3pd3-N6LpRzdW9lGcky10Ys87W50kmfv8brrWWW9gbfSB8T8xvBW1Jzkd42YL57dW7SZN5W7sNVh9VV06707k3xggW1q4sZh8bb4v9W93r7y-5Jf_Kwf5Xnv4W04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="zFBSwKSF" target="_blank">The AI revolution will be open-sourced</a></p>
</div>
<table id="toc-author" class="author" border="0" cellpadding="0" cellspacing="0" style="position:relative">
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3pQW2rJPBg8qZW_qW7Nj4Pk3Pqq4-W8dCG0h4TS42WW1NPWRJ7W0qVpW3yKqKC3yVHNHW5C0-Dp5Td-11W47fkfP6dbFPSW2-K7Xk2-p-d4W2skkKS3J1SGPW2G-Pxr4jnzrZW27BqG085-krdW7lwckr7lMMzNW8Wwcb_6gCBqdW2PtkL77YQ1BHW1d9wm734nD0XW9j5WPm4Gpms6W6jBHcj7FVrgCN5Fp0QWjWdqVW3pNFbZ2wywNdW8pNKCB1TqXyNVgKQkV5yXZNdW1GQgjT3lmNlwW60JWKx1WxD5mVhc5PC5W1LkLW5c9Smg1D-mKCW83v2MY2w3k7hf7sn71g04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a>
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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">Sauce Labs wants to solve an AI-created problem nobody wanted to work on</h1>
<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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3nmW3jlVfR6rG_P2W21h6_g2MHf_sW4MttGs8jjShmN3_FRrxN67ydW2WDt4-4LYbYMW7MGq-x2HQby6W2Dn4p77dqC9MW5q0YjG6p5R1dW86wdl46jn3h4W6cCBfl8c84B0W1fKbPm9fn7qyW1WB9657H95_ZW91898d5vlVWGW6ymRDq5cFBN5N2DwxgDd46MpW5H0f8S5_cPzKW2MRmKG8Pr9S5W1XMCCH4njW5NW69rFqS4TRT8mN19YNB9YQDbXW7Mf8VL4SJzWwW725h-P83CmftW3qKKqm7hKwwCN85s9kLkCLw0W4t3ZQ66tqqVjVR8GS22j71hlf8f9ZLY04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank">Frederic Lardinois</a>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lDW6zg5_07wTp_6N5v7JMKScPjNW7wJ0rB8kh3VQW8QcrjN57PdNZW554nK22m2T2gW3fS9q57JHfTJW2lP6wP5Rpk7cW2msrXN7vzQpwW6LM9ls6rcldwW7H_p6q7J-WVnW6svD-119smWsW6Wq_rw9dFzSrW35WXfP3XMzWyN4CNf_kF7_vCW55QY-m3psmTZW4K7sfd6rVxnqW6VsX3W48s1yNW24dftq354Zy7W2F-B-G64JX0JN32-8GhJHbrjVXqP4z3mV2lvW1JfTgk2NQqhgW8wZ4mK5_cWS9W80KLL56TPm-XW3Tb-fj5sP-XSW7Qrysk50Lzchf6YYmpq04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="IzsPoHCE">
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</a>
<div class="excerpt" style="margin-bottom:15px">
The company's new test authoring tool lets teams describe business logic in plain language instead of scripting per-click test cases. </div>
<div class="copy" style="margin-bottom:15px">
AI code-generation tools have compressed software development cycles, but testing hasn't kept up. Sauce Labs thinks it has found an answer.
To ensure that testing doesn’t become a bottleneck, Sauce Labs this week launched AI for Test Authoring, built around what it calls... </div>
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READ MORE
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<h1 style="font-size:24px; line-height:1.1">Data Report: IT Disruption Too Costly for Leaders to Ignore</h1>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xyM3qgz0W6N1vHY6lZ3nCW2XXgmb6ycbcMW1mmNB_4fTJCpW7V2Fht1_qW4lW187lS79dxGjBW3Jj_5v8y_DplW1YvBlJ54RwHMW5nWsZk32SnpZW5jb1Tr807D0xW4pLQwr2_YdHYW15K2SF4226HZW6yZC7L52vjR7W39NxYW6VRX0jVKbcPq8Nf3vgW7Lyj3C6g35Q3W4RDH2H55M5NfW1pgThK5ttnVyW6K_j408mH97QW1Djh8m3TylJHN4fNnjFjd-xLW2tMvTs7hsX7WW7tSzSC1zv4JfN4hk7PvRGK6lf62yHNY04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="f0Y7NUv9">
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<p data-pm-slice="1 1 []" style="margin-bottom: 1em; ">The latest PagerDuty State of AI-First Operations Report reveals the financial stakes of disruptions have made operational resilience the top priority.</p>
<p style="margin-bottom: 1em; ">Some organizations lose more than $1 million per hour and 34% lose at least $500,000 per hour.</p>
</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xyM3qgz0W6N1vHY6lZ3llW6xqwGM7lqFL_W6zBR8Z22JfyqW2gXT-r19CB6sW12_yC-1GGr9XW3Sh7tZ62f8G2W15Hx-C5b_MVpN1zpFwVKQFM-N50-zH0WXwtmN6byLCbDsNg3W8jLVj68WZkD7W1WWdbV4fCj68W4td0cD5v4wvJW2GytDt2gmPJSW3h1Mp7918GHnVjB8cy6yNX1JW5ZzNKL6PrQl0W7Vv0BS7QRGW-N94DCzl7DRRFW80Fgbw70mWj7W1wbRd158bZpsW3gWPJd7_KKVxW5bn5Fv4BKhSjf4DC-mz04" style="color:#ff3287; text-decoration:none" data-hs-link-id="3" data-hs-link-id-v2="VL/VsP6j" target="_blank">
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READ THE FULL REPORT </div>
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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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3l8W7TZPq767_dZ1W2R8mS613bKDzW5bQhpj9gjRymW5MfJ-y6j4Wv-W7rNQLz48P9BLW6Py0j81Zgj2hW6t7FS_5bvxytN7KBS_ldQg6zVnfsts3M16fKW3wF2dj7xjbYTW5KYrv26wlp8HW3QB1Mb8jN45jW76FYSk5wVq23W1sx4Xs94kZGHW1HzhWQ1RGwklW6yZdXg49s7hDN2CMW1h7hCqDW312rBF39GfTkW3hkGLF4F6LBxW1fvmTn6Xz8ZsV659Fv7z98NcW3pd9-q2NBmNVW9f02533Z-843W1swTrr2tc7JdW48QJ_-1NpWGXW3MWPHk1Hv-B7f3w7Zdn04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="CYVuo7FG">
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KubeCon Cloudnativecon EU 2026 </a>
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The AI revolution will be open-sourced </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3kYW7kjCDT2l5vPmW35gFWb40ZNBkW8W_-kX8cZbm0W1GYLTV92c4FdW9lp2Zx8RFT3qW6kNXN29jFWRmVMYNNs5ksgnWW5fgrLJ8zbrJbW7ljs6057VP3KW6z9GKf5Z3bYnW2073f53NjDBlW5VSB175h3mx2W97yn0D8y82n6W4Y0rvX8mfXsDW8WJs1M76WQ52W12M7PC3hKY7pW9jRPBH2Ztg_GW2hFyvP9gsRx3W7H1mPx28sWwnW7Ztm1Y93JtD0W1Qmlww8hvS3PVTvGNl8GGBddW2M4pnq94p2-ZVj26Jl3x_vf0W6sXSXZ6yhy7gN5ZJ5BsH7n2rf90Vx6404" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="cGSBwLA3">Nathan Taber</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3ngW6nVwL02mJ7sMW6d90SZ6cc-7pW5BWvH383ZjsFN1lQ3gj6XsZ-W2rdWYL3-Gb-XW2g4LGf5nz6p7N2y-Zz0VNxwMV6wpcc2GV7X9N7kt46616jyTW5p_t9M1VKmfNVFxFq88l5L8DW5lPXc_6wFQ51W2ffRtl5VNWfPW8vRS9p2slflHVwzSK98zmnMBW4Rdz737TXw1wW43nD-_2-hKCkW90G6n15777WyW52S4LM6Yw3FGW8g2dcn6YN3RDVZ0TDY1wJKDcW70DC247KZ5nXW6xdGmM5kJg6FW7CbBZz1hHbK_W2BQP5H4h1L0zW5yhy3J3GPHDlf7Kf5TC04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="F+yc50N7">
<img src="https://cdn.thenewstack.io/media/2026/03/0f58b7e5-hj-project-2yigxg4wrjc-unsplash-1-1024x640.jpg" alt="Featued image for: Java 26 lands without an LTS badge. Here’s why developers should care anyway." 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3n7W7Mx7_q6W2rMLW4pKxGp7SxVdGW1NGkDf86LPdyW5vr9G-36m8cWW7p1Nbd5mt3hbW4qRDvL6TCH0DVhcGWp33VwRKW5fzgYk7W_-11W2T6RJ956Zv83W8MKPS-5pv7ShW2KbJJr7jk_C5W71RZhB4fGYPBW63mYL98_cCbXW2-mSFP18XTn5N66TBRNpyWn1W9b96DS5DCnJ6W1sBwBm4HfTxMW6kW5qd5PyxwMW6RBlmB3whbqKW2g0PLy8_mwMvW4XHsG64pZVkbW3vK6dd8Jd0h7VX-V1_2MDJtPW6N0_J760XR5ff2sb2PR04" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3m2W3y0wrz7WHz_QW7s---W1NwyX2W1MThlS9kYnRDVsNwr94kmk-FW1Ywf0720d9yVVK58yz61bvrFW8KyD6K40HTCJW8b8Y2b2RzZwSW34wtxc1xQydNW4fJrPj4g6vDPVjTScr38J00hW287hg-2jfVpwW8WHgmq5spBJ2W5khQCs87XCKXW1K3nnH5r8r_7W6WYkky8y_mmWVfPdnq3LN453W4v1qz05B--xxW8-QByc368bbQW4w-gcW6jxJQXV4gzYS3KXb_FN55TG5y1xH5NW86b5Rm5J3zD8W8FLjXy8mGcZsW83zRBT7tZcy6MB-NX2HgN44d3c2l-04" 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="CcM/X3+C">
Java 26 lands without an LTS badge. Here's why developers should care anyway. </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lhW7HW7R97xT5tgN7qR2yDMrp9yW2XLV5h32Y6cWW4BTbrw8Sg-6xW5JSVnc8TTSKqVK059070sYXzW5gbH7G7PkP92W6kH7Y06c-KQPW5m-JjF5_jTMfW6QTJMT4Y-_CqW8tD7Q08V30nHW3TDTNG78Wl2NN1-RpKBF6ZRPVDGd_T4lCVwpW345xLY6hkTGjVWN0Xb8Skv-YW6jh8wQ7ZQ31YW2BKYwh7HHgpHW9gBhgq716JXJW1g3Fvr54R8QWVdpNYf8VTyMDW9bpxMw2gqdRNW4jRNgw5G4n8_W684T772m4bv2W6MzTt6718XWDW8JqTYc5BP65Mf52mSvM04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="fBRiJagP">Darryl K. Taft</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3nrW3VMhFM46rbW2W2lcJNc6dxrCMW7JJnYZ91r4v4W6zZXq490LLS4W7YZkKC8x4CcXW8zTLD-5YZCy9W8zMW6d4c8zBkW6Yn5Sc3yP0PMW14L2Jx50HgXSW5Rk_mt3b53tyW3fCPQH64Pq3ZN7lx23gdFDpgW7wh74Z7QF8QGN3c1MbgLGPjyW3KN8Kh2pPJxGW1Wbp7n2GJXL5W5_65Kj78-K0JN88tzy_7n31nW1GCvZH2bQgNLW8_63kw1KcpQvW8xCryC1vtV4SW4xT7rb56F0BBW9jS3_73Tg_RMW4qjwzs2lY2vLN1mLBYLJWTWWW7m9sM0652YbXf5cSDtg04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="3aVY3bvj">
<img src="https://cdn.thenewstack.io/media/2026/03/48e14202-getty-images-a9zzu-fyz2g-unsplash-1-1024x683.jpg" alt="Featued image for: Chainguard has a fix for the open source packages your AI agents keep grabbing" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3mHW1zmhpl4yJ2f8W3d_Q1z8NKZZqW58v7Rl1l_q59N1gf0hp7q9skW8mXW5Q1b5JYsW7RdQDT1GhdvHW6-X14R1PsGLTW7JldKK5CHZDXW7Fb0W092z6wRW2snMQ14tG34hW416l1820BlZ9W333dJW3S7r0tW7gXV545J0LfSN4cShQ-xfwMpW8FMhPc6Vr4DwW3cHnqC8KcF0XW3g3vWS7WhG5yW135Szr24QsYQW4d2Z_f8XXslxW5-KK7P6FLn22W2nszvf79hq8vW33j6fZ8SlhTFW7TP5WV1HxlJhW5Xk3vd6QyYgVf4mHGs-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="GqQrfzon">
Security </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3l1W844J5B76H3nXW8FbFg467dg89W4xyy3M1XZsP-W9k4Jfx8Zzx_dN85vlFp6fngrW2PdLKc1PHqq-M3LRYwjvPz2W8v44RZ319YJFW3gZ48c97KvTWW7VT7jF1pfd-7V5g_xB5PX_cSW7pxxFw8bm8k1VVmghX6s34mtW3LngCf4qp_GsW5KcYzj1ZJ6LkW4g2RyL1TbT6TW4Gz8XP3kdK4HN6gQfNv30wNgN7rFXqV4Gj_qW7RnS-G6XJgy3N1PxY5ngJMvKVgwzwG8PfNFbW1TsfjZ4xFVxHW5rVb327373n4VQQsgl3Y_FMtN1XbqzXp6GRGf3k6FJP04" 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="B8sjTfs0">
Chainguard has a fix for the open source packages your AI agents keep grabbing </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3mdN2gKcGW2f8SbW45KL5B3D31mfW60ngpM6HCst3W88nCTB5VYdJ_VSdQJm7L3yfvV-_3Sd7wkTpvW4vJyRR1nNKVqN5vhsYxDVr92W5tMr366S_XM6W8Ns9cK6t5LN_W6P4rxR9bCSpzVRSpKt8V6JHxN61Nh-dbKCGTW6-rcrz5XCKSnV-7KWB93TXT-W3Yl3C487qrQTW80VHzv9fHS7SN3r8HlYm26KPN57SlQv2Ht2hW22N2Hw1LBBPGW6017Qr3-3LSnV_MK-V2l7kznW74pY5Z2jx8BdW37R_GL8GTr53W4Hwx-g25sv5kW5yMwVF61GDClf8k0J2j04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="CXo4dn9n">Darryl K. Taft</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3nlW7J6tNh1NlMw3W2CFYBB7XxFqLW6fq7Sy5M4m6sW3FFR5g8ZD8k2W362Bvc6RNpwFW4VY8Vl92Yf34N3fwkW6Q0JS9W2mRSf86jWlg4W4ZfLLG4WcghnVbM5Wp1WN-l_W5z9bnF1X6JnrW1bm6C05gdgBtVXkRWF2ndL1bW68fNpv1qK_VGW4sY_K46pDXBZV7wyFH72DQQFW51rtn3357wWnW87-0Mp3YKsZSW4dnQcC2hGp3hW5DHKl16f8K-gW72FW0W6dXf7KW4vR1qg9jvq8sW1tkJfB4f1CvgW25rZmx4yn_F_W8-JDpT4h1SD6MQyctYfSxKxf903mZP04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="96an1HAN">
<img src="https://cdn.thenewstack.io/media/2026/03/b025e829-imkara-visual-uoxdk0ah7aw-unsplash-1024x576.jpg" alt="Featued image for: Capital One deprecated an AI tool it once championed. Its DevEx chief says that’s the point." 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3l_W7L0BcS2l-lH5W2wf4Wh5ywzD1F59L8jlhWgfW1dcScJ1Fz15lW6C6wZj4kPwFCW8mk5kt25RQ6pW6LVp0M63CnxJW8DVfpx5_wD8BW8qPH4D6j_GRKW1KynXc3McJ2xVVPQVj3hyvV9W4RdwPm801vp2W4RjvPq4mGH8nW7VXz4c2h9KZKW7Gpddt3KF1nrN1w_Xr5PL7VNN89yy323vn01W3jHD8D4G1_YVVbZP112bl_rQW2qk4yw6Szbf8W14_JSN1x9NsrW4Kk94h82G6FRW1LVqbC41WgJGW5jlYfF4-85xZf8sb78H04" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lrN2f4qYtTfsLvW78lCj_8zCm2hW47R5dr1tJVY6W49P_Wj2rPDwMVyMBWt7RTtR0Vs6kQQ67ndt9N3kQ8p4Hnl2pW6yFYsd3djbpWW2bxKKW1bRvD6W3hmYWJ3DVlpjW6R4Nr67tH9PFW3LQRpx76JJCPW4dfLWY5SQ-gzW3m-sy61DvLDJN492FPg2zD2LV97G9L25bX1NW6kcLyt1G8vJQW4LFXdW3KPfvkW43mRwS5r_zzYW22nwXw8CZ-sKW1spGZ51wfG7tW7b7KsQ3kfzgXW2JDZnT99MZK_N3lW22gxbVszW7WqCK77X4MMqW5SPHp52y7tbxf2xq5Md04" 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="xSUQDI+E">
Capital One deprecated an AI tool it once championed. Its DevEx chief says that's the point. </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3kFW71Wlk28jNcxVW3PJvWw5Xl9kkW2tYwQd6xZkHfW75fBly7c6tqXW49l3kc7XvppGW70tbfV5PSkRkW3y6jm-1QwTYRW7Nt-zk4bgkF-W82fjdt3DNKfmW82ls2V4P5dVbW343WrG8bpgXgW7vXWM28bP_yDW1wrK1H3m1k0hW4HlSwm91JbyZN90Ptgtwz6PfW5xH8jl4LdrszW7D-Dg82z_0j1W5snNht149TJLW3SxFqK5yYzzlVPygNP4v2_2jN3_g6v2VvL55W1RyTMr59pkdKW8TM44p6PVQDqW6Q_3Dv7sWh3kW4ZGhly1Ms6dKW61PKv47NhPjpf32Q6Rs04" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3nXW31F0lT76FM5PW6RQ6qs4Pwqv-W8RyDfJ6FBtKFW23djFX33s5-tW7FLdkC80bMdWW7tRwl839bbfxW98f6zl3zfPGFW7XwRPM5l7Rj1W7KDBq34tSZjVW9hvWSV40kSKDW18HkmX6TR2SXW8rrrgx76z1tlN3LbjlwkMrtdW2M_B742ZlxPlW6VrT-911VWYdW7sLM5b5YtbZQV3pZd93LKLqlW5tFm7L7p944MW3t2KnC42y4xbW8tg1497gR86LN7nt3-xHfKNHW8KTldn37yBrWW3VwLG856yyBkW1mmD3k12F8CHW2khxbP34rPyTW2jjdYk26Nj71f2rsKT404" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="QVkCfNFY">
<img src="https://cdn.thenewstack.io/media/2026/03/0248b9dc-eva-wahyuni-ufdpmt6qdso-unsplash-1024x819.jpg" alt="Featued image for: Scaling Btrfs to petabytes in production: a 74% cost reduction story" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3n7W6wkGmm2yFLVVW98M9GJ4wtrBHN339wsLZSx_PW1S9D_Q669sZKW7r1hbY6zV546W1kwR3V7z96x0W7TCRwD6-JZ1nW1Lxc8W4rcPwHW5m6NrS90YgBFW1qJ_x82C0jltW89t5P75sz-zHW7JSVM13ZLtbcW2QWFmR42Ptl2VXnNHW5PmvDLW49SsDV75MWD8W86rMVF1wVDPTW4TR92t5Z91YfW5VLKDV8T6Q0QVszFYr5Cpv0YW9f_Dq_3RVz-BW8Gm9nQ4rYQvMW1S6tjg5rM-n9W7f0ybx861l2yW5G4jQH4nvvqVf3d7xpv04" 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="MGBy8tgP">
Storage </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3mvW7pG-h74NYrpLW6h-6qD5_9lnnW52xFL36GlmjmW18njms42rxHWW1-tcx83-MjzqW9cst2z17Yt9bVRxTr86XjWvfM8n3w1ZhZrWW8X5fK_2wH_rcW3qd9qQ66BzPwW6BdpXp1n0nzlW5_hV-H7THmx9W2pS9G51_ZQk6MzJbJnC4X9rVSrw6K7nKWndW7LnlL66BfjCFW4n08HB30NTlZW7wpRVk4qQ5srW12HFD11YgDPqW8k7xkz8tsLRWW4Lc9nn95dY01N6vzsdYBwTYbN2NxvzVVw9fqW1_xjJW98RKQCW4YYNkf2CP3hFW3J8Kzq2TFpbLdJc6b-04" 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="abZD3EVa">
Scaling Btrfs to petabytes in production: a 74% cost reduction story </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lHW5-3rZG5x2lshW47YssN3phc0PW7m3n6-73PL7hN1F8jsmHFppcW788F7W3B7tB8W3YGh0g2VSm1dW8Tn9g76NNB1rVjf4B58zvv_gMmlwVG3kMXvW1vG-j164_NtRW6MX1kb4Cbf5HW3ybyB31sknBGW1z65cl66RG_2W5cL6Rs1qMKT4VFvD4_4zKzGYW2LKbv_2FmWFqW1HyXGj8dP8rmW2rrcFs3GNLnvW8Q1Hrx4Pl6ZmW2Md8j61hrJ3RW3BbRZB1Vwh7HW6fv31V8mVYRNN850P452swpcW1jstWr3x5VKnVRYnnp2MVrv7W5fHDMR92JCHjf8sFqBT04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="vtwnu6/b">Motiejus Jakštys</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3mPW8CXwjW7GKKflW6hhs-F8_SK-ZW5d0jY-7z9HchW4HJW3G8zYLJkVgy32s4qyzNDW1QcZK440sShzN70Zzh0SmFtdV5CdZ71QqkhJW1Hj_x42kFqrcW5sFp2_7dW75cN3GPbFlYk_n0W1FjX9t37t544W3sNKWq72FQ8wN5Y4jZxC_JftW6KkTC05CgJm_S1Hz7-tzcjW2t98NV3RrQltW22g0PQ3x7GwvW73PCkB1g2rLmW6tTf0N8k1XsQN4R2rM0_yPflW5pdl_z2sfrDmW702bpk8sZ2KfW7bTQjW7rfDrQW1nh4PC53jfZQW5K8MzC6sN7wTf67rTQz04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="Y88HqlCd">
<img src="https://cdn.thenewstack.io/media/2026/03/36b4ccd3-getty-images-jlbndmio2yk-unsplash-1024x682.jpg" alt="Featued image for: Why your observability bill keeps growing (and it’s not your vendor’s fault)" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3nCVCJpGQ1h468KW2C1V3T4dvMTPW8zyv4Z8sckz6W208s6641jxbgW8CJl96861FhQW8krchn4s5PRCW5XswMY6K44tGVJc6VN82t_kMW1q-jYl8s8Z65V8Z44f59sscSN7n355ckjZ8qW2W1Vm_6L5BXlW5Z5cVx7zsrYyW59rl337dZchhN6_x9rngs3tYW5TBd0y6RVQq4W15RBP_5k6jjPW2Q2-fP2N15NQW5HrFVh4tYbZ1Vg1t8M3TjzX2W1pgB7z2Yy3n0VHdcGl9jgZ5GW8Wl8vN1gnY3CVFRZy0713DvNW14c8BD5WLpTQW3y4KQ85PQc12f5pJXWn04" 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="8TMFP7Nw">
KubeCon Cloudnativecon EU 2026 </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lLW10rb7X21D9yTW6nkqpT8F79g2W2sF8S43cKg26W6rqzPB7B9z2gW3TMTh64qjbknW9g9YXY6KJtmLW96NnjQ1xKkN5W6tZFD92_7NM9W3ZqX3H5-MJ3lW7Vw6_56m-M6YW7yqz0Q5J0DpJW592nYM9kzd40W5qZqbH1hjhVkW2SyBFZ22qg75W3nqQlv50zH1LW3PrfRl5r1pYXW6pQm_T4KB8S0W1TqVFQ79wvk0W7KsJty75LJBfW4HzFh42kJd38VDvHrQ78mmCdV79_8G4y9g1rN3YrHX5LMzXYVFV9DW6MhCjQW7g8krn3bXtyyW8HGVGR2rQGY1f4QfKf204" 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="RrlWzdUv">
Why your observability bill keeps growing (and it's not your vendor's fault) </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lKN1WcWdN8wXN7W58-jY34yDlFFW37dWfc4DPyjTW7FmpPJ391zldVtr18y7JBVJdW5QdTqw26DRxRW2dzZ3b6WcVZ_W3msHTh8SDNZtN57L0yCjHJjmVC8h6H6Lf0RQW8tLdtX2P22HWW7lvgwN6grWjjW8f8zqG1W345NN3Jr4bfrDjnNW496m0L8ZndJ5W4r9x9L4VL8Z_W4J_-D-1zHbCvW2JD0Y398JCMhW66g2QY1YMk9JW7wxLtt7kzK8VW1RkvzJ7lvQNpW8ZmChR8TbnsWW6TdqRs5VcNt1W48WCG966b_zhW23T2WQ6jdrKLW5_6nBT8QdKgPf5PnG9g04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7v1Gwfji">Juraci Paixão Kröhling</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzF3qgz0W8wLKSR6lZ3mLVZz6yj46hYkHW452cpm5VLBncVQlx_d1Xlt4SW6LQYpv2l6Q4sW4B3hDz5_zybKVNlKFm3Bjn5rW90_ntN8zLNHVW5rw8xL6XnpCZW4VP82h7cvznqW8_r5t_8qGZGhW39v9Y02CpFHsVYSY4Y6zjPwmW2ZdVts8KGbcWW2jjdVt4V51HZV4BGLm2mfBCRW72wwBn2J_YrZW96t34H99yk11W7qtKRs1rFByXW5qCQ6c6xrDV3W2cJ1nT5YPmLQW2n3zQ-2j76N2W27HqM95W8_tkW6_9mKL1GWvYgW8B9V592FFjWSW51dhYc5j-JXcW599QWr1Qz_n5VbLNjL3XNDC7W4TGrj38dxC8Gf2Wv6RW04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="Qedi2dt7">
<img src="https://cdn.thenewstack.io/media/2026/03/a692e5f6-chainguard-ceo-dan-lorenc-e1773777716132-1024x623.jpg" alt="Featued image for: Chainguard thinks most DevOps teams are solving container security the hard way" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3pzW6VkcTB6b9jhKVMFS-F3DVmkYMK-tkbSh3khW70PHVn4ZhnN8Vjh1BD219V8BVLgFGr3TT-2tW4KYvx699BFJnW6bqCs46j4WsDW7fnpYW1BdtJNW74W0_f3RJxYfW6tVG2t879hW0W2wkw755C2_CtW3jgpK51ZmC6qW8G1lbF4333hjVWDnGY5JhSCpW82_Qnn6nKgWYN5GJ4kmMbhqRN2rl69y11VzrW7WcB4226rpq8W4xQhqn8wZQnSW40Gq8v7KN4mtW6HcRJD8CqgkxW9l2C-p76w01DW8gCb737CQBS4f55Qj2x04" 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="b2Vs+pLL">
Containers </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzF3qgz0W8wLKSR6lZ3pvW7fwf752HnPHNW7f1v0_6hqV4wW2hJjjp44M_1QW80pXjV5tgT77W6Hl07S4WlqvhW4M4bS04cVC-jW552m7y7ccGVBW5mYM8H1_PQQlN6f1yQzR7hG7W9jJWZD7NmftSW3PVvgK4lKn6rW8tWPzl6bbGlsMrl3jGtHtzlW73tJbX18xl2rW69kf695c9r1tW3C0brM4wlX96W80-WhR3FDvGbW4ypcY773cjR3W10WtqX1rJmsGW8cgHsx6kDJGwW7mtLP63WmmcbW8m_1ht30vP8QW8kLqGL79HFQkW5SSzpW8nBcxnW32N4Dg1HDpdVW93YJD069s7N4W6lhLCK65_fxQW5bL1Mc8q_kHDf4L6ymP04" 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="/FyqrMlp">
Chainguard thinks most DevOps teams are solving container security the hard way </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3kSN3l79KlqDJbHF35QFgjwFtPN7BH808MPydwW7nFyRF3Kg3hYW2L6tfJ6KLfxbV4jQbz2pHBN2W8zfsrf9jsWDcW5-7F5H8hbK3tN3C5qPR5Nk8XW5jxfv12FghBdW8ms7vL3Jl0gvN6Yk7N9PbqS3W4ngBnG5ZhwZXW84Xd_p8zmMlVW358mqL65BSZcW5nfh3K4DkKxdW5VsSd97kk3qRN7jzHYw59QF6N3Z1DYzTylcQW94vddb7nj4NPW1h3CkW2-pwFTW6LwMbV27h31YW1Tt7TW97r30mW88BDTd4yBn1Vf2Sj4zd04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="R1CcAwNm">Steven J. Vaughan-Nichols</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3lzW89-Wgg4RJ1pFW4GB9W195LQ3fW2jPWpw3ZWRDZW3Tj_YS72HDrJW6y9wSx34MxRqW70BVjG67Drf9W1ZZMhF12qvy3W8td7cW6TjXYNW32g37m4txGnTW6ysZ1g4l7ys-W3q93bj1Tdg0cW4rF8xp4B3CQ0W4rhSBR603fdPW2_l-dZ3-BlcpW45ZK793-jPjCW8576jR6XvxvdW2MNGp92q_fh-W37DsqQ6-l7WcW10jGHH72rqQdW2vqdnR5kGDD6W30nSxG6fstsVW2jmBG34VPSt1W3p8Z_K5FlfZTN6gRSFkCFz6vf7btSl804" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="p4EUyLtg">
<img src="https://cdn.thenewstack.io/media/2026/03/f7a6563d-screenshot-2026-03-04-at-14.29.48-1024x585.png" alt="Featued image for: OpenAI’s GPT-5.4 mini and nano are built for the subagent era" 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3p0W4T829B6rdkyYW9dRg8Y1d-g68VZ57gP1yygkMW11MRNy55JJPMVM79-w4bmfnRW1KXX1v6G6R01W4hkBgB64jGfCW2YlR9F7_FNKVW5rSfFl1974JbW2Npv0J2rljMRW6qQBbB5G5lm3W7ZTM8t3n1Rv6N55MYv3gHv_1VvMgGF3bNyFGW2_8kxp10s5nTN7VbxhTsf-lvW1745G84LBZP7W3RdK6z2wq6LJW291s586WWZBGW8fplky61q4H1W5-F-MJ8k5GZqW1rTCcN4YsrG9W7x1lbH3f5Zb_W3zJDp62bHjLCf1C7CGq04" 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="r81eKHso">
AI Models </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3nsW7T1fDH2LYlhCW4j47FW6BDHVDW5Jg6qv54YdDwVNyNMf53zNN8W11l-tB7H1z7XVhJskq2N1YqBVvM1Xs5QSZb3W4ZmcHL4qFw1MW8YChC78fdvCKW8dfBBM15fcjrN8mh33vd9Wg5VTfGCb5zrxThW7CT6NL4fRs6gW1fZFTN5__tdGW1zqJql15DsN2W15Bt1B18VBCgW5ZgwtR2dWpgPN2H5rdgn5jp3W5Z4Pc44rVR0bW8N153M6RxCDlN7n42BQ_wHh_N1t-wCc9VjjRW2L5xrB58Tlx7W21w9xv1NjBKfdNyJbM04" 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="XLq5bF9W">
OpenAI's GPT-5.4 mini and nano are built for the subagent era </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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3nFN2jdv_7l9PxpW3qN55N20mMzhW7_qD1V60qPVmW7PCPqm7xmbcRN8BnjnHZFqcyW7ysYV0767GDLW318z2f8w8j2CW4fB_jB135LqmW57jxXN3g6spWW6kKW4h7wQmqSN4BVx4ftdlTgW6bClGz1P2NmGW2Qgqfg5Z0Wy2W6zL1G32GPJxtW5NDmKL3GNz16W83JFRb1W_kClV3Ytk88KmjpmW9lYy685fSzm5W5WQdrY5DPWWBW5PMr001C9gc4W8W7mg85vdLsgW39z9rF2s68pdW13dlXy1HS4QPW8ZVctG5ygptwMdmjGBBcZBkW3Qcc_n1JXmT1cRkn404" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3">Frederic Lardinois</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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3mRW1kV0Zq3CqgBLW5cRKGg5jmj5sW3wSl357dPD3mW8QLDsy3vsFYGW4zB5Qz5YRs1hW6Vs68850tZgtW3ZWPBM2jXTSNW2M-tjZ6zLMD0W6-y1Xn8ksxVvN7vYkfd3gS9qW2MvgJb2KxCJBW33T8Cv72yvS0W7dY5Rx5pPd05W4-p3Tg88b6pgW4W_HYW1PLlFtW4zDR0G2fSkxMN6J2v59Wk2pSW80jCCV3PNjt3W3DzBHG6SxPj7W7r4Y2g10qXx9W721JdD2_sF4hW9m5gkH55CrgNM9PMdn8svrLN1N_8HmkPrKQW1R7mKX5c3_zvW6zR9qm32BqXzdpf10n04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="tzpz+8G+">
<img src="https://cdn.thenewstack.io/media/2026/03/00e9fa1a-riswan-ratta-madrfvceutq-unsplash-1024x768.jpg" alt="Featued image for: WebMCP turns any Chrome web page into an MCP server for 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3m4W2nkW4L8skRvsW6MdWTN6hyMN6W7gkRK798r770W2DbqTR6d1l7xW1c6Cbg1B2tzXW7np_N37TpL9qW5cPn4F5RBdgjW1D7XJ754WsKkW1pG1Bz8NZ2TdW7fYvzq7R8-G_W82crtp3ntGk5W3h9_wc2VJ8_jW8CgkWy2qxkXgW5fnkF96rS7Z8W2kH9q46pNRqmW5k200Y25Y48kW28xlMQ6XVvnJW6jNJhW7VXF-TV9CSZw2dP7zFW2d4dn51rmbWLW24qTFl5j0S7xW3G2dp78vBBS4W4Zp_S98YLDJ0N8T6ZprMqdvQW194k062SVgFpW4TXVKD5lQWdFf57S8nC04" 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="CSZBm8cS">
Model Context Protocol (MCP) </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3ksW2WvJM511KHLhMv3tmTbqSr_W57GbnS3jRbmRW57TQN75pmNr-W45lg_B4ywcyTW5PYCFj6ZgRH_W43P8mF58Mr26VSvm1b5CyTMQN6lGfN9pyy3wW40QPwW2900ggW1mvBcn8JbG9qW6W4Mpl5ZbhB-W7CkDfT8MDkMTW7VG00N8-vlFFW77dy9m2D0gJYN8TnpBLFv2LwV8TwLT858Mz5W7mDDRw4xJjmYN8YXZFMDR3gqW3Z_pcd1T9jYxW6RrgD653yBdcN6MX92MrN1lJW1HVqDK8R1GznW3Sd1Hk6SWnGzW5ZPwhp2XgxWqN5PJbV33hjYff43cHK-04" 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="REt+tezB">
WebMCP turns any Chrome web page into an MCP server for 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/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lzW42K1-F7y9cJjW3nmhbL5zhb6VV_CgnG5n9vtXW91YLCm49xHvwW1YBF233Bk9qYW5ypjss1DKmj8W7mWd2z6NYfMNN3mB8s_cCWRMW8rgRMj6P--fkVqHmNm5vqJvVW21lHyr50b9jnW858BwL5ScSGhW1KBZFB3Kz_CtW5BRpzL6-6D_qW41F6hj10NQl0W6lq5Dc2TgwbDW97Qvgl4mnqqjW1Hb4vt3nxZ0YW4tBb8C6xSx8FW2tSPJs7FzTgGW1BXDHs1WSfP_Vk0PWG8zfTwYW1wdwS214YBxZW5CNr1Q1pg1qgW7V1H215zDsq0W1qG-z34fDnGJf8BCpTM04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="UgNPfgtM">David Eastman</a>
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<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lRW1rHXMQ6RBcmJW6S4jLy8-MBGHW27LHlt63hxZ-W4BT0rS20QTpLW1nX_RC3NR_jvW8-gSqZ4fNrkLW670cfp6pbjPhW331GQC7WpmK1W1MD6PN7mk1csW6ss-yz88x-TpW39115r5L06ZSW29jlzx3xDlF0W2R3lCT5QZ73NW1dx5vv15qKc9W1DdkhQ6DmC9LW5mJ_QP2LJXJ-N3j8ltTw83LXW5F92fF3tnmq9W4_RHFV2-pgshW8Tx6994TNhwfW8lbwKT9jLF_nW6RfwL87YmLn3W1199112vctQNW5gx3Nd5xnQCFW51Md0f6kJBvCW8WLZvN8kf4B-f7qFDx404" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="rNKo0XhS">
<img src="https://cdn.thenewstack.io/media/2026/03/3deff7d4-summerizze-jsudvst2afu-unsplash-1024x819.jpg" alt="Featued image for: GitHub Copilot’s effect on collaboration has stunned researchers" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3l8W1Rd1WW8rMTv5W6QvkFx5thM89W5T_-6_6qwvh7W2H_kyg3chMCXW7kCNxc2Rsp70W3b7nh37LSfx4W2qX-S-9cWG-3W93y76z1qZVVqW1GQSQ-2BsfplW5zkHlq3fqhNKW4c0MX_6FNkXHW3Wd0Rc7Rp2ZQW3Y1JGy5ZplTgW4xqSRs6FDWnCW5bw0J06jZC79W8NBnD723Yp6rW6zDffm8TX4xzW2mjK7f6N3hNcW948CcP9dRCqbW3JCVVx37447qW6VtSsP90pQdFN5ms6rBl-lbxW3k9Npj7ngdP2W6jggDX3PyDqWf1Dk6Yn04" 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>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3qgz0W7Y8-PT6lZ3lSN2R8lnJKGBZmW7y5jX22SWBWKW1HPNvH5Cx2fNW1cydMF211VcPW5V1Y8j2Jq6G1V1mkpF2sr6jDW5HF7C625LGlxW5YqZHz4rprqwW4QwqPS75t3_TW1Z87gm8ZHnY_W5lTsvf4r8T8nW5PRsdQ1g7nBMW6bDSxc7lD96sW4jzgYm4D6G2bW3n0vKL7NXKzbW4ZsW3_1-6YHwW7Wq5gT97DDSPW5CY7Wr1y8frbW7hwBS22r3rYcVqHp-k7wLfylVcQJHK94pj2GW1Vtw7689rF8sW1_lHfz3JwDXKW4Wwf4l2VR0JcW6rrfyd4txsZ5N6NQ4-6p165MdqT3Ql04" 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="Nd1kvuR3">
GitHub Copilot's effect on collaboration has stunned researchers </a>
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23qgz0W7lCdLW6lZ3pjN5cBk2hyGwKtW2xdwnS7tnR2XW4_pt1k653mdyW6NVZtx1RNT88V98myM2WsdBnW6Y27nt278ZkwW6pzFmt2684nnW53nNhl3nhwKqN31JFBjQYtK0W8v_LqS8ZVfN1N4l9fGZzjBTQW8JhS1L1xHFm0W2Fq9dQ7ds4Q7W6h2tPB8Hsl14W1QTHK438Lkd3W4WrWGB5z39LDW3dVrZc3-N7r-W4SRJYN10-yBkW6NDKlz1d6LcxW7mKd3S4Vfsk7W7QNmjq1f2DTCW5vbCS02kWWXqW9fDkJX8HKv05W6nj5k91hLPcFf5SCpsd04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="nOplOShl">Steven J. Vaughan-Nichols</a>
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<h1 style="font-size:24px; line-height:1.1">Higher Kubernetes velocity without higher operational spend</h1>
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<p data-pm-slice="1 1 []" style="margin-bottom: 1em; ">More clusters and more releases should not mean more overhead. Standardized delivery, shared templates, and automated operations improve efficiency, reduce rework, and help large organizations scale Kubernetes with predictable cost.</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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In the spotlight: How to build Agentic RAG with Hybrid Search </div>
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Retrieval Augmented Generation, also known as RAG, is a powerful method to find relevant documents in a corpus of information, which you then provide to an LLM to give answers to user questions. This article dives into how to build a powerful agentic RAG system. </div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzF3hCZYW8wLKSR6lZ3q7W3S4VHX9dWvQRW7HLXy41WVlG7W3YXYSt4FCrgrW82wm-_8bzXt7W6mkhJh3QrYDvW4NVSkY4jXJKQW8jvRlH7tXZJCW8rsrPP2-pL-xN9hGGcj3H8XSW68l_gS2THkKKVV0jQ851cy61W1Cp_Mp7RJvftV62SJb1B_xP3W1rd2j07b1hXWVNLgGS5_sZr0W7HRq-R6y8qn4W7k4Fjc6-6m7pW6W9sG_6vy3ZMW1VVpd52x6MXdW6DSh2s6G2hnsN1gRQ-Mcl71MW7tG2RC9cdMbKW7y4YZG8Zw4MYW36bbZg5yQpvzN3X6G4L23Qx_W6c3zF54FQ4HKW69LVSj9d3Y5YW4vCqMR7fTXm8dk0PSb04" 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="WrIBW8+/">
Read on Towards Data Science
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Live tomorrow: AI-powered Kubernetes observability best practices in 2026 </div>
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Join us tomorrow for a live session on practical, AI-driven strategies to run Kubernetes with greater confidence and efficiency in 2026. Learn how to leverage AI-powered insights to ensure the health, performance, and security of your increasingly complex K8s environments. </div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzY3hCZYW95jsWP6lZ3mhW4mNblj3H1y9_W5PQVSN91r-_bW5wFgB83LJj9yV2WYG87f_r4DW2JN4Qk89dB2HW8CBwSQ1xf-ltW5CNXvM37SGcrW3LwyNx8XsFZvW8yfJFP6wMQ-dVsNSpT6p8WhmW1WT8Q-5ncfR2W20pYW849-JX5W3rtmHm4XQ7szW6f8mLC36ls-7W175YDZ1wzbdKW4QVm-G5G68V4W6tYG8465VJs9W5Mt_bq8JRCjLW6z3HVZ1t1qqbVbHTng5R11yFW5Dwy5J29w8xcW49KB_b3pQP1wN3csMZ72n9XwW7c163r4thTmvV7Y_CD3B71vZN2JZ3_B-qh_SW7bGdwQ7h3TVgW8Kgh5C3BGV2gW8X3Zls1VT1kPW5ZlstP1cmgKmf2V12RM04" 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="oJv9r6e+">
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TNS Agents: NanoClaw’s answer to OpenClaw is minimal code, maximum isolation </div>
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Gavriel Cohen discusses NanoClaw, his minimalist AI agent framework built to solve security flaws and dependency bloat in the age of agentic AI programming. </div>
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The AI Infrastructure crisis: When ambition meets ancient systems </div>
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Is legacy IT holding back your AI ambition? Discover the four pillars of AI-ready infrastructure to modernize your technology stack. </div>
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Plus: The AI revolution will be open-sourced
March 18, 2026
Coding's unsexy fix
AI code-generation tools have compressed software development cycles, but testing that software has been left behind. It’s tedious and occasionally cumbersome work. “It’s not sexy,” in the words of one industry leader. But it is critical.
The gap and how to fix it is the focus of today’s lead story by Frederic Lardinois, Senior Editor for AI.
This week, Sauce Labs launched AI for Test Authoring, built around what the San Francisco-based company calls “intent-driven testing.” Engineers or product managers can now describe what an application is supposed to do — in plain language, via a Jira spec, or even from a Figma design — instead of writing granular test scripts that specify every click and browser interaction, Lardinois reports. The platform then auto-generates executable test suites and runs them across virtual and real devices on Sauce’s cloud.
Sauce Labs CEO Prince Kohli tells The New Stack that testing has been deprioritized for decades because “it is not sexy.” But with AI accelerating code output, shipping code has become the real bottleneck, whereas writing used to be a cause of slowdowns.
Go deeper: Sauce Labs wants to solve an AI-created problem nobody wanted to work on (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3mYW7jk5lk6bB5PRW22Nm1s6D2fDJN3wTQH16f1H9W2pmJJd2Tw16vW34m1zf4d4Zt1W4dn68f7hGF5jW4DNMvJ3rkWvzW4v7HY12D18WqW7dpN351Y8LMpW1SvRGf2gljssW5Rd44N1sf_8FW6BL771205d8QW1Pp29X5nz-k_V4G2_F21jBpTW9lrlXk5z7-FdW6yN_qB4Q_0d2W3Hzq1v1SpSC_W3bSvRY7tTw5ZW2JS3Yz2NB2ZPW1mqYF752ljWPW45_WjK6S6RyGW693vw-8CddvcW20FZ0n7Q1dW4W7gY89c3JJzftf44Jh9604 )
Here are more essential news stories for your Wednesday:
Java 26 lands without an LTS badge. Here’s why developers should care anyway. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3lFW6YFpHq31CwmTW20LcSK6Rg3fcW14ZN_C3mTTvdW51zW4G1FpChZW8pv5hx90T0WtW5-5mTV10xfxhN56m91NlX4zgW8TQsfD8S7yM8VPs-wv7bGKc0VjTFYR2Y20-kW91NxQc5KnMPpW7D2Cnq4zD_MGW1v5WPQ8fzf4dW7Q1L9N66XVMCW5jG6r42FfX5kW43s_Yh8TXd1KW8qXYtb46n6wbW6H3kWC2HWYGwVMr8sx2sSN-4N40qJx5MJWdhW7SMFtY6ZlLlTW5spNs06bhH6xW3-_wFs19zcb0W3HdVjx5DmJJ6f66g0mg04 )
Chainguard has a fix for the open source packages your AI agents keep grabbing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3kGW4qgrQx5SF3Y2W4BlzTm1GZmLXW2s45xt7qZmtCW2zCnHp6vCR3NW5DWzzw1my53gW58mJz650nDhZW5cLGXW3rqYwGW2Zk8Yg8hWlVBW3XNBXJ7NhyzwW2QK0tC3cJKWJN30MRsvRP0T0VKySTw33jbV9W841gyP1sRXtlW3DRyH86rWYGDW7ZNN7C6shjqvW8NYKHt4zPFpTW2d8fGQ1_fs6FW6yWWRX2L4h3NW6Ntn8-1thNKwW6VJszQ8RPLNSW5QTX4675-5jHW3z86yb6hxyXrN3Ylv3TWMX0TW4sSk134VVc3fW44_wrH1P719qW46txx06sS7SWf3m80lH04 )
Capital One deprecated an AI tool it once championed. Its DevEx chief says that’s the point. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3mBW2rzzcV6Z-SW4W3MKxc_1K6zKqW98QYD34l9_S1W75zdrn3XVTvGW2zJhCz5ZGfwCN4GMtJfRBV7mW19zZKZ8Swy-LW3SQ4qT78KppFW7SfN4T3ZXZLsW977Mgx1HDltqW63n0954_gMMgW3fBC_08RcmMwW5L6ygy7YGbGrVyMywx2KQyxwVc5Cpb7hKpJXN5QH-6vtC7DxW4-5FTC2ppDCZW3X3Q0z2RrBh2W85hlyx4GfSgTW89PT5K4p-tMZW1FvtVx9fkVgXW2sJ-vl3MCxx1Vw8Z3H8C_23PW1xth7H88VcLxMKFs313q7BnW2lKkfY9fvzFVf94pXyK04 )
TOP OF THE STACK
Sauce Labs wants to solve an AI-created problem nobody wanted to work on
Featued image for: Sauce Labs wants to solve an AI-created problem nobody wanted to work on (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3lZVc3gH09bYnNlW96twjP1Xmzd-W9gHXTR2Nr8VlW82Z1KV1V81hmW4djfVw1rpPlgW77-fQS2D4PtVW3cRBBb8Vm0dwN1s3sqxXRyjFN96x87ghDbWrW7x1pQ33P1wNcN3s_9rp_dyWYW1CXwLX4wn7bzV2kt905PT6NyW6bsrKJ5jjvTfW18PjSw6bYLgMW7xmD921j4Rl0VbRG662mZC4dW8SkXyB63bmc7W3DdqJk158cS3W4Wtz4Y7frmsYN4PVZtYz3QvRW7qnh5X8CsnxmW1DHMh484dzz1V1__pw5mV8Rlf6tY1Qb04 )
The company's new test authoring tool lets teams describe business logic in plain language instead of scripting per-click test cases.
AI code-generation tools have compressed software development cycles, but testing hasn't kept up. Sauce Labs thinks it has found an answer.
To ensure that testing doesn’t become a bottleneck, Sauce Labs this week launched AI for Test Authoring, built around what it calls...
READ MORE
Data Report: IT Disruption Too Costly for Leaders to Ignore
The latest PagerDuty State of AI-First Operations Report reveals the financial stakes of disruptions have made operational resilience the top priority.
Some organizations lose more than $1 million per hour and 34% lose at least $500,000 per hour.
READ THE FULL REPORT
WHAT ELSE IS NEW?
Featued image for: The AI revolution will be open-sourced (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3nbW1J6_zM4bF165W6F4PPq788CqrW8N9kV41w4zK0N9bnspPkbk--W5XCzDD8kYTbWN85bg9GMnlpbVKy5tx7-FZ1jW3wlQVn2MWGqpW12zfNw6BHXgDW1zWJV53D4LY4W5Z5VHB3nkMrPW8H0ntj2BRnXvVfh-24802NJ2W7p43Ys5TGg79V2Cwys5n2cf9N2zl6RfGsxbFW3xsRTl4YhbNQW1PjR2090xkM4W93sh2k6222wwVw0GwV5-XLvqW5NfZyR2W7V-BW7TCFn15ftnS1W7Z3qZp3P0fNwW5l1gSr4jHSXmf1mbz8s04 )
Featued image for: Java 26 lands without an LTS badge. Here’s why developers should care anyway. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3lFW6YFpHq31CwmTW20LcSK6Rg3fcW14ZN_C3mTTvdW51zW4G1FpChZW8pv5hx90T0WtW5-5mTV10xfxhN56m91NlX4zgW8TQsfD8S7yM8VPs-wv7bGKc0VjTFYR2Y20-kW91NxQc5KnMPpW7D2Cnq4zD_MGW1v5WPQ8fzf4dW7Q1L9N66XVMCW5jG6r42FfX5kW43s_Yh8TXd1KW8qXYtb46n6wbW6H3kWC2HWYGwVMr8sx2sSN-4N40qJx5MJWdhW7SMFtY6ZlLlTW5spNs06bhH6xW3-_wFs19zcb0W3HdVjx5DmJJ6f66g0mg04 )
Java 26 lands without an LTS badge. Here's why developers should care anyway. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3lFW6YFpHq31CwmTW20LcSK6Rg3fcW14ZN_C3mTTvdW51zW4G1FpChZW8pv5hx90T0WtW5-5mTV10xfxhN56m91NlX4zgW8TQsfD8S7yM8VPs-wv7bGKc0VjTFYR2Y20-kW91NxQc5KnMPpW7D2Cnq4zD_MGW1v5WPQ8fzf4dW7Q1L9N66XVMCW5jG6r42FfX5kW43s_Yh8TXd1KW8qXYtb46n6wbW6H3kWC2HWYGwVMr8sx2sSN-4N40qJx5MJWdhW7SMFtY6ZlLlTW5spNs06bhH6xW3-_wFs19zcb0W3HdVjx5DmJJ6f66g0mg04 )
Featued image for: Chainguard has a fix for the open source packages your AI agents keep grabbing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3kGW4qgrQx5SF3Y2W4BlzTm1GZmLXW2s45xt7qZmtCW2zCnHp6vCR3NW5DWzzw1my53gW58mJz650nDhZW5cLGXW3rqYwGW2Zk8Yg8hWlVBW3XNBXJ7NhyzwW2QK0tC3cJKWJN30MRsvRP0T0VKySTw33jbV9W841gyP1sRXtlW3DRyH86rWYGDW7ZNN7C6shjqvW8NYKHt4zPFpTW2d8fGQ1_fs6FW6yWWRX2L4h3NW6Ntn8-1thNKwW6VJszQ8RPLNSW5QTX4675-5jHW3z86yb6hxyXrN3Ylv3TWMX0TW4sSk134VVc3fW44_wrH1P719qW46txx06sS7SWf3m80lH04 )
Chainguard has a fix for the open source packages your AI agents keep grabbing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3kGW4qgrQx5SF3Y2W4BlzTm1GZmLXW2s45xt7qZmtCW2zCnHp6vCR3NW5DWzzw1my53gW58mJz650nDhZW5cLGXW3rqYwGW2Zk8Yg8hWlVBW3XNBXJ7NhyzwW2QK0tC3cJKWJN30MRsvRP0T0VKySTw33jbV9W841gyP1sRXtlW3DRyH86rWYGDW7ZNN7C6shjqvW8NYKHt4zPFpTW2d8fGQ1_fs6FW6yWWRX2L4h3NW6Ntn8-1thNKwW6VJszQ8RPLNSW5QTX4675-5jHW3z86yb6hxyXrN3Ylv3TWMX0TW4sSk134VVc3fW44_wrH1P719qW46txx06sS7SWf3m80lH04 )
Featued image for: Capital One deprecated an AI tool it once championed. Its DevEx chief says that’s the point. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3mBW2rzzcV6Z-SW4W3MKxc_1K6zKqW98QYD34l9_S1W75zdrn3XVTvGW2zJhCz5ZGfwCN4GMtJfRBV7mW19zZKZ8Swy-LW3SQ4qT78KppFW7SfN4T3ZXZLsW977Mgx1HDltqW63n0954_gMMgW3fBC_08RcmMwW5L6ygy7YGbGrVyMywx2KQyxwVc5Cpb7hKpJXN5QH-6vtC7DxW4-5FTC2ppDCZW3X3Q0z2RrBh2W85hlyx4GfSgTW89PT5K4p-tMZW1FvtVx9fkVgXW2sJ-vl3MCxx1Vw8Z3H8C_23PW1xth7H88VcLxMKFs313q7BnW2lKkfY9fvzFVf94pXyK04 )
Capital One deprecated an AI tool it once championed. Its DevEx chief says that's the point. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3mBW2rzzcV6Z-SW4W3MKxc_1K6zKqW98QYD34l9_S1W75zdrn3XVTvGW2zJhCz5ZGfwCN4GMtJfRBV7mW19zZKZ8Swy-LW3SQ4qT78KppFW7SfN4T3ZXZLsW977Mgx1HDltqW63n0954_gMMgW3fBC_08RcmMwW5L6ygy7YGbGrVyMywx2KQyxwVc5Cpb7hKpJXN5QH-6vtC7DxW4-5FTC2ppDCZW3X3Q0z2RrBh2W85hlyx4GfSgTW89PT5K4p-tMZW1FvtVx9fkVgXW2sJ-vl3MCxx1Vw8Z3H8C_23PW1xth7H88VcLxMKFs313q7BnW2lKkfY9fvzFVf94pXyK04 )
Featued image for: Scaling Btrfs to petabytes in production: a 74% cost reduction story (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3lTVssB7Q1pVBlTW7NP_fx8D0j9DW47MmL05cKRfLW8slnVQ2t8p6nW85K_zG1MjtK5W7qht3G3S47cPW8fhsdP1Z857HW22BJcc8b8ZgpW5l8PDG21fwnbW8wwB6H7BSFcmW2m3WRN81N4RXW15s7tH83CVXsW1NdbNZ4-R-rwW8PrwxB7NlD4XW6X8b_83JJ_SNW3qbpCR2gggQyW2YpW3_7HNmzRVwk80k3ry7qcW5z_hn96lWL99W4QByv59k3jSWW64kRwn2pk-04N6tcVcF3RgyJW12LnD35MqjXDN1c5DkKMksDpW4vBZ-w9j4SMjW87MsDc4TZQWLf4ghBKs04 )
Scaling Btrfs to petabytes in production: a 74% cost reduction story (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3lTVssB7Q1pVBlTW7NP_fx8D0j9DW47MmL05cKRfLW8slnVQ2t8p6nW85K_zG1MjtK5W7qht3G3S47cPW8fhsdP1Z857HW22BJcc8b8ZgpW5l8PDG21fwnbW8wwB6H7BSFcmW2m3WRN81N4RXW15s7tH83CVXsW1NdbNZ4-R-rwW8PrwxB7NlD4XW6X8b_83JJ_SNW3qbpCR2gggQyW2YpW3_7HNmzRVwk80k3ry7qcW5z_hn96lWL99W4QByv59k3jSWW64kRwn2pk-04N6tcVcF3RgyJW12LnD35MqjXDN1c5DkKMksDpW4vBZ-w9j4SMjW87MsDc4TZQWLf4ghBKs04 )
Featued image for: Why your observability bill keeps growing (and it’s not your vendor’s fault) (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3mPW5CB1cY23QdXpW5HHrxv6JD8t1VgHHkF7YnjDdW1Y23RN2Z_7ztW6H7_1r5z3S4RW1GJTM768vpgJVRn2f93pPk6VW335FRm5ZtWQjW3pnlbG7Zp01RVkcH6t1wmhBbW23cxYn6rycS0W69y6vl7sVvxmW98Ry_-7vCM2hN5SlDdRx3PCxW37Kj-k4s5T7GW2b3fl-9jHD1mW1Z3Qd325pZRfW5n6nN93hHJJgW7hX-tz6ysvZtW87RWZ02Tl7rfW5RGF8m1hHZ_sW4SrQLK7H7tNqW534fch1DzJJ-W3Yxn3468Gf1wW7_H-nN3FShTNW4Pd4pB8lJ4Xcf24XTM004 )
Why your observability bill keeps growing (and it's not your vendor's fault) (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3mPW5CB1cY23QdXpW5HHrxv6JD8t1VgHHkF7YnjDdW1Y23RN2Z_7ztW6H7_1r5z3S4RW1GJTM768vpgJVRn2f93pPk6VW335FRm5ZtWQjW3pnlbG7Zp01RVkcH6t1wmhBbW23cxYn6rycS0W69y6vl7sVvxmW98Ry_-7vCM2hN5SlDdRx3PCxW37Kj-k4s5T7GW2b3fl-9jHD1mW1Z3Qd325pZRfW5n6nN93hHJJgW7hX-tz6ysvZtW87RWZ02Tl7rfW5RGF8m1hHZ_sW4SrQLK7H7tNqW534fch1DzJJ-W3Yxn3468Gf1wW7_H-nN3FShTNW4Pd4pB8lJ4Xcf24XTM004 )
Featued image for: Chainguard thinks most DevOps teams are solving container security the hard way (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3n8W4wn5xz28lV8CN8bzxxW74BgdN5j6yr8z6CNTW2m5gH34GvGQjW5N8t7895pLd4W42ClM56lSSjBW3BMTB-4gsl4XW6hkKT57RQWD4W4TKPR928SNCVW4_pqrB4VbNb3W1Kfmw33rGRkLW8xLyc17Hd4hbW2sM5z17t8dxvW7NBdk_6VJH9RW6FhvCD393J_wW7yKN5d4ylv4FN2tPyPyBgc24W8DVwD64LDCSkN81jPwClmfykN5-Dz3nSW61mW5Dy4-K7pX-1TVSFRCX27hv59W7W8ldm7MKpDpW6qwtq_8lVnLfVMgXzV16SPRHW3rfqFQ1CrTh3d-pyM404 )
Chainguard thinks most DevOps teams are solving container security the hard way (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3n8W4wn5xz28lV8CN8bzxxW74BgdN5j6yr8z6CNTW2m5gH34GvGQjW5N8t7895pLd4W42ClM56lSSjBW3BMTB-4gsl4XW6hkKT57RQWD4W4TKPR928SNCVW4_pqrB4VbNb3W1Kfmw33rGRkLW8xLyc17Hd4hbW2sM5z17t8dxvW7NBdk_6VJH9RW6FhvCD393J_wW7yKN5d4ylv4FN2tPyPyBgc24W8DVwD64LDCSkN81jPwClmfykN5-Dz3nSW61mW5Dy4-K7pX-1TVSFRCX27hv59W7W8ldm7MKpDpW6qwtq_8lVnLfVMgXzV16SPRHW3rfqFQ1CrTh3d-pyM404 )
Featued image for: OpenAI’s GPT-5.4 mini and nano are built for the subagent era (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3lVW4RVW7d483y6yW58n4144lNybBW4dTY9071sb6gN7nFWHWgG4YPW5qfK493FzqMlW25zbbH6NLrGWN4R_h_LLDDntW2XKMFM8P8M-kW30x5ZN5T4SBpW2cN3p88Hb1MCW7x45zj191t8YW38RZTp8-5B3gW13mRNB1Zg5q-N5sc7HWWZJVTW2xZR265wyC2vN5plGpjzJtf_W44jW_W44QJLQW4ls6gP7LZVlkW43xy0w48dcMWW1jYp5P909_CNN6ZhLwMj8hq-W6vtCNz6JCYzDVw903k7B3_DrW6FRtdX479y66f7XzJVF04 )
OpenAI's GPT-5.4 mini and nano are built for the subagent era (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3lVW4RVW7d483y6yW58n4144lNybBW4dTY9071sb6gN7nFWHWgG4YPW5qfK493FzqMlW25zbbH6NLrGWN4R_h_LLDDntW2XKMFM8P8M-kW30x5ZN5T4SBpW2cN3p88Hb1MCW7x45zj191t8YW38RZTp8-5B3gW13mRNB1Zg5q-N5sc7HWWZJVTW2xZR265wyC2vN5plGpjzJtf_W44jW_W44QJLQW4ls6gP7LZVlkW43xy0w48dcMWW1jYp5P909_CNN6ZhLwMj8hq-W6vtCNz6JCYzDVw903k7B3_DrW6FRtdX479y66f7XzJVF04 )
Featued image for: WebMCP turns any Chrome web page into an MCP server for AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3mPVt3Fqb4dsQFcW6wjmz_1W28X8MwYwhJ8VKjcW8XFlyc10QL-hW6Ty8-r7K_gStN8kxZYy37MtvW6PCXcd7nNh5BW5_2BPf4456_zW3FFxF86DbPmkVdcXrf8cjn9-W5nj3Gb1gsBM5W5Q3YnZ1g44spW8kRZyz5ZqsTPW64yJV08tcwQvW8PjT8-6h_78bW2SXz0g6sFNGlW4YW4Z35PJW9zW86KD-r6P0TkBW7Vm1Kc5CvXmKW1HmV1S29tCvYW4C3Rxj1GdS9dW71Pzkp3z5JN4VXhp5S7Q72GwW5s47Cp6hC6Vqf7DVSLv04 )
WebMCP turns any Chrome web page into an MCP server for AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xz23prCCW7lCdLW6lZ3mPVt3Fqb4dsQFcW6wjmz_1W28X8MwYwhJ8VKjcW8XFlyc10QL-hW6Ty8-r7K_gStN8kxZYy37MtvW6PCXcd7nNh5BW5_2BPf4456_zW3FFxF86DbPmkVdcXrf8cjn9-W5nj3Gb1gsBM5W5Q3YnZ1g44spW8kRZyz5ZqsTPW64yJV08tcwQvW8PjT8-6h_78bW2SXz0g6sFNGlW4YW4Z35PJW9zW86KD-r6P0TkBW7Vm1Kc5CvXmKW1HmV1S29tCvYW4C3Rxj1GdS9dW71Pzkp3z5JN4VXhp5S7Q72GwW5s47Cp6hC6Vqf7DVSLv04 )
Featued image for: GitHub Copilot’s effect on collaboration has stunned researchers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3kGW5Wzjxt2szwnjW2rf54l8V3Hd3W29VpFj3HNGf_W95G_XB7C6lw6W8HRcKR6jSDKDVQJY5d4XVvw9W6rY-Xh4DnBdqW6d-_qT9jqmr7V7G9df8LKyHhW2KLtTj53qKn8W2WVR3w8-X3pPW71csMX1QhbtdW91KxCY69s2N8W69lVl43sDGySW1L_TWn7hW-SNVHmrXG86j2jDN8Gnt4Ww9nfvW4F7YBT56KlZvN8cvzD7QD7NfN5L7xztblfkSN6tpvh8ZKyjKM1_sY7MvqSLW69YNF07KQf0fW1NjsYd8RnzpNW6-VJ2Z5B52hSW3h84q46YbNW7f7mWhl804 )
GitHub Copilot's effect on collaboration has stunned researchers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW2gJx2pmxS1W2cH8PB62BVVVVrHz2f5LQ12gN7-7xzl3prCCW7Y8-PT6lZ3kGW5Wzjxt2szwnjW2rf54l8V3Hd3W29VpFj3HNGf_W95G_XB7C6lw6W8HRcKR6jSDKDVQJY5d4XVvw9W6rY-Xh4DnBdqW6d-_qT9jqmr7V7G9df8LKyHhW2KLtTj53qKn8W2WVR3w8-X3pPW71csMX1QhbtdW91KxCY69s2N8W69lVl43sDGySW1L_TWn7hW-SNVHmrXG86j2jDN8Gnt4Ww9nfvW4F7YBT56KlZvN8cvzD7QD7NfN5L7xztblfkSN6tpvh8ZKyjKM1_sY7MvqSLW69YNF07KQf0fW1NjsYd8RnzpNW6-VJ2Z5B52hSW3h84q46YbNW7f7mWhl804 )
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