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Vibe slop is the symptom. Here's the disease.
Sat, 27 Jun 2026 13:11:58 GMT
GPT 5.6 is coming, but not for you
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Would you regenerate the code?
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OpenAI's spicy news
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Selected Message
From: newsletters@...
To: [email protected]
Date: Fri, 26 Jun 2026 06:02:30 GMT
Subject: Would you regenerate the code?
To: [email protected]
Date: Fri, 26 Jun 2026 06:02:30 GMT
Subject: Would you regenerate the code?
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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: Picks and shovels win again. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02rx5nR3bW69t95C6lZ3nZW33Rxxk1zvjy9W1p6wFb7Txq7_VF0qg37bk20dW27C8JT769GPvW5MDz6b1DKn2VW5NdW1Y5byYwpW9gwPVQ8Z3ZpQW8HV2gl6Zvj7XW8ZcGVk1_fpB1W8HM9jX73nNYfW5f22098dJL6jW4Tm1YQ46vbYTVdLCyv4-MYd-W8Z0S8n7d5F8gW4LmVNR1HXd5dW8pntNv2dtfRWW7lh0Hq6LJrh-W7-2ZJ-2l_CZWW39rpP02mS1-wW7LXzbX8ySFS0W3xlfyl5nRpKSN5BXmKrhSTPnW6QFsHj2dSlWBW7vMd9F1HNTFHW3pb1Nb1ZQG69W2ZyLc96D0zCKW3PxQLx6tsGy8W2XB41h1d-H4FW33hJzW4KjjCVW4b7qW53hdyHHW5_rVL72Kj6wdW4bN1Cl6ZN2zJW3lmCNF54M6NHW1yR-NT88f3fXW4jv8L38CTNJKW1M8Jtr7gxbpyf3J4WM004" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; text-decoration:underline" data-hs-link-id="0" data-hs-link-id-v2="7u5LIw3A">View In Browser</a>
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">“Code should be regenerated, not maintained”</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">AI is generating code faster than teams can review it. The answer, a small but growing number of developers argue, isn’t faster code review, but replacing code review with something else entirely.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">In today’s lead story, TNS contributor Paul Sawers reports on the work of Dušan Omerčević, who is CEO and co-founder of <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3lnVwfqmn1LnzkvVCNnJF58581wVK7PBs71yw3gW66g0DL4sj4NpW3lzt3g7SZ43-W6bsJ8C62zdbfVgfsY44bXkznW5_VR7c87F6cfW8yrk_Q6hRQgPW1twcL66G4W_-W10SkxF21gmvmW7JfRtX83hDwDW3yqndX3HSmJKN5yW405R3bZ2W6GqJLR6kfFgqW3xtBk27QzPrnN1WDWSxD74_FW7VL2-q7zVxJ1N7fYJRhZLs3PW7rQYpr8pzRXMW8XpBY93sFlR0W1sZpv31ZL52yVtbyPM67YNKdW7Gntjm3D6NgJW2j_W3P7KtHbxW4XCrsJ6Lk1z1W7JCwHx4LRzWkW6tBVHg1ZNQXjf5TBtvs04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="WSsFCjQK" target="_blank">Codeplain</a>, a company that’s all-in on spec-driven development as the foundation for building and maintaining AI-era software. Founded last year in Slovenia, Codeplain launched with the promise of “spec-driven, production-ready code generation.”</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The basis of this is Plain, an open-source specification language that uses structured, human-readable documents as the single source of truth for how software should be built and behave. The idea is that if something breaks or needs changing, you edit the spec, not the code, and Codeplain regenerates the implementation from scratch.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><strong>Go deeper: </strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3nVN6LfHyNQ9GGHW84cLLB3lmF6hW6DMD5g805JPWW1fKRkV7_qcgfW9lnb227rSl_lW7BLFZr6FWBJzN8tQRNzhbXksW3vdSb95CmQ_wW4MWt-_6tYHhJW7P5C5Y4z4yfvW3Mz0J76-Qp7gVy_zxr8wH_J1W8Bsjnz6cFzZXW2VSvvk949tyNW34H7b93nDCj8N70rmyGN9LKrW5KcxHs3kD-zgW4zkn8f7LztzgW6RKZMc4tscTyW7VJkS78GLBccW61jqJF3lPw6GW4hnN3Y50nK00W6CLvQZ5nRtSFW8qw5KS3gyZ07W3dkJzn3LwDQ5W4Q2-pg1vHCcFW84kGMq40xmpDN3Y7RSdt7J8vf2BhQ5g04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="+uOmmi4h" target="_blank">Codeplain makes the case for spec-driven development</a></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><em>More fresh reads:</em></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3nvV4Cb408hYXv2N6T84bSR6txJW7QN6rZ6MDpwDW6tk6MY2FWRrBW6JfmLd10L6PBW3VG8VJ4R-8J4N4xNxMBZqJTHW7FYH8_3HRrXcVT_y-95VKcMkVFjLCZ32_rNmW7ycPvc5WMmctW2Vyjq69hgWw2W79WwPG73KrpfW6TGjZQ4DGKR-W6Vyfm13mB3F8W3S4cG57z0XymW3pGdq545fwHhN2qDsN418q-_W4hT9-s8VRCmKW5H85nW6qgdxwN8tgGfPljkFBW2mz7bR5KBZrTW6FHS6J3mSGRQW7rQP003j5CrZVBb05k3KD7TzW2-x5m971g3nGW8_zJqJ3rdQSrW5M-Rxb7Kqwgsf7NZ6v-04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Qm7fuBTr">Trust in Rust: Foundation debuts official training to tackle steep learning curve</a></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3m7N835sCLVxrFkVQlysj3wvsm1W5mp6jx5Jb_NnW2nHFvx6GXt7_N1xRMyywY6VmW1PqhLQ5Yj0dYVD9s_52pHcQ2W1HKk9R4pww6cW4b1FS081hFBkW70YhPZ5zwbjcW1KTJGf5vGnKsW7TKFBR8YrKDsW5PWH0h2-LkyMW3R9SB46FTqnfW6zB9Kl3wTn_JW1vP6BQ32fT9zW48Sp651pFDldW7lMdyM3G3hC0W4cwdhb4nwwJkW30bqRy5-2VZqW93_hsP8Zm5Z0W9hLgDT9cwdGYW6sFxgY4bZ8-JW6vzk4t3Z9NgcW69HKDR8l_pv9W6Z07NK1wyvNwW72tVL_7l44fhW3SXVNX6pDw5Xf2p7jPR04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="xTPkQEfi" target="_blank">Picks and shovels win again</a> (<em>Cautious Optimism</em>)</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02qY5nR3bW50kH_H6lZ3lxW3MCvg07_6GlZW5j8dvk7KV6PTW1nb0Qv81ZFz4W16kJ6T7thcFTVdN98C6XjVqvW7sDf3C8BTVbjW80V--n3F2DLHW3L8LHh632p_ZW8LbfWJ2S16jsVygnLk8tDjN2W8RXxxT2_qmqRW37hGTT2jYwjBW7JWRMT4ShnsYW8Y-9PT3t4G6zW3wSRk55SZ81kW42D_hs5c922XW8z-fwW4cW4-yW1Y7cBn38b434W2X0My-385h4KW3DzjCC7Tx4T5W70MHgx2qVLDFW8lDmCc6tz9VMW3Wy5vn40FCqHV2GK1F57mbm1W8K5rS46Chvs2W5YY1yy552W0YN43jzHGD8cHsW7525-64-FClRW31kZSD1r9472W8cBGdN6G5b9rW5d48ck6PvwHWW579kXX3yf7Y7f58_WfP04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="oRLmKnmd" target="_blank">3 agents. 3 LLMs. 1 aging GPU: engineering parallel inference on bare metal</a> (<em>Towards Data Science</em>)</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><em>We’re looking for Sponsored Podcast and Webinar Hosts who can lead engaging conversations, put technical guests at ease, and bring stories about AI, cloud native technologies, and DevOps to life for our audience. Interested? <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3nKW87ZsVR32PJSFW90t5fR2rCNlwW4Knn1y7hDZmDN4rv9MzJqCbnW3l3FHQ4QN4qRW27xpBX4FKdRYW1k4jYr3Z34ZNW70rqxR22MYzRW7hH7Xm8m5FXnW7xhmf_7xyBG9W6q-YCV2xQmCvW56YgzC7L9V6-W4H_zQr14-3WSW88Pmgp3lpPd7W5c-H1R7Yzrh7W7sQXZJ7SvJh_W4SPVYx2FcthDW1C1xDn3vPM1bW6stNLM72nm8sW8r2XxB1L4shnW5tRRc67cFWtfW6lw8hs5tjq-zVPzlQg1wdCHVW8LbSqD9fm906W3vg3GJ79FQz_N15hqVq6yx3_W3xHmD_5Fjy-_W3KJMq_1RM4F5f23TG5604" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="G7MW3kcb" target="_blank">Apply here</a>.</em></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3p2W8yXW9C22vmbsV1t9xB2WvWgLW1V0gJ72wVNxvW1w85ff2F67GCW3gq3_W3mXMyFW2myLHk5WkXJ-W1sxCfz6XFQdlW54phx45lG0ckW8Jh0cK4WSV_kW99CYH57vlmZrW67X6J47r3lJXW8z0Htf80z88JN5RBVZk4N7PpW5bwZZm3q0CT0W4VNBfD9kVc9BN5qQgJ01PfFlN6wKThLzks_kW7dLqPg6p_vj7W8fSxvv440cq1W1ZJfCT4X3YPqW6fbwy55DNv89W2sdVDn4sfMLzW6B761c15SSr0W3rXvwv8pNpNBW1hY9Cd3VWwrmW7JZb055qx2fCd7kQF004" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02t03hCZYW95jsWP6lZ3m0W24yLdR3LlLYwW2JQHTQ7cnTJGW8yvcJh1R3N__W4NJKtP7rbZdBW2lQqLQ4zHGvjW27dXdd71xkpZW4gzPzC5LxYpFW4Y6yfG8nJr63W7tk5bJ75tp_gN8tZDg3jMTGQW85XmsY5PtMMlM2rbfS8FShrW4vDZyk1Chr-JW8yQDLG6c9vmkW8W3GzB7NdVdmW44F8fL1-tb05N6_F1XyD52PQW3RQ9TR2l9MWhW1qt6M62Y5PGLW1MCQs749Bs0TW7H3JVk1wNglbW4WSf1k2C5k2jW4Kws0X7RgvfRN4RnZDk61Tz8W4DFyQd5HZ-2wN8qKN_jYWGlWW8Bzwfs95hRNHW3cw5lr4Lp_6SVLsnwq8vxLV3W5FBl_W5trMv7d3dfYj04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="+DXI60cb" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/06/877f0e3f-fortra_webinar_23jun26_ondemand_16x9-scaled.jpg" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> From silos to governance: securing IT/OT data movement </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. Watch on-demand to see where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02t03hCZYW95jsWP6lZ3nvN60prKyXg8cgN43D73V-gn6zVnpJVM24q327W8GgFQb5DVJW_W5x0_ps1NwlSZW1trCCV5XlVNVW8pq_TM2dbVx7VVy_Gb5h1Tz6W3CvBjD8FC1jRW8bsfkD4Y85HHW5kN9Xv291P5YN5ZSm8nBKhB1W75DRMJ2rFXB5W8mPxYP7kFktvW1Dx8XN3cCM4LW8mb-V138YgGGW452P7T24N4b1MFxmWnB3fgCVX20FD63lBhpVdyt0b7LD2dsVG4bbJ80nJwmW983QJZ3lXQv_W5MqXm56v2tvWN1VtbCCVFs7kVhlL4235BdqnW1YzJN44-j552W4GMkHV1wNQT5N55xgz9GbfJKVGqQJ25QCdDPN7w0Y3vJNFXxdFrtlM04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="qQYn30tX" target="_blank">Catch the replay</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">"Code should be regenerated, not maintained": Codeplain makes the case for spec-driven development</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3mKW4RX2cG1KkMDRN2WYC-YZtSdhW36ZzCy3tnqsRW6Bwb3G47hjBBW6Rghzk3YRdYDVDw04G3PVbmrW4x82zj5MKb7cN3DJtrHx6l8YVCjCBk79WgY3W8GhGK84qDWHnVZ7rLv2JMsYjW10snyK5gn9SlW9b53D782FcyJVZXRMw67QDRSW8bLhFP7S_spdW7-29hM8FPvLlW4h8JD93sjtrTW3TJ0K16q_01PW1ms6S14N-VxpW2VWkF02NrDgWW6r36Xn7jbLZgW6pFvxd8cZybQW10qB1W1VdCZGW8S2HQl2-vJ5YVxBWLV3Pg7Q2W3qCH135YmqJMf7wyCXF04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank">Paul Sawers</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3pWVtMVJ771FW0MW5tH9mj3tt2QCW12vdqT799Wy8W1v05kr7L9G3HW2Sm3tc4_T2cYW5q0ykk3pHWfdW9kfdPM525mCcN7Mvszl8FwQQW8NN9qM4wTXdZW9gSWcP3ycGg1W4HXNfy641-VyW4ltTs34zqDVBVYDyJ158Tb6bW6Dh_-55G9b1JN5QFnjCh869yVv6vWp3_Zfn6W2lGPt26Bjm3QW4gkt9Q5TrzDCW1m_yqq783BCWW1ZbY-58yDqztW2r5d-_4yv9qlW7z1b3L5CvK5CW65NvZN2c8mpvV36rq96d4z49W1JX5S57bx8mKVBRvMw7m7CnqW65WFKZ48zR9yW3g4QbF68cJ34f7WrRDl04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="2" data-hs-link-id-v2="i8HN3xly" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/06/b5af3842-summertime-flag-sfrnzzjylck-unsplash-1024x731.jpg" width="524" alt="Featured image for: “Code should be regenerated, not maintained”: Codeplain makes the case for spec-driven development" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> The phoenix of Greek myth burns and is reborn from its own ashes -- a metaphor this founder is applying to AI-generated code. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> AI is generating code faster than teams can review it. The answer, a small but growing number of developers argue, isn't faster code review, but replacing code review with something else entirely. Dušan Omerčević is CEO and co-founder of Codeplain,... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3nFVF3K5p51g3bKW8Y_bmS4_VRy1W2fqZnc5qTMTyN2sSfM8_bn2KVtl-Vr8F7fzYW3NMjGj2cR9DYW3Kxhxz5pNky6W5vP2J31SbfBDW8W6gzr2wTl0WVMkZZV5Hx3m5W2N6Y1b3f641HW5DxskB6pvhpbVpCHkX7RzCv0W8YDm7d7qWdCGW5tBcVw6xnFLTW30Pwhz6BGYt8N7h0l53bvvvBW5CQ4pS8jSK0tV7p8jw8NWV3cW2RCZ4D8kxyx1V23vjZ2NJZ0mW4gDJTn8NfdNQW1yR7s42jCs-FVrWShd2XZJG2W774Dxq3p_6qbW56JVVN4twkL-W1L5kkv6fm4HlW42CLh94qVhP3dttGcv04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="3" data-hs-link-id-v2="k7+h+7Jr" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">HIRED</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Rust</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3qgz0W8wLKSR6lZ3m-W78v3mX6f5h0CW5HkVms6sCD-yW66C4qy7yddnzW3Wg1lb6SDWFrW8yN-Sp2Hk1_cN2NB17rs6s9MW1rJ8q68wSBcNW52t_Ch1YN4bSW1R8sg08_vldrW1KQf_h6dcZj1W25mSrz6lNYlzW1dZ8889dZhJmN1F11Ngl_YXBW3pfyyJ41GvZMW2VDSKv5Q4VnJW6FcRHj5QvRrlW3Nh90W8QDTb_W6Wqfnw5ZpbR-VpQXYB1VK96VVYLwZ04DLPtNVF0HP83Mckj-W8WT0mN5X2ZTSN4RfX5w_Pl63W5Jmdy920CYXnW3MSyTj3FQ_9_W6Dh0Bw21myhJW34vRBT1G_t9zW2Wt7J05qG6wQf2MymYj04" data-hs-link-id="1" data-hs-link-id-v2="wICJnDTc" target="_blank">Trust in Rust: Foundation debuts official training to tackle steep learning curve</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3mGVBwBld1sMchtMHCNSpnyf46W51z08C170X1LW5-Kq-P7DYVPsN2T6V9V805dYW4g7rqT2Cbwp6N8QyHZC_HjQqW58RlGt8vZtC0W8Y460T70Mb_vW28RyH_7DSgQ8N9hC88Rxq-cYVcZbMd9kjqf0W1K2p_n4KvrNSW3f9H2H2M6WfvW8C-lsm5FgtzWW3pxzHM9bt_9FW3LSwrP1c1Rx_W8-B_3P46wY9yW5dRwpT5dLfxPW8JG-Kq7pnZTsW8KX-Pn8DsY1bW45shRx42FXKcW2YmMS-8WzyGSW2NkvPM6RJb8zW1RfxXf21CG5XW6Q-Jsn3MxwBMf5qylgd04" data-hs-link-id="0" data-hs-link-id-v2="fBRiJagP" target="_blank"> Darryl K. Taft </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">GUIDE</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Data</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3mhW39930n5NhFpYW2Xzhxz6S034mN3PcwQf_hCCvW28V4z48zD6pXW93VcnN8cvWZKN8Z4y0tw1rZzW75lgJW7ZnkJKW1jPgyp2lC5ZKW6jXlL551b5pLW2gqjcQ7NZcBqV7MSgS1KHStTW13Bbth8w0wzqVn8mf08wM6tWW36DCDd6dMG5-W4dgR381BTW_kW8wzyGb5KCYFhW8Sp5-m5cP_X6W31FnZx3MC106VMCzDD970T5FW31jKXm93TkHfW1ZWvW68QTn2bW2c-Hwt2YLZ5dW3Lv5bb7KGvqqW457X8g4LQ87ZW5PyDCv41kFStW6cPzGL91Q2v0f48PtR404" data-hs-link-id="0" data-hs-link-id-v2="pM3vR+Op" target="_blank">Template-based data extraction is dead. Here's what comes next.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3pjW9lQSQY694ksMW3WlTKn483Xq0W50k4Gz327dCjW7fd_Dg4Mt72xW8FjkkC8l2fkqW3XBlzT2SDfCMW25TLpL97PtgsN1PZl2ftRWlRN7lD-_Wt4D6qW5RC7W231NGBCW4ZmTd85PQqvsN1JXBGTbTn0rW2nH7wk8WytM6VGXXtW3PKQWzW6lHZ9R1mvhcmW3HnVKn3xQ8JxW2hb4PZ20C4C7VxNSbY6TbZH6N1djBvrBXYBqW1lbq5C66__swW3KJgzK82NntkW6Y_Q324MdnMpW5jnBxD94F6X4W2C-V5R1Tn3sPN2Qy1CSglkNXW5bLMyF2l-84Sf8nBRkl04" data-hs-link-id="0" data-hs-link-id-v2="sr17mXUc" target="_blank"> Hafiz Hassan </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Platform Engineering</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63qgz0W7lCdLW6lZ3ppN45gcBYHkrw-VvKt6Y7Dn4TYW6gvDRs6ss23MVcM6CX55LnK4W400Dc61NlGl8W24ZvcV66vRzwW12Xk571FhvylW44NB9b7dryRjW7pP99t1bPbxyW2D2k-75rvq9xW1j2cvN2bcXD3N8jr02943MywW4jqTCk6VlGXKW7mn_1H1YQXsRW81sFTq6G4xzjW5BbdrZ5GjhsRW93cJSj4cjjkcW6ZlrvY2vskXrW2PrvLW4LGcfLM_nw7t6FtmpW8TpsRV32MTktW2LMbGw2fkXkHW2rpNf87R-nQqW4jY09428zM6Zf37Jd6404" data-hs-link-id="0" data-hs-link-id-v2="x8Rm45ic" target="_blank">How we cut AI costs by 80%</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3lWV8HGz_1gf2PxW274pBv1DxxWZVmchLB89FnSTN4-fF4zpVPS-W9ccnVR746V1yW8mvv5B4h901WW6VdH1d9gjVJWW1j8nRk3CN9CzVdcM3G29cYYDW6dywFN9c7V2nN4fRHb9Hv17zW1pBSzC27QRV1W69cGsd2M9WJZW75XN0v7qT-gGW75Pp1991ljWQW2zgk5w25HZtZN2W3_75VwTP5W8_kVqG4BHzY3N7m8cD_NV1_tN1MLQCY9HCyxW5CBz6r41FKGxW3QmF392M8dDjW9k_KDN5GmK74W6t5cp51R5pWLVphQVX6xD7JVW4VpjrT62hfVZf4Yf-TH04" data-hs-link-id="0" data-hs-link-id-v2="hi9oELi/" target="_blank"> Zohar Einy </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">HOWTO</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3mcW1rDLLd5kc1gsW4dH9_Q1KpVwFW3sybq38fm5LrW6GMT2N3P-hQ_W7bbZg55lMnzCVmM_B1153vV8W1s9jwg4Fsh8dW7T_BVv4qX8qgN5x1wQjSZN56W3cd3DS52f92-W5VMcgs3BvP_HW1h_kJd55Mx81W1x5zd6361G_wW2NQlPY1LVhfVW7TSpT03HWxl5W1y0nKD28DZBlW2n1P1L6h4rLkN65r_R628cJmW5l4tFJ4Sh9djW8lG2m16qmfkHW4PhYwX3BYljnN6TDKmqSWVLSVdQZf73pr0rgW1p2mWX8b8b4lW7rqq-J7bLYGfW7v61w71HMXR8dXRh9g04" data-hs-link-id="0" data-hs-link-id-v2="PvXJpJDy" target="_blank">Agent Toolkit for AWS includes 20+ agent skills, but your agent might not load them without this one file</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3lsW7mCf6528GzxLW6206v13w6jhgW5jnH2f73rfKWVZ83_w8rKf4PW80-w9M7V9Ql_W356Thc67Y_n_W6TDM-W3zR1CpV45prD7XQmXMN3VHSgtXp5MqW8L1G3y4CvrgTN4Hw5QZGmBVfVM8HQ261T4GsW8HzRNM3q2Xn6W93mDsx6XSrtlW7gzx9r4mv0MWW8gLqKw4R226YW3KklqD20NbDgW8WD4f89359sKW5LgLYY1S3F60W5TR3gT3yZ_sTW1tl73s814qC2W8bPdl25-LjxRW1MVYj03p_2mCVhQXX-5tm5NbW23bSqX22N5pCW2NZf2k19JWrCf6vJJsH04" data-hs-link-id="0" data-hs-link-id-v2="HY1ADp/q" target="_blank"> Esin Saribudak </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--5" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">SHIPS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3qgz0W7Y8-PT6lZ3p7W3CH3F98h42jpW61_tgh4LMRtlN864Rv8TvZJNN5JMlxYntQTmW9gSK-24DC4byM-7dmzjXlRnN8rhRHPG_c6bW135Vyb1VBNCQW2zPD-x71_wqKW2qW8cr1xHWmJW8F1VHS1ygjX8W4wXl0p2HNBC-W4tP-V51hXT3rW7MyH_31PJ4JcW9cz_SP6G1F7fW8RhyDJ2NH1t4W2lWNPk6_Q-1wVCSKL64X-QzsN3LGsLq6FYjWW7tBLQD8d_9-gW1GYqsS2pCXr0W4SWwt95N4-zdW1zpszy1LDdxDW5JT5Jh69jsP6W4swnXR5RmWnGW833v4t8_WFZJf3bGdnj04" data-hs-link-id="0" data-hs-link-id-v2="6kVEaHnw" target="_blank">OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63qgz0W7lCdLW6lZ3k-W4Fd_RV3cTym5N8v2n4VB5lgxW2GyBfb1fWYMgW2l_vxw6ryHDcW5t4q_R6cTXhHN4jdfCPR4WGtN5StJn5Pmr-5W5gC-2z3CMHGjW6t80dL2-GjYFW98pmnY7Pk-XqW46dHhR1jCDC-W4MDZDb6CY5_7N14_pW-TzdWxW3943lx97Lf6FW8brHg22V2XgHN61gz1VdXBnqW2pvd3K1DG277W7qxt-j8CqRLdW3218yD2yR81xW2DCkQp1-Cg09W2y-kY265lqKJW7--6PQ3TFkF_W3JLRmD7N0cTSW3WPPBN72gHv9f7YP5z804" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2025/11/b4e84526-bit-cloud-wordmark-black-transparent-1.png" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02rR3qgz0W6N1vHY6lZ3mWW6RmQVl6M7X56W6djZYK2lx-mFW1Fx4lq2ZNd1vW36Djw47pbhfRW97Lr_Z86Py0qW41WY_K5g0gsfW726vdm5rMwFSW3QKdgm5LVxPCW7P7lS06vG_RjW8FZ81C4Y9rgjW26vKF14PxqZlW4LjJ-v3XzdQVW2HPsSm626RT5N7hbQ5k3-xyRW65WQQZ93SMFYW6S34pz10Rc-yW2qjJrc3Z2SlJW5HBYqS3BfQp0W9b6XLX8k0ClMW40FC7_28PHM9W5NYCfZ7RMpvDW7Y1RxZ96NCSTf24vtH-04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="LMiBfm6n" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/05/b859388b-bit-bb-receipt-1200x600-1-scaled.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Better Claude. Half the bill. </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p data-pm-slice="1 1 []" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Claude Code on Bit Cloud creates and reuses your components instead of regenerating them — better software, 30–50% fewer tokens per session. You save $2,667/mo per team — $32K/year.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02rR3qgz0W6N1vHY6lZ3lSW1c9gHk8JkMt5W3LvqwD2rWsgpW3TcsZD5ThTXwW7V4knG7TTjNBN7HMGGYSHxcrN3bBQ-GdzMLDW1G95MJ4PYMt9W28YbLK3RKwKCW7rZ43b4MgzXfW4v_W9n661pV-N7CZB8fKS5dhW3pKK828f0274W5b3Zqc3kPMG0W4vSyLx5Z0-KvN6jCv3vf0mqpN91Xf7whtHGbW79ywPz2d15_7W71DfW81Ph_1-N3hL4785Dt6FN6r0H3zYd8q7W1Z8ZdZ5TLlsGW7XJvwJ6MMXdYf96QQLY04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="vO66cXVg" target="_blank">Cut my AI bill</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3hCZYW7Y8-PT6lZ3pxN8jVP05ltBkzN6bbSSkDVFVWW6rrn_N6gkzBkW45H5LD5R78LxW87f5b45HFKKSN6QbXNPjwFQ4W2zVy7S42JNkzW541-K38ySk_vW7GXvtZ4Wn8SLW7WSTH28f01fbW8vNtXt2rcPsdN2XmWfWk2PxDW6QFh9V1MWj7CN1BmZfnN9bp9Mx6Q1gKChZ3W1SHgf17HbD85W7SwKtp4HbkStW4BYHJD8k8j9-VSQb3W5qF91xW4Vk9s18pNN2GW261QrK7S3wyHW2vWs2r6l6XDKW82JlhM2VcdBRW4l6D6C5LCW10N2Wps4NcmCZVW99jLGn6pCWvTdf212W04" data-hs-link-id="0" data-hs-link-id-v2="C5eu4hDK" target="_blank"> The vibes are bad </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Now that AI models have become obvious cybersecurity threats and the United States government has forced the removal of several Anthropic models over concerns of their (mis)use, we may see a slower pace of AI progress as labs sort out what they are allowed to build and what they are not. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3hCZYW7Y8-PT6lZ3kTW607-SF1xLbKXV7_nRt8wg-kZW68Zd5j7nRtMlW4m_wF_2V2n4sW1qYRRn3RvnkQVrlYGF8zR00KW3Jr0CT8PPKfrW78k4YT6x-kY2W2_ZspF89S1WPN6b3vNWxZ-GJW715Nhp9fkzf2W6phQ004lWcgLN5qcY6XFp5KhW2xg9138LqmBQW4qxQm26Y1TgkW65Dt3p3k1hTzW5yG7DR1Bx6MXW5nyDhX5JX3nhW9cT5bt4vfFCsW3G3x4S3hXTl8V2zrpP8F9JkXW2hVbfX7hMLVQW6bFH6c8nnpB1W5WbjkL4Qx-chW41-2Fs2HWB-MW8Pk9QV2Rhq-8f151Nhb04" data-hs-link-id="1" data-hs-link-id-v2="4ywkpzkf" target="_blank"> Read on Cautious Optimism </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">BRIEF</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3hCZYW7Y8-PT6lZ3pCW98hv3Q65VmWcN3mzdcQcCc7ZW86DDLp9gv4zGW9cLsg51qGwK_W1qp_JR4zNjN-W5JKmL98fsb4sVs0GKw3Zxx4JW7Mdr355kDVvNW7BHm-11Ty1S9W6xqqQQ7M8Z4RVlTFXx2MDPY3W1mmPwx2mthvRW5gPg7K54fN_gW1k7cRC3P2J9cW1SvdQq2jVs1YW3ZZLH-8nbwhnW93mbVb8tg_myW77Xcdz206m4GW7_nVnG4Qj1b6W3N1PZm2ZcYGYW1Q9trV4Y4NzYV2Fz5P2jN1DGF1kMxNgHsZHW3p6dMS8xzhW7W7HN5H96lJL1PW5dKs7R3v5Dw0f76JRLz04" data-hs-link-id="0" data-hs-link-id-v2="E71Im5jZ" target="_blank"> “I think this is costing us more than we realize”: what permissionless ownership really asks of you </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Permissionless ownership means turning "someone should fix this" into "I can help." Learn how to bridge the gap and drive real impact. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3hCZYW7Y8-PT6lZ3l7N61XbWg8nrZYW1fLzPD3ptKqTW7zbV3J6GcMn-W7hhf0d91hnc-VWvYgh5fn6_vW4tqhJT7ZYycVW2XxDjl6tVkMNW4fkyfR2cDxBZW7yMQCv3G5W5gN5qYMR0g3vZWW7xNrVM6HMbKXW7jhR8s95ZkpCW5t72lT1Ls2C_W2BL_Ym4vzhnDW2SXnd72VltsbW5vxTjt2-C93nN7G2gWBN-198W4pW0zQ999YLrW6R9g2t1tsjVlV8kzQf4_Z9WpW500-yr4rwVNWW55H5lm46yzw7W59ktrp3rw8WPW21GHrW7g-27pW7Q9xH_1KYd7kV89G1R4mTNFSf26zH0004" data-hs-link-id="1" data-hs-link-id-v2="alfak3V5" target="_blank"> Read the article </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">READ</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3hCZYW8wLKSR6lZ3nMW3-0KGH6WjfL9W3x0Jd342dhnrW7pWqxc983WY3W713BKj1sstJHW97Fzzz3RxK_tW5H33Zb6hcJF0W8dGtDQ79kcc_W2G_j2S90vXqTN8VkMc7XykJ_N96LqR55Ph3ZW9dST6G2TrLKTW6Z_mZ49hwrBtN4Bbm47tQsjGW6dzBKQ4wFcqpW8K65x49bfxSVW3_TXpY726tBJW2hRl_t2S4mv5N1BlbJDF21prW5WWzng8NnqvlW6Znh8k8Hv_JcN862GqT4kcW0W7R9mj94CfpbCW2ZsSXW3-nKmtW3c2sbt5KQycQW47PwM53SC9gmW7R5JvM2wysNGN5NvdDNd4bn4W49brMy1MVJThf3tnTpb04" data-hs-link-id="0" data-hs-link-id-v2="BNxqCObA" target="_blank"> MCP gets its missing enterprise authorization layer </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Every enterprise company is seemingly trying to adopt the Model Context Protocol (MCP) to connect its AI agents to tools. But so far, authorizing those connections has meant employees clicking through an OAuth prompt for every server. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3hCZYW8wLKSR6lZ3mPN3C4gn8xj-1YW6j7fYF6BNVQwN2ZmhZ14dk51N4g9R_0K6fVrW3s-NtC6mGCzWN7R1K0nDSW51W1sfljL5MMQjlW6P8ZVv4RvQn6W7hf3ld4_7WLYW2jS0B17BgSJwW8jML0P1gYTCZW4cXDn93tl_SxW5ZkktS6_2WnvW6RBR8g1DDXncW3hvLtk2LVQVgW7KfClZ8-tbjcW1QVVfH6QJB_YW4zGTmg7DftZZW2DYgK35Lq0DpW6LYTm89d2sjRW5mc45W3_-3xfW1M3NXV7HKmWbW6FnyXj4QvMH7W27Pm_K88TK9VW1pnRW67ZDdC-W7-H2GL5t4v-DW4Vrg_N6-2mXFW2C9-HF2nSgWLf5b4gSP04" data-hs-link-id="1" data-hs-link-id-v2="VIJGBiLY" target="_blank"> Read more </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02qY5nR3bW50kH_H6lZ3l9W16CvjR2QlFGBW8kVthS47nR4CW2hkl1c5P41-zW1YBlnj8dF8RcN9lLlr2f8B7HW3LqlHw5QV56XW5pWY8h3vXqKNN5dvyZhsQSgmVjPJdk8HBC_rW2wWnhP4X92pQW4tH79G8dHD9vW2FhPhg8Gwy63VRg7j51j-yJ-W2YyYhw41hND4W3tR7rN111pgrVWh3Dw466mVFW468Rjv2BBt2-VQwhj52_7PJvW3H6zP_8ct7JWW5YWgGs93tLZYW3hCt2g8Vkh_lW46YjsT1frBwMV2rjKv1YtXr5VMNQHN1-j0YVW4x1ggs5zQWPNW8dfL5p5mp_8vW1m51SN3b-XKnW8SJbMS8jHjmYW1WzDPM3vQVyhW7yRBj15_1hrFW8Tkyv13h-tb9W66p9zS1qRfBGf8CBg2-04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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Plus: Picks and shovels win again.
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June 26, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02rR3prCCW6N1vHY6lZ3pmW4m0NnG61_Ql1W6lXH181BL0prW776zqn9fyZD3W26gyQH5pM1WfW4m54J33tfMRnMmL2fkkrKjKW28B5pB4SGBpkW5yT8gr13ncxTW2P6ZK-2LhYFDW2FMsYp97Qh9nW24wCLn92plMvW14nM-84hts5ZW59ThmG3QhLPJW7xhH4m8lFlTQW3ldMxZ1z4dq5N14F7gqkk8jxN5Rg2l05W3jtW5j8bfp67DlbLW2frFTp7PJJLwW7hDrlD1GD6fmW26kbpY8xbGbGW8Tg4Ky1ZKy9TdslrwF04 )
“Code should be regenerated, not maintained”
AI is generating code faster than teams can review it. The answer, a small but growing number of developers argue, isn’t faster code review, but replacing code review with something else entirely.
In today’s lead story, TNS contributor Paul Sawers reports on the work of Dušan Omerčević, who is CEO and co-founder of Codeplain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3mHW2TZ4703L6MZ_W7lTDcv78h0fGW6r0Xbr8tMkTBW8GTk3k80tXz7W3JRQPf1CK1CBV7S4s02QR1nnW2FdbPT5lcNfdW7xQxym1FjlthVn9-yG52GmP0W9fNzg_6n3NjqVPmgPL8LZ9LLW1mlpjS7lDQxqW71j38C3crg14W5w1SVb1WBHK2W6qngcF8R8HgYN8nCg3XyNrNZW51vQD27GsxSlW7xcxcq2G4M6tW7QKBvg45NQz4W5LF9Wx5Sf1r8W58VJ2L6qg8j8M70cHBJc0KjW5LdtRC8Q83-7W5kTnQp1nB0RMN1Mzb8Cpp5BvW78BF2M30QT4Rf1_7z9b04 ) , a company that’s all-in on spec-driven development as the foundation for building and maintaining AI-era software. Founded last year in Slovenia, Codeplain launched with the promise of “spec-driven, production-ready code generation.”
The basis of this is Plain, an open-source specification language that uses structured, human-readable documents as the single source of truth for how software should be built and behave. The idea is that if something breaks or needs changing, you edit the spec, not the code, and Codeplain regenerates the implementation from scratch.
Go deeper: Codeplain makes the case for spec-driven development (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3mHW2TZ4703L6MZ_W7lTDcv78h0fGW6r0Xbr8tMkTBW8GTk3k80tXz7W3JRQPf1CK1CBV7S4s02QR1nnW2FdbPT5lcNfdW7xQxym1FjlthVn9-yG52GmP0W9fNzg_6n3NjqVPmgPL8LZ9LLW1mlpjS7lDQxqW71j38C3crg14W5w1SVb1WBHK2W6qngcF8R8HgYN8nCg3XyNrNZW51vQD27GsxSlW7xcxcq2G4M6tW7QKBvg45NQz4W5LF9Wx5Sf1r8W58VJ2L6qg8j8M70cHBJc0KjW5LdtRC8Q83-7W5kTnQp1nB0RMN1Mzb8Cpp5BvW78BF2M30QT4Rf1_7z9b04 )
More fresh reads:
▹ Trust in Rust: Foundation debuts official training to tackle steep learning curve (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3lTVsfWWl4Gmm9BW6FxlN-4Pqqm4W6ltWfs36Tx6_VdmQf51yvgLcVN2ZWM5Lhf1YW3QDp_74mfVxkW4hPHpD7sTbdyW4s4CwT4bKX-_W88c43V1_1bGSW16L5FR7V3kyLW5d7hWl2NkV6LW6pp1Q_7RZWb4W2qMSWW2PvPRXW7S16vG28dwj9V4TWHK5kF665W1KmSP97RwLzxW78Yw1n16sG4VW1MVByR8Th3kCVqVl7F73XNQmW8wX9mp2w-cTgW3bQdry7t31N8W82Ts6Z7CxZ_2W4G3JL73HGkTZW1X-ZDy1DlJRwW1SgYN546fh44W1YXf9_50w95Bf5KyYjC04 )
▹ Picks and shovels win again (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3mQN1f4vrLfwlwrW3ZRH_W417058VYxhNl1WqDJtW77MTC58V9mYnW257dGz1pnc-PW3FPVQY30FTqyVgt9S08ZcZ54W5HvSNK8QThZ8W1wW9sC6-K_nGW2bbgtF4nRVQrN3VxN-yBFhVjW7Gp4gl3V2tKCW5--Z5f2sLS76W4Hh5tC2HBsKxVF8-fr8CZ13YN4xyjlNVxd9QW99Ctfj81w6stW4d_sZV8bHYKbW1q_Lrq6-hZ7FW6B2vj64lt2SXW88z1Sd1PMPR4W5FP8m77Wgfh8W2cVBVt6196sKW2FKlD45rgJyyN9clq_Dddwh7W6R32Z58SzR3Jf3Gm_QF04 ) (Cautious Optimism)
▹ 3 agents. 3 LLMs. 1 aging GPU: engineering parallel inference on bare metal (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02qY5m_5PW50kH_H6lZ3p-W1jRJVs94VyDKW32cLYn45cxdvN7LfcNS-yJQnW5bR7341G1r-QW3dGDxP2xNmM1W2DTcNB7HSxkDW6QJmts5b1hnlW4cL2Px1tXXHBW7nJ0Fp7T4_lhW1rY8d6725mG1W7MBjXK4p2TDXW4NrzG94HqJrpW5z4mPQ2pfWqwN6sKb34nD86rVHfDnC7bsRv1W67jCCZ7s3G-KW4m64dc88DdJ2W2lqM7C99lcKQW1RW9Nj91tMksW8Yt60p2mZGtbVR2nc78mcb0JW8SZY5z74G245W4L6TYW77YhxlW7s1Jtv85MnjrVvCw3m3gnCmPW5xGd6H8qBFlKW5z7SP17wyk8wW8X9FRD100FV_W4X38kd7rpT6NW2nZg_03LL8kFW2fdQ1y8JLNqvW4SnS7D12TW7jdK-nrq04 ) (Towards Data Science)
We’re looking for Sponsored Podcast and Webinar Hosts who can lead engaging conversations, put technical guests at ease, and bring stories about AI, cloud native technologies, and DevOps to life for our audience. Interested? Apply here (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3prCCW8wLKSR6lZ3pdN6Rrj0PL46LxVt2Kqs9f-RS8W7CbvcN6rYZhfW2hyP_j686xf-W3fnvlZ7pRJKBW13VLDj88JVvBVnXlrf3hvMTgW7zwrR93B0sJ8W98pZJG8W9DkVVgCfgl2bX3yFW69_WgS8JQMyMW8nRQ_P7kWHvLW29GJTj2ZJhCbV5sjdl17RfkgW48XwB65Jx0vfW7-pwPn4d-0yqW3r0Kgp7WQ6KCW77HNzh6QXw8yW1xXVyp7XK-JvVpdK-J1Md2WbW8p5X3y5qHm3MW8ZtF9J5B7_6MW25zGqv25D1ylN3q9htcsG1tBW4D_Lfh6TCQLyW6MvGMt4GLfNKV9RYyg4sRgLkW7CC6lZ93dNRGf1BnSn404 ) .
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3mlW3bvG558zLcGFW4Bx1sj1_9Kc2W50hXFt1mmd8CW1DMWMF6XVF2MW6YxV2z59GXMRVpx0MV2zMyMMW79CcsR78gWjLW5ZHdDj8nf_mlW4KhCnC5dr8BYW8_vc9l2KlMxzW6n-wHn6R5LYVW9bCzPM7KSHbPW6Sr-2k8242FdW4nrZmp16hwJtW9cxn2l3Jj9spW2R1vXx7qdVNzW8_NRXL4CPzL4V80r446LH89dN7t0Kj0_3rZXW87K33F2cdYfBW3ymm1N2zHd_8W83tgrk8rVFWsW5CNt2h4nYXDjW7wkLjR6BKJjzf3Vdksx04 )
From silos to governance: securing IT/OT data movement
Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. Watch on-demand to see where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.
Catch the replay (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sK3gP0xW8wLKSR6lZ3nwN4GSC-LSPVtJW3mlF9y8Wt55qW4xgmsL2x3TpwVdHSYx9j51RrW8hTf1h8r048bW7h-lBt5DpTSpW2M_Vvn3ngwryW124X_x2W4yzJW6C1Pc17L5JSlW2tCtts3RSWp3N62LBZnph-tkVHNtDd4x3-TPW5nf7p44kzRfqW3cz0Yw31lBmbW3zc3pN5h5ZrSW4rzTL043m63qW6Pl_wn1yPWd6N4B238JMSXvGW4ClRrh5nFxRmVhl1Fy3g0tpfW7ZmxKm1S3B-dW8PRLm27mPBs-W6pzH821jp97hN1sYBvd_whc2W77nDN37p3RpYW579mX79l85myN5SxLwSGtWz7W1cCvnG7bTNhxf8wtwcv04 )
TOP OF THE STACK
"Code should be regenerated, not maintained": Codeplain makes the case for spec-driven development
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3mWW5R-ysC7-3wyDN37zctLB0TXhW29vTSZ95dZL_N46zPdg70lRvW48ctS_1zshkNW950tlv4r-VdKW1s-Lxy6mTCrPW3WN1fg5npz1FW8r1pbG8vyNXDN8mH9xvC7GGBW964KqK7J6KcyW22WtJm9chdWYW1_WD_b7yX4-VW2GykWg2lG1KsW8ddGWb8yxNlqW1gm3cp56SPqJW7dMll91R06qHW1mj6Wn1jb5sLW9lN7Rl7Rx9HnVwpRNz8ssmP2W3SMnR68sSMP3W9bFbzc87B5lWV-l2R12bTGyNN8nMqzpKlf4df47VDC404 )
Featured image for: “Code should be regenerated, not maintained”: Codeplain makes the case for spec-driven development (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3mHW2TZ4703L6MZ_W7lTDcv78h0fGW6r0Xbr8tMkTBW8GTk3k80tXz7W3JRQPf1CK1CBV7S4s02QR1nnW2FdbPT5lcNfdW7xQxym1FjlthVn9-yG52GmP0W9fNzg_6n3NjqVPmgPL8LZ9LLW1mlpjS7lDQxqW71j38C3crg14W5w1SVb1WBHK2W6qngcF8R8HgYN8nCg3XyNrNZW51vQD27GsxSlW7xcxcq2G4M6tW7QKBvg45NQz4W5LF9Wx5Sf1r8W58VJ2L6qg8j8M70cHBJc0KjW5LdtRC8Q83-7W5kTnQp1nB0RMN1Mzb8Cpp5BvW78BF2M30QT4Rf1_7z9b04 )
The phoenix of Greek myth burns and is reborn from its own ashes -- a metaphor this founder is applying to AI-generated code.
AI is generating code faster than teams can review it. The answer, a small but growing number of developers argue, isn't faster code review, but replacing code review with something else entirely. Dušan Omerčević is CEO and co-founder of Codeplain,...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3mHW2TZ4703L6MZ_W7lTDcv78h0fGW6r0Xbr8tMkTBW8GTk3k80tXz7W3JRQPf1CK1CBV7S4s02QR1nnW2FdbPT5lcNfdW7xQxym1FjlthVn9-yG52GmP0W9fNzg_6n3NjqVPmgPL8LZ9LLW1mlpjS7lDQxqW71j38C3crg14W5w1SVb1WBHK2W6qngcF8R8HgYN8nCg3XyNrNZW51vQD27GsxSlW7xcxcq2G4M6tW7QKBvg45NQz4W5LF9Wx5Sf1r8W58VJ2L6qg8j8M70cHBJc0KjW5LdtRC8Q83-7W5kTnQp1nB0RMN1Mzb8Cpp5BvW78BF2M30QT4Rf1_7z9b04 )
WHAT ELSE IS NEW?
HIRED
Rust
Trust in Rust: Foundation debuts official training to tackle steep learning curve (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3lTVsfWWl4Gmm9BW6FxlN-4Pqqm4W6ltWfs36Tx6_VdmQf51yvgLcVN2ZWM5Lhf1YW3QDp_74mfVxkW4hPHpD7sTbdyW4s4CwT4bKX-_W88c43V1_1bGSW16L5FR7V3kyLW5d7hWl2NkV6LW6pp1Q_7RZWb4W2qMSWW2PvPRXW7S16vG28dwj9V4TWHK5kF665W1KmSP97RwLzxW78Yw1n16sG4VW1MVByR8Th3kCVqVl7F73XNQmW8wX9mp2w-cTgW3bQdry7t31N8W82Ts6Z7CxZ_2W4G3JL73HGkTZW1X-ZDy1DlJRwW1SgYN546fh44W1YXf9_50w95Bf5KyYjC04 )
by Darryl K. Taft (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3pRVNVXND3cFQ8QW99cpw05dKhCnW35z7RT5FHTsmW1FJ_Z48KZG0HV3C6fl2CgkWcTG5Sg2Z1WPHW5mRfXz4HhfMLW7v6cgZ5vCVWPMZdD0Q17LgFVXpvsx5X7rczW5Rn2m_3btMdMW9fbwlj82WH91W3450TX5DsQnxN4Z8CjrTVJnXW7SRzyK8gNbkPW3yMMtm4pg3ltW6K2-mz7MN3VdW3tHRf08sGStpN1x7wNQ6nkYYW2FCSX14FsW85W6YfW9V4ngT9-N4hB3VVpWwKXW4v5cpg34fhgZW27tYWd3SBPM3f8VLltv04 )
GUIDE
Data
Template-based data extraction is dead. Here's what comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3pPW4bF-lf5dV55JW1KtVP-8tMzqNW1DCXlV7x6dyyVW9Rl64LCt7rW4qlnln1W2YMMW1h2xvM4Pl_sHW3T54g15ZncLSW7tjQr137RPZGW4cpjCz39HQJ4N917fv11HbQtW8hsBQ64f9G-2W1HryZB1G_cLPW4Znq9q2q9M4-W3nv4h492mBJQN7rzY1SdH0n2Vfy9HZ39pPdQV3Qc2D243Bj8W3Q1WPl8G_0fJVQv0-v49HgSyW4CDL0_7Dx-1qW8mtTmD96CBRgN14rG1MxGckJW5pGbVX1fr4KGW47ds8g1NKcfpW4b3-RD3Zh82YW8d6n674hFzQ3f6HgNh204 )
by Hafiz Hassan (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3mZW2zJKgH24ql5MN8zcK8jDcRX6W4QX_GS68b7DwW69r4q32M7sJcW7T1Zfm1Hf2mjW6Hzfr84tv2C3W2RnGss1Njgy7W63C_nv7cl6fFN8wbzfWl024WV4w1xZ1MHvh2N7ZzSG0vc7z7W8HSdCP3tH3DFW5L5rnh91YlVwW8W_YHX2T0qTQW7Hy0Cs2H1zd2N2Wcd3g7MxNHVb_ltV2RZMy2N3Jv4CvTQMFCW1rl5_s5cjhT5W8rVB2K94wfw8W2kC0Th5Rc-kPW6ZgvTV5pvw7lW17jn8H8d-SVPW68NFHP4qrFrGf8fzNnH04 )
TAKES
Platform Engineering
How we cut AI costs by 80% (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3nmW8CxLJv4ZDF5YW7zJdlc5qyn_TW6KXW3n66zLtZW6Qngt15c1pnHW7KtzmX8vPrmnW3lqqq286-K7YW6fVk-c40TzR7W7yvWkh7XQs8tW3z66Ln3RGppxW3wVdQM5xb11PW6_nl1b4dwh70VjJSws1_wByXW95xDS64LlCNTVvQVSc3Gf90YW6bVj0J15_Vk2W32Yqkb3nq6HHVT-Z-c49CSzWW24Dh7p24p7DKN8kg-XGsxWQXW54v4xf14F0RkN4C-k7FbTmh-N6SJWflKCBkVMBrHWpSSg-6W74FHDs1V9Y1pf7Nbjkb04 )
by Zohar Einy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3k_W3_P-T_46LnkvW2LWLcQ4j5rchW8m8wXS3b7mKKW7ghx0H5fxPPkW96hhK-6zkhfyW8QT48n1qhz1LN2L-C1lKr-ZpW4K27kd91vY7xW22BN0686Tqb7W8V8_HY1FV2LLW3K0st72s3HmHW8tqlTl4J4S1dW6xJGPc7fpGJJW2R6n__6jyXx0W7npDBJ4Vwr6bW1gt1Cq4dpJKWW5qGZXz7nR7P6W99mbnC4QxFXHW7l6s9y1ZcpZTW2fNNTZ677SrTW4Q6Gdd3YdF4QW3vLDHy2VnPqHW4W5NZp9dxYqYW5l0v7X2qNymrf1ZhDW404 )
HOWTO
AI Agents
Agent Toolkit for AWS includes 20+ agent skills, but your agent might not load them without this one file (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3p-W4gGFjF2HCwhDW7Kd78x5tRGnLW5dhc-d1r7chHW6GhSwf73mcqgW2l4y237v9cH4W8cJl7521N9jcW2BmKJt5R6zzNW9kprhx4nN-86W5GnzjW4LD6SdM4DqTpVJR4RW3y-Gjp9bMWNlV1PqWL25wL85W1SJ_6T2cpZlGW3Q95Mw61vQWjW41bGWk8ykqbkW49f-vJ5QnZdcM60JQ0z5bt-W5gDYdk39B9V0W2BdtzG33pMHSN9cNmYqZJkNYW95Jw6F7HMwnXW984Fc_47Qy3LW28M2yJ15-04LW4kpPhy20r-26N7DP0ddwGxbXW7xdYHs2tnxGrf2qqY1l04 )
by Esin Saribudak (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3lFW4YHWP92Nbll6W3R7BbN9gXjHDN58c1V9vvB0rW87_mGc5vBmqhW5XYyWb1zhs4MN5m1qXVfxYywVw0ns-3qVhzrVv4skW4W1DqWW4FPYfm5Pk_PmW3Pvn339hQ-MCW6fLpJy2RGcPWW64y78188jgb5W6lktn13ntPbzW2Nt8yz3xcV-LW2ZYKKs8_mpdyW7_lwbG16pqMnW5hl_nM9bBxHxW1znPhH13Z1STN5Y7KBMcmV_dW5DD-M92cZywDW93wH7X5kM3kKW1-S41K7flPX3W1gjykk1Lj1YFW2lxZzH5qm1vwf2NBmRn04 )
SHIPS
AI Infrastructure
OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3prCCW7Y8-PT6lZ3nwW4dHwN13Zl5ctW5S4mn627Lb7NVHDvvD7bd8wWW4_JJ6m4nPC0KW2VnZSs1TSf1jW1VC-8n3XdMCjN6hXc70Wk42nW3BJspB6xKCLhN4jzDCfTSfPdW1X9-7w3Gs5zcW8wRzR64b-xVcW8X5Q8j20PDNDW3qR3fb1MGL78VkfqZG4jsJ9CW75m5XY4dWXs1W4xzZPB7h1HxPW6JtYQX21R6hnW5T_2zM7pQW_5N6rTMdQ3Hq4pW406gks3X9YhzW3kbmPn5M139jN3GZq-3tlTN3W8snTtL9cXkWMW2Hgf3k5vx7nBW44h1Xt6ByF6XW1D_hJ6284SkZf4Js96M04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3l2Tz2h61mFC7NW5_5WJM1FB0SDW7DGF3k1fzJYkW67g67353dT1PW15mPDS5qjhJjN6PB76hLgy7vW38GMDy1_cz2MW4jSYQQ6P9-hzW62fzcW2gQFTrW2b7Bvv5B3Cg6VJwlfj4C63h-N95XK9RD4kqXW7JLrbw2lfS96W6FY09F8qqsKmN8ZK3zmxChBPW47pbtC8NSFKmW3jwwQ22vWbrCW5RYSps1c9PC2W5gyK5W8V0GWCW6Y4sZb2snWsSW2L974n8rphH2W7vWpgJ1TQq7vW1H8g-q6FjZ_8W546QwB52yR8kf1gRJbj04 )
FROM OUR PARTNER
Better Claude. Half the bill.
Claude Code on Bit Cloud creates and reuses your components instead of regenerating them — better software, 30–50% fewer tokens per session. You save $2,667/mo per team — $32K/year.
Cut my AI bill (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02rR3prCCW6N1vHY6lZ3pmW4m0NnG61_Ql1W6lXH181BL0prW776zqn9fyZD3W26gyQH5pM1WfW4m54J33tfMRnMmL2fkkrKjKW28B5pB4SGBpkW5yT8gr13ncxTW2P6ZK-2LhYFDW2FMsYp97Qh9nW24wCLn92plMvW14nM-84hts5ZW59ThmG3QhLPJW7xhH4m8lFlTQW3ldMxZ1z4dq5N14F7gqkk8jxN5Rg2l05W3jtW5j8bfp67DlbLW2frFTp7PJJLwW7hDrlD1GD6fmW26kbpY8xbGbGW8Tg4Ky1ZKy9TdslrwF04 )
FLOW STATE
TAKES
The vibes are bad (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63gP0xW7lCdLW6lZ3pxW6W11tk68vvd_W6m7nN85nj3SqW5Wk5Hz8Rmx4WW64XhZY3jZFFnW2YwSHL6RFmKYW9kTCNM4hpdQDW1Kgbns3_L1sQW8K9pfT9gZ4_YW2mxzwc8FggVyW1Pv06H4mkrfmN4YP8PqWBSjxW4K_rK954CldsW5Z6sVW60TFMwVGVj4J71w2L3W8VN9Cw5SLksBW4MhKDT8r8tccW4MRvVK1SRWy2W4t1n1q8fyT_-W81nG068czgmkW5xHyy52ypvP1Vrwq0c3jkRKdVy8PkP6RM8GlW5B9_QL2LGzPYN2H3zBJ2svXMdWj5Y004 )
Now that AI models have become obvious cybersecurity threats and the United States government has forced the removal of several Anthropic models over concerns of their (mis)use, we may see a slower pace of AI progress as labs sort out what they are allowed to build and what they are not.
Read on Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63gP0xW7lCdLW6lZ3pxW6W11tk68vvd_W6m7nN85nj3SqW5Wk5Hz8Rmx4WW64XhZY3jZFFnW2YwSHL6RFmKYW9kTCNM4hpdQDW1Kgbns3_L1sQW8K9pfT9gZ4_YW2mxzwc8FggVyW1Pv06H4mkrfmN4YP8PqWBSjxW4K_rK954CldsW5Z6sVW60TFMwVGVj4J71w2L3W8VN9Cw5SLksBW4MhKDT8r8tccW4MRvVK1SRWy2W4t1n1q8fyT_-W81nG068czgmkW5xHyy52ypvP1Vrwq0c3jkRKdVy8PkP6RM8GlW5B9_QL2LGzPYN2H3zBJ2svXMdWj5Y004 )
BRIEF
“I think this is costing us more than we realize”: what permissionless ownership really asks of you (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63gP0xW7lCdLW6lZ3mlW4ZkxPd1y2NMKW2DtW2l4NFhWdW25dGlR3drVWKVnSJBm3xSn-DW5WGDcg64zr76W2yFQNk2sDDB7W2d8G7q2GSdQfW3_XMhr7wJpX0W8CVtvV7kfG3mW5HzwTR96XlTvW6jRNXb2Qdwb2W7kqjMt2XXGVPW3gf6FY3HhrQsW2pG0h66rvHxFW73Hqgg31l_qNW7Z7fx32k0YBXN6Jss_3m3nbwW2nzZNn7gXPpkW6vr-1Y71qTrmW501CD11xNcRXN9gz_H5kD4TgW9kyB3l8hn8hDN4yj-NdNzY1XW99LYLJ6G-0J5f8s2Cl404 )
Permissionless ownership means turning "someone should fix this" into "I can help." Learn how to bridge the gap and drive real impact.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63gP0xW7lCdLW6lZ3mlW4ZkxPd1y2NMKW2DtW2l4NFhWdW25dGlR3drVWKVnSJBm3xSn-DW5WGDcg64zr76W2yFQNk2sDDB7W2d8G7q2GSdQfW3_XMhr7wJpX0W8CVtvV7kfG3mW5HzwTR96XlTvW6jRNXb2Qdwb2W7kqjMt2XXGVPW3gf6FY3HhrQsW2pG0h66rvHxFW73Hqgg31l_qNW7Z7fx32k0YBXN6Jss_3m3nbwW2nzZNn7gXPpkW6vr-1Y71qTrmW501CD11xNcRXN9gz_H5kD4TgW9kyB3l8hn8hDN4yj-NdNzY1XW99LYLJ6G-0J5f8s2Cl404 )
READ
MCP gets its missing enterprise authorization layer (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3gP0xW7Y8-PT6lZ3lmW4tdhTC7LDmNgVVx5wj2WrpRsN3qLP4s5wMTrVhwYBg1-1jNfW1b03X5698D-2W4PNRVh3lJFxCW8P0kB35CfH-gW3HfFbR5XkwXyW6LWn3n83y2wjW6mSKr65xDdTcW5vGbJ971GBKMW7NQygg2-K4tLW67yhxL6WqncsW5d1bXJ64zw9HVydTpK4ShhNKW8Fs1WV4tyXvvW886dbG2L054qV6BF4f4xFtBbW2RyTLc4wrt5qW9bxMVP2CP55GW8l4x4L2ffVNFW38bplP3bb_vCW1yqRFc6CXPxBW95lYCQ16Yb2jW6GYpWY8MJJ10W2338sk6wJKwFf5bQVx-04 )
Every enterprise company is seemingly trying to adopt the Model Context Protocol (MCP) to connect its AI agents to tools. But so far, authorizing those connections has meant employees clicking through an OAuth prompt for every server.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02sq3gP0xW7Y8-PT6lZ3lmW4tdhTC7LDmNgVVx5wj2WrpRsN3qLP4s5wMTrVhwYBg1-1jNfW1b03X5698D-2W4PNRVh3lJFxCW8P0kB35CfH-gW3HfFbR5XkwXyW6LWn3n83y2wjW6mSKr65xDdTcW5vGbJ971GBKMW7NQygg2-K4tLW67yhxL6WqncsW5d1bXJ64zw9HVydTpK4ShhNKW8Fs1WV4tyXvvW886dbG2L054qV6BF4f4xFtBbW2RyTLc4wrt5qW9bxMVP2CP55GW8l4x4L2ffVNFW38bplP3bb_vCW1yqRFc6CXPxBW95lYCQ16Yb2jW6GYpWY8MJJ10W2338sk6wJKwFf5bQVx-04 )
How did we do today?
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Become a TNS sponsor (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWgqlJ3jtYFzW1V--c49hdt67W2nfwL35QLXL9N6Q02s63prCCW7lCdLW6lZ3mYW6NjQ_g3mHHtvW6_100W8-L8dBW3lB-RZ3YvBNsW42qq-71hhvJwW6L7hnQ2w2vLcW4-8QJ63WtwCFW1gGdLX317yq0W4r7kjn34zpm8VWD9p13h-C-LW1JfRcx3d_8_1V3KL-44WJ47vW2QRgjY1z8rN7W1YSrPh5rjJYlW3qfnmN2NJvsPW1BW__j3xGshZW1CdGzs5bbgLmN4pdZZbk1vYlW6XVSFF8LlFJfN1Ph8j0K43PWW8K5gK24QmT7-W3yrypt4Pt9xjW2Fy0cm4zfbkvW2f2vbG6NGxv3W3zjVF-8KDVKff2jXpGl04 )
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Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!