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Claude’s new usage trap
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Selected Message
From: newsletters@...
To: [email protected]
Date: Fri, 18 Sep 2026 05:59:56 GMT
Subject: Claude’s new usage trap
To: [email protected]
Date: Fri, 18 Sep 2026 05:59:56 GMT
Subject: Claude’s new usage trap
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">September 18, 2026</span></td>
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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: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; 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">Claude’s compute catch</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>Anthropic is giving Claude Code a new job</strong>: Manage other Claude Code sessions.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">Starting Thursday, Anthropic says select Claude Pro and Max subscribers can access the redesigned Projects in beta through cloud sessions in Claude Code, with access expanding to more users on those plans over the coming week.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">The company is redesigning Claude Projects — which until now grouped chats around a shared knowledge base and instructions — with a coordinator that can take an engineering goal, break it into smaller jobs, and hand them to multiple Claude Code sessions running in parallel. This will eliminate the manual work that previously required developers to divide tasks between sessions and bring the results back together themselves.</p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3q0W46By5_7FwdyWN4Bm4Pc9Z9ykW2JF_sQ8hqQLlW4zbq8d8mFF0BW6hrdjp6xMZZDW1mMXwC1XCWCBW37Yl_T1J_qJlVb6Fz8637jpqW91MVky3T75xKW7HT4RK146DW7W818Hl64rkYp9W5JH2dP2zn46SW3RRNb64PBQ38N8SyNTq7qMrBW1Ryrt98n7QYVW8B8Ngh8ZSCwZW5mdk7g3gtsk4W7gxtYs14cYd2W5yKxH-8kCLD7V7pWvZ7JCKXmW4QFQQ44bpNKFW70_SV696rT_6W6J11M_7K61cZW34rPyp26y-zlW79qW8X7r9KP2VrTGN55Z2jYff544M4804" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RIRt6WHm" target="_blank">Anthropic’s new Claude Code feature could drain your plan before lunch</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><i>More fresh reads from TNS:</i></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3kvW69BYNc9l-R_xW60wC-K7hPGQvW2Z7LSc77QbzyW3fS_6J5Rz3V3W67SjmF8X6DY7W4mkXNz2N98vTVkRjry1grVh1W7sF1mG8t1gGWW1J9pXK7BVhswW3gKwdS7bvLWkW3KmF648-0j70W2qmDcM56jHfPW8S-lqY7lQdRnW1_Ctvv11HT5-VjXnyz3Bs3HNN6QWWdjwln43W2G7tQd133pqYVYp9Bt196w1XW87PFHq97zGpdN4sByRvNR47BW6bQFHg8FfJRZN6tPvC0MddJNVSrhR86k2jssW37kRkf4ynjhGW5FxdvL58KyvjVkBYsm9dkvzGN3pcklCcXfXyVSW-s-32T5b6f8pM_Wx04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="3dRDLawD" target="_blank">“Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3nRW8yR4_25_q85DW7pY3j86JzjCqN2fw3RRd5jyvV9mz1C709RWTW1SC5HL1sk2-bW40Fl008brcM-Vtq0rs7Xcfj9W1XS8wV52QrJNW7wjMrQ7H4Nw3W63-QC21vHYKhW7kQv8W4cylD2Vdq9sz8D2ptQW5lBC8M2lYSS9W5VmpYw4xBpcdW4HK41X1CMC26W5jGJ6K4k420SN6z1TS3DL8vLW5vRPp67r_ZQGW43H90R8ZCgG6W4R74dm5RbBwXW8rthn11Tfb3rN8mBD166tchcW2Zn0_F3qtwKSW4HJCw36YBR_BW2-hySy6twjMVW6NDTrH6KW_Txf6fP_nn04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="MzHhbobY" target="_blank">Study: Developers are addicted to AI, and managers are making it worse</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3m9W4fqDtm5kCsXJW75b_-Z6NkpR4W7mgyw28jSX6SW66NQly3PlP_yW2LT74B8Fc6GSW8PbRYm264wSsN62sh-xyRVt8VL9hVm1MlnWwW472qLb4-KM-mN6vhVD5bw_MLN3JT4MXTL8cqN7QPZYlDnprfW7xwp0Z35CY3KW4RcVn05D67LDW39X9X17-rZhGW2w6NRN5L00KrW1JrD7N6lpmNKW1TyBTj14w3smW2Zp7GN2g9bVDW8qggJN5V7VhFW7P3HD984bPCBN47RvQYhqH51W6Fm5Sz62Q1HhW3Y5sF15r12Y5W2c8GyC3ySMx2W4FLSjf841SdVdc7Ysj04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="H4oLUUIw" target="_blank">Perplexity’s AI agents helped build a database. They weren’t allowed to run it.</a></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/2026/06/c176528b-cropped-54a705ce-amandacaswellheadshot_4-600x600.jpeg" 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:#142640; 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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3mDW1f-PHh3bt70KW53Br1b1yJ7y2W5rD3QN2vrwl-N4LRtjVKtJ9pN6gh4P1WtJ6vW42JSNk19Bg8vW6fMB5X3xrfF2W5MB83n50xfx5W2r1StF25KnwBW6-hYHg4ZvK8nW1y8VVV7wRlfkW7WndqP1ZzmYRW16J13c4MF9QlW5GqtH91gXKG4N2J8tctQqxPLV2Gy6c5hGPz-W92SZC492JkFxW5sXGxh7bR4PpW1pq_nh83DjMPN25j25y9xcX8W5Y4Z635jc9-ZW27Vqq46ZjwC_W7LMg-L8Ppn3kW1q0VbJ6K_n55W8gnWfp7mq23SM-Tn9RYC4FLdYW7Bv04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</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: #142640; 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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzk05g8t6W50kH_H6lZ3pdW5Ll2-t83NYnYVlDyWH47nPdXW262MDy72p8cnVTCVGr4lkJ2RW8_RkZP4NT_fGW6p4Dpw7LrFyFW7ngmZG692SrsW25JDG24gJYd6W7SfrbV4p6Pw_W4sg1f76wcb-gW3RNw5W6lmNFLW3SlWGW5TxQkKW1Wrjbg3yG_5-W2FgkgW1lj8FJW3KLP3T5Xv5q9W8b6jM38c3HnWW5-zNZk4M2LnSW2qFjs83qNM3HN8ryzp3cS708W6HYzHx5Sj8jdW3gbTZb5yJVP2W32mpKc6C2_WQW2P4LGX6Q76N9W40mMKp636nm0W47RfQP5g8k7KN1xX8zT_1SY-W9gGZgQ8SrkpJW44dRD59db76VVFzdBX3qgPLJN3xZKwBYPs_qW6xf4qc3Rm9J7N8LK4jLRH07bf8N9y_q04" style="color:#ff3287; 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="DLcsikB1" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/27d9e86a-vespaai_webinar_22sept26_speaker_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"> Why retrieval breaks under hundreds of agents </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Agent workloads put a different kind of load on your retrieval layer than human queries do, and more caching or a bigger vector database won’t fix what breaks under that load. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzk05g8t6W50kH_H6lZ3pXN2053G7KJYdgW8VFMXb81q9MTW58pqgD1sMpZ1VJdTs668P4sFW6c4_2m7G4_qrW6lFshD8s7d5GW8SwmLJ8xsMWFW1Ml3bd1-_0dMW7pxdj73K9NkfW3STr6g5vB5k4W8hZFgn6FvqvCW18DHr52xSvQrW65B7-M7QwjPhW6Q-9J86z1RFqW3Xx5zQ5MH3N3W3ZT-Zd7jgRYTW3XWL4M3CZVLwN6r89cdTwK-ZW53VDSq4kc2xcW4wjQG33CptskW8QW8y44yc9fwW4yVz0r6Frk5bVZ5g7257wnp_W85WycR8D-S4tW4NZW_b3TBVkFVxmm5n6Mk_c5VWjQz-427CD5W7tvnLn4J_vY8W1PmVBY5zk1hCW6J2dTv853NknW443ybZ5PHgXgW9bSYHz5hl_y0f7PwrL204" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="hPtAn3/g" target="_blank">Join us live on September 24</a> and learn:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Why agent traffic loads your system differently than human traffic</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">The failure modes that show up at scale: slow, stale, or wrong results</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Why separate tools make these problems worse, not better</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">What a unified retrieval system looks like in practice</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzk05g8t6W50kH_H6lZ3plW5Vsb-f6N4XMdW4PcFV36ZgswZVYwymM7Jd9wxVSX_zm2pn_-BVCwQsS3SY6ycW3FGldm6WFJmbW2s24Nw2WHNn4Vb2rCm7FtSwfW89k3QK4wqbrpW93fSCR60KZQYW394-Pj6fpl3DW5cmjT91Q89ZlW1-SBJ91gcnM0W40_CXf7nCpSBW8hl4hk5T7SkYVmFxgn3ThR9wW6-P1Lx7H8kWgW4dLmF458MSXLW641Wtc92BpxZN1JbppX-R-qCW6s6-5b8WBmlKW2CPb-z8C9NGVVZ-N9d7jSmMQW1pmlQn5dxtTmW5pYkJh22SLKKW8JSPvh7BTl_sN4W6GS1rKhT-V6b49s5DZz5nW5SH8tM6snFZZW412bnG3KwqrJW139lzY4R0cTtW1L_wXW2rjfpqf1jqMlH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="kePcs5oZ" target="_blank">Register to join</a> </div> </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: #142640; 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:#00aff4; 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">GitHub and Anthropic used their own agents for major Rust rewrites -- with very different playbooks</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3n9W4LPQPc1qrzJ2W8mf7C67_0m8tW6XbxmN2DrPymV92kGX6rn9-bVKBQdM5M6tHQW5D03qM9g-lZTN7_fClgLXbXpV274Bz7fxXbCN79Lp8RCDf8GW6pKHck5S_M8fW5QkQFH5jfr7lW2hgqmB2mTZhRW7G7VTs8_Ml4kW2_qXXq7S2xnFW1JZTwg5_KFMLVJdzYQ6Gm0l4W1h9z5w34-sZgW19pCDq4JpdMYW3xK1CG1FLKPrW2cXrbk2xphmrVm2jpx2Lv4plN67DLbN8hHqCVRZGt031FJxtW2tH55D95zC1fW8hNtYn3RNlKmW1GPPgX90GK51f9474yb04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" 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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3mlV51Lg31qN2lPW4FpdmK4SG5wLW63tWF_9kL3HlV-t4fg134k04MpvhS0s5XSfW3dHLN_3JjkRZW71Zzsv3557-gW97vxDj6-hQ9fW1gTvN_1wkRLmN1RJpyq6H1fMW2HsDKR7Lw3YWN57nQ6RQTf40N4_sw_d5F5z9W6P8Mfm62TYlBW4Zqkyv3Z_mxmN1xRn15rjjVTW55NNMz5sVVMtW30VnSC2k2YMDVPtvrl1ww7JwW5R7YN97rs5h7W270qkt8bJX-SW3n4bk_4KLhkLW62b0FB96rJ18W4hLH321wDwG6W791_tf1p50fdVmxFJf3b-wGWN3mvRZlBSMrjW4059rD7XmTkcf4tmVwv04" style="color:#ff3287; 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="J+yibljV" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/09/d12121e8-ekaterina-bogdan-awl6ao7puu0-unsplash-1024x731.jpg" width="524" alt="Featured image for: GitHub and Anthropic used their own agents for major Rust rewrites — with very different playbooks" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #142640;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> "A rewrite this size wasn't affordable before agents," Microsoft engineer Stephen Toub reckons. And he's not the only one who thinks so. </p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Rust is seemingly the language of the moment, with open-source projects and companies forming an orderly queue to move core software over to the general-purpose programming lingo. The draw? A pursuit of better memory safety and... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3kPW3MD51_35W9v9W2Rf89J8dn3_3W89b8gB2ZzyPTW6PJ2Fh7vXmtPW1Nt_Pz4zLMczW9kjNMG2rHJb_N9cHCYMf3CS8W75xdG95RDzxPVGY5d27pDkx_W5PVdRb5N-jw8V1M1Fj3z9llDW5V6lvx8yjjzBW8LtVFg8sDD9WVYnxlC7TZM7sW7pVDpQ3cKpmTW8zjPXg31bKNMW1-M5L25mr2dbW96ymYL9hFnCMW4QfKWx63spKqW2QRg-35X4p6fW4w0Kc-3CZDRWW7S688c59kQg7N2fDLtPz_gmtW5sxXx77JVvRlW38zzDJ5NZ6GQW2RY4P74k9hh4W4p22gc6vpzCFW2VQwsn5mpz45f526psR04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="LQg4RxcQ" target="_blank">Read more</a> </div> </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:#00aff4; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3mkW7Z_8hx3vn110W4--fLZ2M8LPRVcTdsC1pGYQMW1B7C8S7MP63_W6JG3H-3PQW5VW1g5pKQ5ypHdcW1pZHnz95J8w6W2r14yb5b5DHnW9ktXFC53M-X6W7qcXK433n9sLW1dKWDH2nZ6TFW1-S5bz1LTvBHW3-W7nk4nG-K5W3Q3fBd6R4fL0W7vVL5L61x1v5W98K0_v1GkXtPW2sJgZy5zY7KgV2bsqy5xB4RdW67F9Rg8yhJBrW49BcxW6lXL5LW7xwHrP1pChPSW7xg3YC4x50dSMG10jDn_Db4W24SjyT2mDW_WW1VylT_40cwMZW1m6b4K8_ySlCW8_MSdP27cXRzW1xDK4X88xV95f2zcyrP04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="uf9GGO6s" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/03/f7a6563d-screenshot-2026-03-04-at-14.29.48-1024x585.png" alt="Featured image for: “Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves" width="100" style="max-width:100%;height:auto;"> </a> </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 Models</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3pKW5t4lpB5L2-9jW33qsNd4dbgbkW9gqK3J6zfS5SW8F7DHc4bgb--W287Lgb3WFTXZW4c9wy91y4nb2W56y_rz3T11fTW2rDsTj71X3cxV9nCl4870xQpW1dgFN175z2KgW3j-6R05S8vg1N798VW9Wz7RgW3kw0lp3lkVXqW21Yv_02VLlN1W99M8jS5T4n0fW5XdDNq6cF3M9W6zXWXY5nz1p-W3YNxfG3Hp-PkW5-7_x215m9CrN6gxrTh-hrYFW24qSQR49wF-pVLcx1g4zSq_FW2thVKm7t63MfW1m3yp65njd65N6796SyxhNKLW5BGXDF461WGrW6ZvbxM69FTRtW7rtfxL7FNNf-f8MzXMx04" data-hs-link-id="2" data-hs-link-id-v2="MPElBggB" target="_blank">"Be transparent only if asked": OpenAI's models learned to leave notes for their future selves</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3qgz0W7lCdLW6lZ3nfW6bZ22d92CHFQW8QlLxL5kGM18W8mLrXG1vbXwtVPkcKV7VwG61W4v2C_l2Pcc1GVg13df7LhhX1W7FQKjK2vHSkZN5yG_fZqlLbdW17vfsl5k5KZjW4bDDzF1BCsLcN2g2kGZ_ZNmlMYSF4RrbyD3N7vJfxYH-_bQW5J7Bwh3YFT1jVTzNsG3HsH9PW7Jq3Qq93HQpNW4nK_jr3Tq85zW6pyCQL49fvTGW8XHthk5mrYsGW8g1wVB93bXRFN1GrTKVmGdXWW3sc1CS7vYQvjW6_fNTV91lWVRW6yZyW14dcSFKf4ZdyP004" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3pxW6BTdYt79RtmXVt8jmw4gfyVTW3n1cQB4Q4hpmW51ntzh6gZHNzW95wL1k442KPxW36Szhb2cKrY7N7bWQbpfDGFTV3f7jw1rDDkNVfpxdR53gNVmW5dSxsd480r2pW5ClR877C3_wTW4cMW4b5RX1RyW1PG3b22cr-XxW5YRF385W8KgYW1dRBgw6Tjd2RW66l38b2y8snKN3cGdpjK_Z-hVXgQs93XXb9_W7S0y3j3XHj8bW1twLVF1wBkmPW7JZZzj5-70KLW3MlpBp7MbB8DW1VrcJT5MSqqWW80d1xm2kHGzcW3h5Whd6Fjw5-N5C9Rsvbcf9zf2GQ3Cx04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="9oIsp8Ug" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/c8aa7919-logan-voss-_iiaxf2h1eu-unsplash-1024x576.jpg" alt="Featured image for: Anthropic’s new Claude Code feature could drain your plan before lunch" width="100" style="max-width:100%;height:auto;"> </a> </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 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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3nWW49sjJW7hQlW8N4R4jtGJBRldN2gG42rvpQx2W6rYNwQ1lCw2PW39QSph2GGhfCW7tMsZg688Fk5W2vmKGc6NN8JkW2LjNnY8YjDKtN2GVT-ywBFd7W63B4hF3x6LmPW81wlMX5c_t4qW3ph00p2nNbnHW6yTmMc3MTrFsW6j1fQ943bmkDW9kzxGK7d_DvNW7r74By2kcCPsW3f38016X-v5fN7GJNcmsZ8RZW5-Qrpq1JvSXjW5V55qX7_xsysN2TvkfwWkF2QVKwqk26cWWyDW5-QJ1b43RJJxW2JDc6s7FRFPrW681Cx63SN3SjW6yHRxF7D1knzf4k7VXq04" data-hs-link-id="2" data-hs-link-id-v2="74dKEbHG" target="_blank">Anthropic's new Claude Code feature could drain your plan before lunch</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3lnW3LcDr-3c2TJzW4_3SFW4zPznLW4bxC4d8LSt7zW4Y7bQD6WvkvjW9hRKVw6qNfxWVJ06Bq6yckpkW419TT-12VxLyV1Ds9W6_q27KV8TxWy2Zxj4lW5ncjDM5BMbr_W6x_R_22q51PtVcZry07kKLnhW2YfsLT6Y5KmnW8gdFxq4jv6YwW26yZzW9jg3FbW73Y1c67Z1DVKW6kJ8HM11symlW7hsDcC2nnTnnW8yxc9f58Fg3xW3Bll6J6wsy3KMb_LZXgCr_HW6YXplt7pN-k9W2xwK8H58PKZyN1F3CgHP8nJmW6HcctX4jDbw8N6K_5z2Ngsg2f12RHFH04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3lNW7L-dKx7JV_3FW7yLfjz981yLWW5s8Ln17J3ZKVW2Hr9ds2MxqbTW5JGbtr1c9zy4W841cKp7fvl8MVRB-nv1G_qqMW1hGFkg7qWkjLVWRs047Y-n9ZN7xmBC4Q-HJBW3W0sbx3GBYbdW84bTBM8Fd3NJW84xsHy7Y67CYW8bDFFT6-T793W7T_jKd23mKX3W6Jr0Bq7Z-T2tW8cnyqG8GLc-xW5fKm7G2SwGGmW5W_HHs4dxQ9lW1Qk7sg1pdXSNW2vVpJ_3ChKk6W1L-hTB5_mFKVW1Rmq7F3ZJJZJN21qV4zg1c4YW9fGxLb5b_v3vW7f3CKg4ZXX_2VNdlBj5Dqb1CN9kqJLHK7tlQf99jd8W04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="19bl6ta7" target="_blank"> <img src="https://cdn.thenewstack.io/media/2016/10/alarm.jpg" alt="Featured image for: The critical vulnerability was a test database. That’s the whole triage problem." width="100" style="max-width:100%;height:auto;"> </a> </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">Security</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3pdW3ymX_w6fzyN-W3KgB8J6jzgSdW8DRwFD3Tk8gxW4LCPCn4t77t6W28nK9S3DfnsnW7hY3VG6c4jLKW3Ldxsh4tz_0KW5rbcHC3Rb1BDW6BXKty5Rhbd4W1-P-tK8rvwlMW6nzjCb1RTfd9W7mMwrW1XHvkKV-RjL52rwmmsW1svC1F2p__wWW4CFwDx2HxCnbW8HVR5Y6q2PcNW3-xyVr4vgqbtW75lY8L5T90-RW5mJXQf1g-ngCVd8xD06HnmXNW2T4WWk1kd4rgN6F1DCdwThLTW3PP5dQ5KQ30DW4gPV9S7VCCdCVP0Vhx2q8Y4TW3jzRcL8WM_6GW5xCNcc2sMnZxW6K0rDM4CzS39f4BBVR404" data-hs-link-id="1" data-hs-link-id-v2="5DgS7Skn" target="_blank">The critical vulnerability was a test database. That's the whole triage problem.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3n3N3NjG3p1RrDsW1MQ5Md6NlSv2N4Ss74Yb56F-N4TMMjLGmK2NW46QwX04GsCrBW6DWXh75YW_XPW2j59nW7tPVFrW8tp3cq1tzRjkN7rrWXXtYqMjW4lwg505BNlRfW1nQZZh52MmK4W6-pQc553pb-ZW3tkxf12FvSJ2W8q9_55349JWPW8GK_M78khpXLW9kMKNg6bHQvmW10Qr2g837BrSW4L-pZ24ZJmqkW8FCzg61W0kKlW26JzgF2_KRhDW5K772d3cQ7Q-W86C7-v3fl24CW82vkRy7T1gfPW56X0YL8KCYjvN7Gd14wzjNqJN8fkjgfS8BN8f5Qlwyq04" data-hs-link-id="0" data-hs-link-id-v2="8GFoATE6" target="_blank"> Megan Carnegie </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3nLW4j_Dpl5R7fcgW54r18j6Mn512W5gd64C3QRLlHVcyQs18fsGSRW7qtkS18Bfv_KW9dgPYW3PCCGgW4vCmBq4Nc8Q_W7gDCpP6DhkT2VsDmy389t9TrN83Hk6NhlvhRW4PpJD76hlH3XVgH49m1vmt33W6JqLYK4JLG4-V7S0yH7cFPgQW8Dn5PH8hmfPBW4_3X028M0R7YW4pZB0b2jG5c0W5sWwK33YF5m_W2KDbYl8FxlPxW4xFwBs2qT2YJW500D1v5M6D0hW3SHmZW68m60yW5nl2sw4qS22rW5Tg2rY3LHJyRVBLL7R5zXsxVW16k8YY3hr5Xdf8xS1kg04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="luZChHVE" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/5306e55c-ardian-pranomo-qi9ryl-egx8-unsplash-1024x586.jpg" alt="Featured image for: Study: Developers are addicted to AI, and managers are making it worse" width="100" style="max-width:100%;height:auto;"> </a> </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 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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3lPW619_n54c8By2W1YxgZk3hJKLmVXb5Xq8tzWCQW6mNQ-H8MRmDCW6Ll4YH1sXXsPN93wmFq51PkKN2W2bjDYGKHbW2ft2fT9c9ZsbW1St26t40M318W4Hb0H58QbKgDW4-smDD2VHVj_W3lBqfy5B6TDLVCb_6S1pswDtN7_DCfSq288HW1Mxtjs2ZbWtbV__F8x26N_7MV5GnJV5Bm5XKW7wHwjd7HPhKzW1jzyt297L416W17krq11HgsgBN4GTbZWHRbJ2V2DFq79ccr39W4KX9QF8W1CMMW1DRh4P5QWlpDW4N7xbL9h9DsCW2WjM-h2wjTB2f8xnrtz04" data-hs-link-id="2" data-hs-link-id-v2="FgIJ8vyJ" target="_blank">Study: Developers are addicted to AI, and managers are making it worse</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3mNVXCYx_3TY6k6W2G65G52-KMmwW7t3jjV3BWc1yW78N6ly5Y07yTN33DyFhdhhLFN2bn_L877b3ZW1bd_bj11W468W98hB027fy0lFW8_pvXP78KKqlW1MGfD142XktLW8Q-x-J4g2JQgVHJ0DY3b-fMCVj8Z6V3_klBKW4tswNm2YXQXJW2jC1rj1KFdBvN7Vk03RXc8JCW75SC0W7fVsngMtQ3dnkDNN3W11Xkcw5fx1_5N3PdLNL2WmjHW20LtWB98N-LFW1T7Cjs6GjN5HW88NnJm5Y7SMwW3TSTTl7zFVjLW8z2WHl7GlfPCW4HgpFd6vC3Kff1HLnPd04" data-hs-link-id="0" data-hs-link-id-v2="nYu0fH2f" target="_blank"> Steve Fenton </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3lSVmNJ1s4f-msPW3Gq6Qv7prBfMW5VRWWV2NvBp0W5lVSk86bG2pPW5dnm3B4HPk0PW3pscG21qqfCPMgTr2JgptN6W4NMpt898lj7-W3SM6Y41Fq4WZW60cwch3KM-TRW5dFkJr5TXkqvW3dmHKB1Gjv6mW21-Y2q1SlbH0W77Lzc43wKZsrW3fq60B2-V1LNW6r-MH52S7rflW7bgSTt1-T4xwW8NJ8j11GhkcTVSt8dL1g-ZHhW3S8ksV5gf00tW3z3L1X6fC5L5W6ST88c5JkzB3W4MDnVy447hGMW8-YjnL6FXY_kW430T8N8lpPQDW77tds98Kp8LPW6rg_Q_9kzRy2W6_wSSt4LBKBcf7FJR2R04" style="color:#ff3287; 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letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3p9W67MPYW7qK_3VW8CXnK497nl6TW97LQBz9h5g7dW3c8z-W8LWlKLMpzFqkRl_VMN3NPHvvymsBPW4wHMf13f-WmbW1vj7R_43XDtLW29TB102KG_2cW2dYqJF1zB8qlVhdG2S36h1NVW1rRFpY7D84tbW4SzqBl6CvZwLW4Ls3sM4DcvrvW6KV7zX8wg_3xW1ftHGZ36FxT8W59MG5R6VPtWhN8XqRrVRKXDpW21BXMw3HRpSwW62Syrq6dBV3zW84frzp4wC7r5W7221-n1_Dmw-M6p2nCgFR0lW6NSBx1519ZMQW6vTct18QRcLpW6VH-dt71Z2nsdplydH04" data-hs-link-id="0" data-hs-link-id-v2="MIuTt7/J" target="_blank"> Naseeb Ahmed Mian </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3mSW7VSlZQ9cWrZxN7GTbjTdMQptVg96m56Z21KcW96_41y7TGwymW44HHBX7NYSSQW2SFlHS1wyBYZW4rjWyH7_G88zN1fnmMFpnWbtW1bfhCG2NWnG7W1VGqRR5CmnPYW8M2X8g1pshJ6W2lHFCX2rqyVmN2fLHgMSWfnxW4HyY1W3YjlZBVN7cNB9jNt2FW5yGxB121rjLfW1dsP6p8673LHW61_KDH6Skn3mW1xh1WB4CFypfW3GrMnw3M2fC_W1qQw9_8nCm9lVZv_-882wPhMW6YTDds1s0MVmW81z_V68T0V0BN3P7Q93lkRb6W32mYW52SmtZJf3v9nH004" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="5lH42n1z" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/a40fa69a-nat-fleming-dp_aefaztle-unsplash-1024x683.jpg" alt="Featured image for: Perplexity’s AI agents helped build a database. They weren’t allowed to run it." width="100" style="max-width:100%;height:auto;"> </a> </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</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3m6W5JZ27R5MJch9W16cmDJ2SSLGPW2kqZCG1Nxd18N44nZsbxQht0W6yH33D7w1ssXW2Md0yk8Hx4jtW43Y7V28Ns0gvW8nx8rG5SM28TW6X86Ss1WV-lxW1FxTgs3-x5FlW7S7Jz67-YbG6W7PRCDx7jk5F7W2k20GZ28YmsHW7bt2Nk3B0X0qW7VWfYq4d4lWSW3_x_G285Fn8WW6z5V6v7J4yCFW61g3DG3qx88LV3f9ZF2CqlbbN5J_9CC_BZWVVWhCbh8vwnn8W3by0F25p6vLsW6CXS494yHpMxW1VdCWZ1hFLssW1rnrSN84ZB7tN7_b1ZYz5MqBf8lb33F04" data-hs-link-id="2" data-hs-link-id-v2="MUuDJE/5" target="_blank">Perplexity’s AI agents helped build a database. They weren’t allowed to run it.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3mDW90G6w882jcqLW5lLzFq93bMB6W1k35Jp705PKpW4tnkNQ7kDlSvW5nfnj-6MM28vW6rMBLS8pCxdsW28w0rQ4CZH6TW1Kg-j43j073xW9bgSYl7j1FYtW2c2ktF3p176sN61Tys2GmTlkW7VghNX3sLN1wW3h1xnL4PYD0wW9hJPZy7n3gHBW3ykC_020VjFBW4ynkrJ3PXh4xW2Ggm-X1l_vqTW4FwSFz8wfzj1W45xqmj27LxPYW6NmKD097ssTQW4s28wg91dh7CW2pRCw28_jzPRW6XzrjJ1JqkQvW4tBVWS7gmSy-W8W1--c5x2cXNW2mnDfN6npM1nf56t_w204" data-hs-link-id="2" data-hs-link-id-v2="8DYaPFb+" target="_blank"> Amanda Caswell </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3lJW61Hxsy11FQZnVm2jNL8vDy0ZW40ZMV08WH3rlW3gXn7h1J-0P3W1HkP5-7FQcytW6dKMjD6TrdRvW7kGsXk7PxWTdW7Q5t-p5Wpdq4W4-Vf_X6H2WPfW3JCYmx6LLjXCW19HWpQ1gp4zLW5rWHy76BxpQ3W8VcV_d8cXBb6VFTKd92lzFs_W46gVKw3J1_zzN3cycPNlzZtqW63BLbX4T3G4pW83VCjn5RW11TW6jMg0K2fH7nQW4kg-Fc2rY7DgW2BgQzm7FyLnNW7trsQ82lQn5pW2qz6PM3XYBPHW7jFSDZ1LzjZvVxVLk18YJ83nW1rrWmc5VJGJsW6D-9GH3_stCLW764t676RThV5f8JvzXY04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="9BRlI8R/" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/10319474-athithan-vignakaran-1024x683.jpg" alt="Featured image for: Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between?" width="100" style="max-width:100%;height:auto;"> </a> </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">Open Source</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3l0W77RH801cYkf1W1QWZYY7tJJMzW7fW0H97pZqPrW2yvRxv1TsZqLW4Rwc0v3cPmtyW4wyp8c7SL2TMW13LZGK7m-Q4CW7krzQV4LbfKGW9fg-pY3lXWqfVdhZ174wQqb2W6NYsGs94qFgJW4MnMWv63BB7FW819JTK24JyFWV4wWvQ7fzxWsW5R3b_B9hmFLZV-yhJn10d1_pW4GJFtQ4BKM6rW7V0CkX1kXcDtW6zD0Cw2DxmVhW3X5Sdd4mJ189W1bN8gS3_cBzPW7FrGV67S_RfbW3XPWF-5ZN2n3W6KT9gh4ZBLplVtpPbl4FVcTzW7HkNcX6k6Dg_W6jsh6X4h_Q0-W2FV8Wl5lTwMlf4NdYhz04" data-hs-link-id="1" data-hs-link-id-v2="yKnNhzIV" target="_blank">Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between?</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3pvW5FV1_N4gcs2NW7Tm1Mf5z3YBsVYktD-7bbRg6W3MhCP312ZS1CW7MtrzH1_ftK-W4nYdw4104nSnW32kttc8-z2l5V50B6c3xy37fW94hG684cbv7wW34xb1t30XdCLW1Xb1Gj78yK1YW3Byq5j7V0njBV2XYkm6g71npW4Hp_RK7j_pj5W2PpZjx4m_9zsW7rvNWv6jR03BW27JdYf3pGlxPW4C5Cm674scddW4ZN6rx3M3l9XW7V07068dVcgZW6t4Mnp73W9qPW6rvhhD6Z0F-JW341kk25NTFlXVjSyYL8rY8H8W5HtJNl2sNNyhW8W3Dv24xHmNlf7kMGls04" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3kMW3HXdGF5-21ClW717wD56tWFpVW5MTX_n6fyTpnN1lPf3vF9cLMW1ZD2MR5qr34pW2XQrgh3zJS3-W7HSy3q3nRfnLW2s8Gpg5P82-WW775nXK7vdvWLW7tsGK81xBm_yV34gxq4KZ8KcW7B2bfv2ngSV0W1BbJbK5c571HW8q4lX776_n2hN4CJQw5nl8j9W6hfytw6QqMgfW5nCV395R0p2gW3Y9YYM8QDP9qW8l6Xgk30BNXbW8zS1bN9lLmQ6V9WY-91DNMMlN91JfhmC6s71W6yY8yj8nx4H6W5TqMS74lcCSwW11tLsv4VY0TxVDLdh938wP9bf913G2W04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="kxBOznzy" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/f425711a-jem-sahagun-kqc3rzembi-unsplash-1024x745.jpg" alt="Featured image for: “Everyone’s in a race to replace GitHub”: Zed launches Delta because agents made pull requests obsolete" width="100" style="max-width:100%;height:auto;"> </a> </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">Developer tools</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3m9W6wqJ0S6Gvw0MW1tQng56_x6F0W7S-Vmt2s_29xN3vmTryBMXnnW7gYM2p5Gt-_nW2XDwXj7HMgRvW7R192J50WSHLV53zFK889r73W8N7_pg9g_6CtW5PwqQ38fbV0XW8XNvmQ6sM20mW4gW14t4LhF0DVhNrQj3-Cn30N5pjDVg6Vp4CW9f7Ddb2VgvdwW7lNZQD5z3FKxW9gDLd-2ZZmgTN4qWN0YHw0zhW80t4Ml6xCcBNW4FdLgC3L2FGmW176xzk6g_KQyW7fBXS13H06k4W4hb0xc2rCx_BW7bCbds5wLgGJW8kgb2k4PqJg7W2rvKSh5h_Hzvf7dvcTW04" data-hs-link-id="1" data-hs-link-id-v2="ZB9rlSIp" target="_blank">“Everyone's in a race to replace GitHub": Zed launches Delta because agents made pull requests obsolete</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3mMW7zwKbg7nthVWW46M0xh9h1-wXW9dtrPZ7HYHbHW66ww_44k3jqjW7SRymD7Z52lJW6hhcxY1z8f32W1mhC1R4HLbqzW2c9Rnt8rVqnKW58VnyR3MRkSpW5_RJ3_5qKLVXW3j1KnP6BNlq7W7jQP0l7Kwp9pW14wxMv3fDvz2W2p-nKq92B2CvW20Zs3G2Pb_KSW6sx7vj52fXp4VBcVHw78sVWdW1mRq126pjMKzW4MN9QW2X6qGbW4yCMWN3xBnw4VNjDC094gT85W9dD8wT6cKHyjW8fCh1V7S_ClzW7sTg7G3mHYRsW7GtHL66WZHfBVhNdHp1r0xC4f1z6x_l04" data-hs-link-id="1" data-hs-link-id-v2="S/ywSdqM" target="_blank"> Paul Sawers </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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3pMW94Wb8Z6j81YTW52G_8g1dldT8VBq8fB94TfP4W7R3NYN1jmbmSN1nYSXBQJdQkVMh_G532ph6yW7tS1W-6Rr6j8W69Xx7Q19RWKYW5lf6b369fGQ2W2CQRSj7Z6G66W2dSlWz7CzlF1W9hstmq5LsJQnN6Qsv3kQRqP8W5Yllcy48N3RbW2RHSSm5s9lFqW4dlzHt4JhYkhW1gd_FK1p_MPxW3S8Xyz8p2wBbVWvb3F6cYXF0N21KT9KfGP5sW7ftkSf7FHjjTMNkgzbFn3fJW5bH3BC6c9JxdW4VB7Cz3fcXgfW2WBBfg43lbBMW9bNSz21Xs7Y7W27dbqg29vK88N2KW3mGVRDm-f45bj0004" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="xNdARDuc" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/7adf397c-gunther-samson-hdzudp-cy5g-unsplash-1024x492.jpg" alt="Featured image for: Anthropic bet users were choosing wrong. So it removed the choice." width="100" style="max-width:100%;height:auto;"> </a> </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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3qgz0W8wLKSR6lZ3mmW2Y-Sly1JcmcpW12rRHg1XfXwZW27l83F5Hj_MJW6R9gh02sxckVW8BZlRx4mJPm6VBybSj57L3KwN6pSkW97jldLW25Jw0f4N_PZvW3N-_wF77Cj8HW5M3KND702G1DW7C_Txn6Lm8W2W2-QxPW7cg3K_W8q8_Jr7_FMTpW5vYcCG7SBpNcW6qDC2v3F4_m6W15wp0_24ZgS2W1gsyXH5R5PH9W919jnN8JXG--W5gt4Yx6MS_J-W1PmGnR6B7cHxW7skQL98LxY83W8jXwZV6mqWHsW5xsXjQ1LDTDsW2Q4xRx6PW0NyW5_cblh23QFNgN9fGJmcJygjrW9kKbpP7FdRp1W2NZZ4K8cWZjff6HfJZl04" data-hs-link-id="1" data-hs-link-id-v2="BLZuGvv3" target="_blank">Anthropic bet users were choosing wrong. So it removed the choice.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; 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:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3qgz0W7Y8-PT6lZ3l5W6XV5s95jTTqHW5bWvt2562QFHW4WKNfL75jQ5bW43yR642k0DVVW2GqxBf17c0ZPW242gz62NwlJBW4BTtY37TBYmCW9bxZlz5H3M_zW22ZQ8366KYd5W7x5ZbX1PJP_4W2c6RCF4Z-SLHW3hbydZ6X4KtWVb6r271NkqZHMKVM58YRRNsW6-9TQb6DSP1-W46Z3n75zKMZDW3yPdVL6bL399W7Tdw021PCzz6Vr32tr4Q-dbpN4ZXWnn_RF5KW5dRBTs3NR5t6VD5Mlx6pspn8W4ZM78p69X1pDW97b51w1b4yf2W1My1M351R7JDW7GLdNg853S5yf1wSzl-04" data-hs-link-id="3" data-hs-link-id-v2="GVObPKwH" target="_blank"> Amanda Caswell </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;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3l5W3HcGzR8j3TtQW3CFF5T1VcDS8W63fNJ14KxxBZW4m_YvG8J3C_wW7bxkLZ3V3GTHW6bS6b936TYt1W33l82j1PSyWLW4SXQdX5ZJ59RW3LGG2x4H56h6W5Q4J_y2bdHcZW1JXlTN1yRSK9W5sKb-m40qTp5W85Vd6290hkYxW3mkvMJ86mVkqW7fXk0H8t24L0W6dD8-R8PZzLjN4_ZlcD3vp5JW1CWH1R88G6zlN4zxnbsbpkr7W2xVk6z9m06fwW25X_my46fTn2V7j11J2vxXWMW8HHqXx5T1Q_JVKsYcT8TVcHNf8S3LvW04" style="color:#ff3287; 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="zJWP09N8" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/03c1fb24-mohamed-nohassi-jpedpjmgzd0-unsplash.jpg" 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"> CLI or IDE? Build in verification first. </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The CLI-versus-IDE debate for AI agents is really about whether changes get verified, not where they’re made. Neither environment checks correctness on its own.</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Local checks catch issues while context is still fresh</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">CI acts as a consistent backstop, regardless of environment</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Project context turns remediation into something concrete, not guesswork</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3ncW12RYj24SrqsPW1PJHPM927YFNW5h36yp4M-bdbW8K0Hkq3rkjBbW1NllhM32y4qKW7F4p2Z2ZnFLfW58vn0t5CjF_QW44bkW744vLjjN60Tr6gr1YQgW3b_8_083xKjWMVv9Jqh_1QcW2Hm-Zw4z_jQHW5SRQ7m419rk9W71JK3_2tBVwBVrFk4Z3PCP_bW3WCksr1-jG3FW2djVPH3smS3rW4Lddjw2BWtBqW6l0MM36JDYwZW3C73DK180tVjW43YHHL8h2gCHVMLFgq8j3C4YW2hgXYQ6mnjwDW80Y_ZY6sGNvVf4TM4_F04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="rHE//GQS" target="_blank">Read more</a> </div> </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:#00aff4; 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">GUIDE</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3mbW2X_trx3YRtRyW6nbhy-6lST2KV6Whtd8XDcwnW8PkJcT55T9ZRW2z__118tM9VGVmw3hx1lgHsBW2kT8FG6nNf5ZN84bfHkvyPfhW7L9TGq1x38VhV4n23G68SpnXW7-B2Q88v0P9sVbD8lb2nR50KW95r0D341tLxBW79YrBD402ln4W6hJ_4d4hcNMtW4Q-YK61P-1CyW6S2Hy043qsZgW1L8NRd2P0dyyVZlwfr4KRgfRW1RjSnr6F-Cm1W341GYK1RN9Q3W977bNL8bRhBYW4bZX3g2SpxVGW5SsqRc8kGnPMf7fHZs-04" data-hs-link-id="0" data-hs-link-id-v2="M9vUxZUB" target="_blank"> So you want to be a Forward Deployed Engineer </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Forward Deployed Engineers sit at the intersection of engineering and customers — writing code one day, solving problems on-site the next. This step-by-step roadmap breaks down exactly what skills, tools, and experience you need to land the role in 2026. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3mSW8pRZKG4Y62WDW6VLS2S5182GHN3XFq5X3K4SgW1CP1zg7FWby-Mvp7Z92Vfs7W5hqvSR64PhWkW7vvndL6CKt_mW6rxHyV6QLHzxW5RVfgv430S5kW4lZPW13h97brW3yCFCH5qLjSqW55h7-Z4cqrW-W3XDGKh84rHkMW2kLG_-8CHsYNW1_bl3S2hX3GFW2ppmhS4XCmSwW4rcjpq33mnn9W2kPFT77Dnk60VwJSlv9jm9k5W62FPZ976FwrFW6t7gNP3Yt87FMTspMGQqH3SW4h8ckg8tl3l7VFLgDK3Jgf2lf8-p9bM04" data-hs-link-id="1" data-hs-link-id-v2="rLqv3SHS" target="_blank"> Explore the roadmap </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">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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3lHW16pp1M5st9jXW2QlWMs1r9YKBW7fH8hB5Jy35cN8rTkskJRMZfW4DJJDJ3Gp5RBW59qWCd1dwT7hW3dP_KF52BZTYN20RV2lz7gbkW1BqN5f4b_bXgW4SFbq98P_P2XW3Dqrbl6vr9PRW8Gfnw46g2-s3W2kdk5m6zRFt4W7r-WzZ3HxPPnW7pKFv87N7RWLVZp26D347p3-W1Zmqxm6rRFDYW5j5_zT2XY8mNW2PPsHC5W5tfZW2SrJ7w7QC-d7W6G_m-J6h8vC6W6xdjfY4CJwH_W3krthP32rKykW4T8GFM5Y-y-zf22-nRM04" data-hs-link-id="0" data-hs-link-id-v2="YA9D3g9T" target="_blank"> Don’t Duo it </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> The iPhone Duo’s supply shouldn’t worry you unless you’re an early adopter who loves to play with the latest gadgets. For everyone else, don’t worry about it. You shouldn’t buy the iPhone Duo anyway. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3mFW2kqByd6LYQ4MW748dK7926X14W2z27-510m90CW11Yhkq78Rmx6N5lClWGmLLrtVC3f-P51zhjyW8zhMrz22lCT0N7T0kgVk5kY0MSR-N5CShr1W6ktRl43yG5b8W52C9rQ8KbK_HVg2dRt3tp_2BN6kBgCx8f_7VW7DMgsB5q39JYN4Zq_P5ygJJKW2tf3pF1DByNjW61hb1T98v49SW7Stg5Z7Fzzw8W96py138CjKyjW2RNdvN3Bdq4hW5BsCNR3wQcqtN8vzflKcG4vFW65Jc-M78y8YPW3pYMq85MvPsJf8w-M8C04" data-hs-link-id="1" data-hs-link-id-v2="du/yetUR" target="_blank"> Read more on Hard Coded </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">STACK</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/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3pbW2TJB7_78cpgBN3XfGX7sTpwmW6SZjGr7RtMZ9W2yk0zt62XZN6W1cYTPC25KkmDW4SRZFq7yhBpKW29nP_h1Qy_RyW3xN8D_3_GCncW55hnqj8hK856V9RK-S4lJVCJW1mtCPH7dpQqRW80fBGv8nq0GcW4k40W16LvwdwN8MlBfYqlCnyN48h1kSGXWJVW5RR8jc7cSphzW5LZjzX3FSVsSW291ZCF717y9kVbkDk03Svdg0W2lJD494Y-wpnW8x3ch66L6_jnN8KbjXfqFq63N4XfTQzRDv-nW12RMy94N8B2Xf6wbcl804" data-hs-link-id="0" data-hs-link-id-v2="frSZnkG3" target="_blank"> Kubernetes at the edge has hit a wall. Fleet management is the way through. </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Edge Kubernetes fleet management uses Cluster API, GitOps, centralized policy, and observability to standardize operations across remote sites more safely. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3hCZYW7lCdLW6lZ3njW7R6Bd_4c2xYgW66gdfh2-2klcW2FqkYl6YbgnvW71bFZz7GR-pdW1w29_J8PS1wRW4xWps82Vv3WcW7x5xY470-kRlW8xP9414r5HSrW1ghL4l69xMnFW1p1WH77Tbn1TW9l32ck67RzTlW1WSQM-80cTKkW9cDNJr6qjp1JN27svfg9RJY5W2ZRgrc1BFv8jW6q_-db5Pv1cgW3vtFPT8gf8bYW2K2hZS3NVFW3W4-jfTF4wDLKSVxSvN31sNG5QW6M-tD94twtFnW4y_LNm2TQtZcW72mq4n6Nykk3N6x7kP4spSq7f63ZTwz04" data-hs-link-id="1" data-hs-link-id-v2="yEe3JS4e" target="_blank"> Read the article </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%; 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Plus: GitHub and Anthropic used their own agents for major Rust rewrites — with very different playbooks
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzkC5m_5PW69t95C6lZ3ldW4TQjkc1KSRkqW5Cp5GH3TlzVhW6Y7mVC6Z7T0sW65fT6Z20zSFSW6fSJKH60JbnRN2Tkpv1_Tqh1W6wV_S54chG1sW5QwZtW312s3bVmWB4m5vDc_3W2ptMcD7FTvN_W5Ph8JG2qxLcfN7FpQc8VFjv-W5D2m9737zDr5W6kyb9d23w4NqN7TYdl5-pJZJW56t8Hh2DZ7l-N3f-_lR71DXcW1z673l68Bg5bW49pTLg3Gt6Q2W4VqBY881L6PsW2-MGRx59mlcbW83kmJF3Qc1lKW1PB-1z1TY5clW72VB7-3npMnZMMg425kdhncW2jY_4F45jrCMW70KXLR2bTyQMW7B3zmk9bstnJW3qZ8C_2Z_1GFW1215XJ23v1npW7gTsH56sYCQ7W3_5DNX8pVbQpW4YWKd86wRnP0W7xgkQc7z4N3NW1dtC863t4_s0VxwNCw8J18YRf7C7-tF04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzkW3prCCW6N1vHY6lZ3nmW3xTqFx2FLp56W6g5CYB4GYDk9W5Ft4Rh50PDy1N20j8sld7W32W2WC71x7z3DPKW3Zc7XR7bxCzYVhWLDh2tV7-BW2Rdt0V840cJjW941_DM51Ms9TW92Pyqp8Ylm2sW3-b4_z9kTPsYW35zP6k31p-N9W7dH1KQ4p_WX_W3NnJfl14kN4SW8bDWdv5Rzh4XW3jh56b2YkvWkW4JYsgH2klg_XW5ckJBv3Hf42rW7vnKTY35QnVPW6RfNKp7FwnzlW28Mlgb4GhF3yW5pCfhK2Z0Zc9f6srzXb04 )
September 18, 2026
Claude’s compute catch
Anthropic is giving Claude Code a new job: Manage other Claude Code sessions.
Starting Thursday, Anthropic says select Claude Pro and Max subscribers can access the redesigned Projects in beta through cloud sessions in Claude Code, with access expanding to more users on those plans over the coming week.
The company is redesigning Claude Projects — which until now grouped chats around a shared knowledge base and instructions — with a coordinator that can take an engineering goal, break it into smaller jobs, and hand them to multiple Claude Code sessions running in parallel. This will eliminate the manual work that previously required developers to divide tasks between sessions and bring the results back together themselves.
Go deeper: Anthropic’s new Claude Code feature could drain your plan before lunch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m9W33rSRm5VLKKGW2tWgSW3v-wsmW69FXN21DBdFpW1bTxps2JQdbdW1ll_M55-lplgW56wyYw89k64tW9cxRFK2yT5HTN5-JDLxcl58kN4SrvpvJQZ-YW7wqtjQ6G5KWHVK27LB8bCps5W8N56WZ6F29LsW8TdQ8v86tCJ-W2T1sgZ5nBX-vW7YJYsT7mbY-4W91tZWp6RwLdgW8GG6M56P30d9W3tmF1G4s4b1rW226GvB4G7x9zW2ZVQVk7Ch_82W3kkqYr2-kRGtW1n8kWH2ryVPKVHcR2P1v0zLgW46v9-d2gYr0nW44rnC778_1p-W6Mvkkx3qS_ztf35nvz-04 )
More fresh reads from TNS:
▹“Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3nwW97Yfhk6SZRQWW42mh1Y89N_zgW12xD1p1nTnw6N8DLR8k-pP86W25Mkl94CPF_PV_ZKS54Fl43FW2lyZGT4DSTbzW3c7gnn6M10_0W8GZrGM3C_f-9VlcS0H2RzndjW3fGLNZ24764nN7-ZL3BCd04ZW6WJd2_6WdvCrW53hLqX581_CGW68NVXk16yqvtW7y7lq32bLnvFW91y7Jg3JNdXlW6tm2Zm4x2W5NW25vqy47g8xydW15F9FZ8gcHq9W6BDmFN2-n0VJN3HW8k2cJp1bW7CDNY77N3BG5W7kssX61KcxnYW1tGFVz2fXSpWW31bZpW31mg7Jf5nT8cz04 )
▹Study: Developers are addicted to AI, and managers are making it worse (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3l3V-s7Xl7qfq8GW61b8wg8s9x1qW8YCvyH7PG4D9W73mtvy80dcZsN3DffzRGc4ZVW8q2KTK2df_DKW1rlr128LbtFxW3LhcHV3m0zFTW1_fxR110xXqtW40JlRd4zrVJlW4N3PR98Cvjc0W6PBM-M3vfPKJW6yXSGj6BXPGLVFLzXv2DZm62W1ccZst3hpf6nW562H-_3CM0jFW28YjJ58_KnJbW1jpJtm13mLWCW4NmktX3Qc9rfW6qfFYd4J_S2zW4rX8_q6SXR3-W1blMZK17pNhXW95vjdz5P0qlVW4jsWWt3yxBbRW7-9F_v6nkFnCW7CKcwr3Qr14bf7c9mzs04 )
▹Perplexity’s AI agents helped build a database. They weren’t allowed to run it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3pNW8SK3bh5r6F2HW40l8Lm2lTMjTW2wZyjf49mf9qW2SMsf67QsklFW24BNHy7gWtGYW6kxKgT865jqsW2VNYjd4nkV71W5Xkv0h6VWKSzW4zLW1H6SpB9vW8S0gz51vdb5WF5Ljk-mYfBBW2FDyrg2T9sr6Vtm8RL2SpkPGW4SMNQ221JkYcW3TcxNC7Tb8CWW1kMTJY13pM_nW161dpd4NLkl1M3Yqpzkfg4mW2tg5Rd2-rSRlW4k1cKK8khtJtN8vkNJqgGB8XW78t-CD5C7pN9W1dlm6D1Cfj0RW5PTXRP6ZWmmXN1R21J8tNPVYW3fwHjs49wCcCf1R407604 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3p3W5lhQ1L1b854SW2TSbFQ5f1QgGW7clz302362T2W1RZPgS14hV0_W7QgNJF8Rf0kbW6FtVqL6xRYj0W5d8PfS6-GHdKW1H_Z3D3mZLSfW6Bb3p19jVDhgW8f9-jw8N81Y0MSR8Nv_B07jN2BDd8-dWBtqW90xjGC1PvHD-W5JfPbm3XjVGKW39LjSM2bf9_5N2wMlhmS1VxjW796x8c66YvjzW120lzW8Q0V2qW915D8Z6nh9CfW2yvNKH2bvkzQW2t7FSM86bWf3W5Cb--B4ySCnpW7545sd66-5R0W6ZgzJm2vV4_Bf7RMp7Y04 )
Why retrieval breaks under hundreds of agents
Agent workloads put a different kind of load on your retrieval layer than human queries do, and more caching or a bigger vector database won’t fix what breaks under that load. Join us live on September 24 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzk05fkwKW50kH_H6lZ3kwW8L9JG97j4ldkV9lctl6s4XjpW917xMB8sb2w8W5N7GZ68LMkKRW750Rx58MNy9FW4NfPyH5C9BFSV6sPcZ8J7L3xW8xc-d26CgcssW1ZV_qM2Zl4m-N6mzg9hZcv2rW3fzfp33LpK9GW7yWZkw5wfh7QW1WN8S37d9N8DN1XZjptYsNhZW38B8sY5mHZwxW14Ht5_5pRwgTW26hbw74G6CwBW5D9-4C7w6MYYW6rf4nl5ZxS2-W7RTS9f5NGqd5W6YpwlD1FKjp3W3SCCLp76HZrkVfHpg02bfNm5W4XVRVd4zbnrjN7WdTHXclny1W6wK3-w1ynjgHW933-4N7kcLsQW7Qdqpp3WCJdRN8kgp_FjHMtwW2VLyZv6pDWWbW3mmW2D7P8YFGW83Rttm58L1h0f2CjHSY04 ) and learn:
- Why agent traffic loads your system differently than human traffic - The failure modes that show up at scale: slow, stale, or wrong results - Why separate tools make these problems worse, not better - What a unified retrieval system looks like in practice
Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzk05fkwKW50kH_H6lZ3kwW8L9JG97j4ldkV9lctl6s4XjpW917xMB8sb2w8W5N7GZ68LMkKRW750Rx58MNy9FW4NfPyH5C9BFSV6sPcZ8J7L3xW8xc-d26CgcssW1ZV_qM2Zl4m-N6mzg9hZcv2rW3fzfp33LpK9GW7yWZkw5wfh7QW1WN8S37d9N8DN1XZjptYsNhZW38B8sY5mHZwxW14Ht5_5pRwgTW26hbw74G6CwBW5D9-4C7w6MYYW6rf4nl5ZxS2-W7RTS9f5NGqd5W6YpwlD1FKjp3W3SCCLp76HZrkVfHpg02bfNm5W4XVRVd4zbnrjN7WdTHXclny1W6wK3-w1ynjgHW933-4N7kcLsQW7Qdqpp3WCJdRN8kgp_FjHMtwW2VLyZv6pDWWbW3mmW2D7P8YFGW83Rttm58L1h0f2CjHSY04 )
TOP OF THE STACK
GitHub and Anthropic used their own agents for major Rust rewrites -- with very different playbooks
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3pNW7yw56F1pJt5_W7dV1-F55D8P2W2d9yZz7wqXPVW3dsnxN2bKww9VcGgWG4JpMNjW3qcVK68DhqvxW2MGSY17KpXCDW914h2L2Njff5W8X76F51p0nCCW5C2ydN7fHV3GW7XNP3_1CW2CYW68pnMw6r22rgW7v6yq08DhY19W7fwX542BLywdW3DB1Fd2z7pSLW4MkHVx4F-8bpW39jNFR8xX5TZW4VCsKr32fHs-W38C8v84mj1tNW5mvVqy8pk9nMW1vHVwG4Gllv1W6VrzR38r1NxNMFDTpWH4BXLW1lDy0S1rcrnBf6Fd0jC04 )
Featured image for: GitHub and Anthropic used their own agents for major Rust rewrites — with very different playbooks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3mWW622s5C4WT-TzV5XGXs3QjJrfW26Qjkn5FTqDzW8cQlfz1SVdNlW326zNs3YtxslW3vsC483vcBwfW8mrk-b3T9KmNN3Y8pB1fTyFpW1L_pBR4K_Wg_W3XvPbw8_vbR3W3m9lmZ44NVJGW96BGC08SbnwGVw50-D72K8x_N5Jql8LKm2WbW4dhPZQ8jRBQ7W810Mkq7lPLCSW2jvpCr24r2h4W6hny3f11TxKVW4cQ8Fs8NJnFVVx2WY08dgyHcW3BQZc327lbPZW3cp9jK6MzJmsW11szKv1CDdx7W8xK1BG7WZP8-W3sz_yy6XqcKmM_9nQ1RFDq9f1qtXHR04 )
"A rewrite this size wasn't affordable before agents," Microsoft engineer Stephen Toub reckons. And he's not the only one who thinks so.
Rust is seemingly the language of the moment, with open-source projects and companies forming an orderly queue to move core software over to the general-purpose programming lingo. The draw? A pursuit of better memory safety and...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3mWW622s5C4WT-TzV5XGXs3QjJrfW26Qjkn5FTqDzW8cQlfz1SVdNlW326zNs3YtxslW3vsC483vcBwfW8mrk-b3T9KmNN3Y8pB1fTyFpW1L_pBR4K_Wg_W3XvPbw8_vbR3W3m9lmZ44NVJGW96BGC08SbnwGVw50-D72K8x_N5Jql8LKm2WbW4dhPZQ8jRBQ7W810Mkq7lPLCSW2jvpCr24r2h4W6hny3f11TxKVW4cQ8Fs8NJnFVVx2WY08dgyHcW3BQZc327lbPZW3cp9jK6MzJmsW11szKv1CDdx7W8xK1BG7WZP8-W3sz_yy6XqcKmM_9nQ1RFDq9f1qtXHR04 )
WHAT ELSE IS NEW?
Featured image for: “Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3nwW97Yfhk6SZRQWW42mh1Y89N_zgW12xD1p1nTnw6N8DLR8k-pP86W25Mkl94CPF_PV_ZKS54Fl43FW2lyZGT4DSTbzW3c7gnn6M10_0W8GZrGM3C_f-9VlcS0H2RzndjW3fGLNZ24764nN7-ZL3BCd04ZW6WJd2_6WdvCrW53hLqX581_CGW68NVXk16yqvtW7y7lq32bLnvFW91y7Jg3JNdXlW6tm2Zm4x2W5NW25vqy47g8xydW15F9FZ8gcHq9W6BDmFN2-n0VJN3HW8k2cJp1bW7CDNY77N3BG5W7kssX61KcxnYW1tGFVz2fXSpWW31bZpW31mg7Jf5nT8cz04 )
AI Models
"Be transparent only if asked": OpenAI's models learned to leave notes for their future selves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3nwW97Yfhk6SZRQWW42mh1Y89N_zgW12xD1p1nTnw6N8DLR8k-pP86W25Mkl94CPF_PV_ZKS54Fl43FW2lyZGT4DSTbzW3c7gnn6M10_0W8GZrGM3C_f-9VlcS0H2RzndjW3fGLNZ24764nN7-ZL3BCd04ZW6WJd2_6WdvCrW53hLqX581_CGW68NVXk16yqvtW7y7lq32bLnvFW91y7Jg3JNdXlW6tm2Zm4x2W5NW25vqy47g8xydW15F9FZ8gcHq9W6BDmFN2-n0VJN3HW8k2cJp1bW7CDNY77N3BG5W7kssX61KcxnYW1tGFVz2fXSpWW31bZpW31mg7Jf5nT8cz04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3pCW9bg-Jd8W_llDW1jxt_L7z4mmSN3Yh6JNhWJ73N7tlL54X6gd4VLpDqH5KYdGVN2TR5nwNHZM6MsfZkZGnGJhW55QG_G2JY71FW4pNMl57HQM2bW1Pr4DW6gjss4W93cYp71jBhVSW6DKwjz2q4ZMLW7VZvNY2BL10MW5tjyp167frvgW5G6B6Y2QfxcRN5jPS6DFhJGDN1dQjPQ3R0h1N90NhsTc02QGW6_X6Lq4_v3JDW2HNfnv4rStBVW3DCln73MW-4ZW1C_NQ37lj0FhW3kVL9W6cnBQFW8zHX9z8NlVz2f10GsPx04 )
Featured image for: Anthropic’s new Claude Code feature could drain your plan before lunch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m9W33rSRm5VLKKGW2tWgSW3v-wsmW69FXN21DBdFpW1bTxps2JQdbdW1ll_M55-lplgW56wyYw89k64tW9cxRFK2yT5HTN5-JDLxcl58kN4SrvpvJQZ-YW7wqtjQ6G5KWHVK27LB8bCps5W8N56WZ6F29LsW8TdQ8v86tCJ-W2T1sgZ5nBX-vW7YJYsT7mbY-4W91tZWp6RwLdgW8GG6M56P30d9W3tmF1G4s4b1rW226GvB4G7x9zW2ZVQVk7Ch_82W3kkqYr2-kRGtW1n8kWH2ryVPKVHcR2P1v0zLgW46v9-d2gYr0nW44rnC778_1p-W6Mvkkx3qS_ztf35nvz-04 )
AI Engineering
Anthropic's new Claude Code feature could drain your plan before lunch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m9W33rSRm5VLKKGW2tWgSW3v-wsmW69FXN21DBdFpW1bTxps2JQdbdW1ll_M55-lplgW56wyYw89k64tW9cxRFK2yT5HTN5-JDLxcl58kN4SrvpvJQZ-YW7wqtjQ6G5KWHVK27LB8bCps5W8N56WZ6F29LsW8TdQ8v86tCJ-W2T1sgZ5nBX-vW7YJYsT7mbY-4W91tZWp6RwLdgW8GG6M56P30d9W3tmF1G4s4b1rW226GvB4G7x9zW2ZVQVk7Ch_82W3kkqYr2-kRGtW1n8kWH2ryVPKVHcR2P1v0zLgW46v9-d2gYr0nW44rnC778_1p-W6Mvkkx3qS_ztf35nvz-04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3p3W5lhQ1L1b854SW2TSbFQ5f1QgGW7clz302362T2W1RZPgS14hV0_W7QgNJF8Rf0kbW6FtVqL6xRYj0W5d8PfS6-GHdKW1H_Z3D3mZLSfW6Bb3p19jVDhgW8f9-jw8N81Y0MSR8Nv_B07jN2BDd8-dWBtqW90xjGC1PvHD-W5JfPbm3XjVGKW39LjSM2bf9_5N2wMlhmS1VxjW796x8c66YvjzW120lzW8Q0V2qW915D8Z6nh9CfW2yvNKH2bvkzQW2t7FSM86bWf3W5Cb--B4ySCnpW7545sd66-5R0W6ZgzJm2vV4_Bf7RMp7Y04 )
Featured image for: The critical vulnerability was a test database. That’s the whole triage problem. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3prCCW8wLKSR6lZ3p3W3VGj8F13X8pLW8w0MLS4N6JDfW27__Sm5tN0ycW6hkH7b1pB3CpN4Ll2gntNWlgW8YgckC6jdxs9W8P-92F2xQ-jdW5nCNWH3_w4_nW4XbJ-H33zNLZW4Mx_YF7XZhbFW2BBQw62c-r05V7BWXV7mJy7ZW6Fvjnv1qkXHJW1WwY0X9dBTFJW3039mb3s4gxtW7W_XyQ3rm_8CW7bxhJ54kSZYyW7lQT4910YqThW94QZGq5Yr571W1kFlhd8qDMFZW8dnWt87vBvDJVlMPhf9btqNgW7871sx35FSf6W92Z-P638bkvyW574lTV3vh_8cW3mGdJx5d97WKN1BQDb9cmzsgW1tGjdJ379fpdf6jrmWd04 )
Security
The critical vulnerability was a test database. That's the whole triage problem. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlP3prCCW8wLKSR6lZ3p3W3VGj8F13X8pLW8w0MLS4N6JDfW27__Sm5tN0ycW6hkH7b1pB3CpN4Ll2gntNWlgW8YgckC6jdxs9W8P-92F2xQ-jdW5nCNWH3_w4_nW4XbJ-H33zNLZW4Mx_YF7XZhbFW2BBQw62c-r05V7BWXV7mJy7ZW6Fvjnv1qkXHJW1WwY0X9dBTFJW3039mb3s4gxtW7W_XyQ3rm_8CW7bxhJ54kSZYyW7lQT4910YqThW94QZGq5Yr571W1kFlhd8qDMFZW8dnWt87vBvDJVlMPhf9btqNgW7871sx35FSf6W92Z-P638bkvyW574lTV3vh_8cW3mGdJx5d97WKN1BQDb9cmzsgW1tGjdJ379fpdf6jrmWd04 )
by Megan Carnegie (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3kFW2MFX6D3lK6csW95JMhZ7F5B_5V1JnfH4pwjjrW874mWJ3LVbyKW2hkHsy2ztD-dW4Fv0T78m4wk-W1492VP83tjr1Vq2pg266NrkGW6HS6ZF11MW56W5Hrsh2240JTfW5k8rLT7cWH2sV3GzSD3HjB1tW1zwgcc5CTc4-Vkt-Vj6LNHh1W71SgJ66Tm0L6VJtRWl1XQhBnN48LmZWCgyrfW1Y6-fC45hpJKW6RnFCX2dSw1tW4P01fm2nCWxkW8jXKh15DSGf9W6mw9_Z6HL-_TW48hJWj1l-nsHW6kHG9x8FJrZMf7JXjbx04 )
Featured image for: Study: Developers are addicted to AI, and managers are making it worse (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3l3V-s7Xl7qfq8GW61b8wg8s9x1qW8YCvyH7PG4D9W73mtvy80dcZsN3DffzRGc4ZVW8q2KTK2df_DKW1rlr128LbtFxW3LhcHV3m0zFTW1_fxR110xXqtW40JlRd4zrVJlW4N3PR98Cvjc0W6PBM-M3vfPKJW6yXSGj6BXPGLVFLzXv2DZm62W1ccZst3hpf6nW562H-_3CM0jFW28YjJ58_KnJbW1jpJtm13mLWCW4NmktX3Qc9rfW6qfFYd4J_S2zW4rX8_q6SXR3-W1blMZK17pNhXW95vjdz5P0qlVW4jsWWt3yxBbRW7-9F_v6nkFnCW7CKcwr3Qr14bf7c9mzs04 )
AI Engineering
Study: Developers are addicted to AI, and managers are making it worse (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3l3V-s7Xl7qfq8GW61b8wg8s9x1qW8YCvyH7PG4D9W73mtvy80dcZsN3DffzRGc4ZVW8q2KTK2df_DKW1rlr128LbtFxW3LhcHV3m0zFTW1_fxR110xXqtW40JlRd4zrVJlW4N3PR98Cvjc0W6PBM-M3vfPKJW6yXSGj6BXPGLVFLzXv2DZm62W1ccZst3hpf6nW562H-_3CM0jFW28YjJ58_KnJbW1jpJtm13mLWCW4NmktX3Qc9rfW6qfFYd4J_S2zW4rX8_q6SXR3-W1blMZK17pNhXW95vjdz5P0qlVW4jsWWt3yxBbRW7-9F_v6nkFnCW7CKcwr3Qr14bf7c9mzs04 )
by Steve Fenton (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3mYW8RszDQ8VbW7zW3QH4ry72_WmPV-3mt62xB6lCW6R5qY63s4vt_W42z3QN56vpZCN1DMLXcDC_MhW3Y9YyV72SHJrW7tdCdD3Mx1vYN71GKD12ftr_N5TFmmT3515PW3TXPwG9lwN-YV1dxNp7PFdDLW8KzjZk7K5QkNW4y_41V4VNdJKW3LpGZM828TzbW6j7pbK2KXM_hN8JBhYMvnG4cW1DWXp833_gVqW5QwnPW7VRcQLN5fwvws5HKrNW7NG41J2mHkvfW5BPWjX2xmx4yW88xDnS2h22dxW35FW7C25Vq5Kf1WNGsd04 )
Featured image for: Why human oversight is shifting from writing code to defining requirements (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m5W8pL4Xj4P44P9N3gNz51NW9yyVNk8Np2ZCvQQW4NXz7F4tYmM7W98TFg0314HsRW2pSs4x3YHK03W52gYxV4KMWDNW1bDflY8rxywsW4XW9SF6Wg3B5W6MQ4jS8nmY5tW4ZHHSZ2qg-PDW1kbmhR5KRncSVtrdvY1svnYwW7HTxWf3jW6V2W1fpr3-30T8RTW4LTh3_60xpq1W8cz1zd6y1mrgW2_Y-J_7cRHpLW2cXhQ82LBDC0W2nBzM79dR7hPW4sdqFx324_CwN2vM7B4Db8CTW5-vnbS8J8HW9W2zVMZX43QYmKW9673TL5yb4lcW8zzXmx6Q__tzf6mXW5P04 )
AI Engineering
Why human oversight is shifting from writing code to defining requirements (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m5W8pL4Xj4P44P9N3gNz51NW9yyVNk8Np2ZCvQQW4NXz7F4tYmM7W98TFg0314HsRW2pSs4x3YHK03W52gYxV4KMWDNW1bDflY8rxywsW4XW9SF6Wg3B5W6MQ4jS8nmY5tW4ZHHSZ2qg-PDW1kbmhR5KRncSVtrdvY1svnYwW7HTxWf3jW6V2W1fpr3-30T8RTW4LTh3_60xpq1W8cz1zd6y1mrgW2_Y-J_7cRHpLW2cXhQ82LBDC0W2nBzM79dR7hPW4sdqFx324_CwN2vM7B4Db8CTW5-vnbS8J8HW9W2zVMZX43QYmKW9673TL5yb4lcW8zzXmx6Q__tzf6mXW5P04 )
by Naseeb Ahmed Mian (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3mNW3gNT-R8NYNTmW6YRJFh1LRzyNW3zFP4X2zrLB3W7qjM0f83KxqjW50m---2nCHBDW5y7HD52Zmgz1N8jbKj1lkqYQW4Z8W613THwFpW1T_-B66tz984W2ZMMkf25f9hLW8l89DZ1f3nn5W5VM16g7vtY_5W2jVJX657D3VSW1-VF9P2QzqCZW1YVS6T3gW-YDW1__QDD7nVnMRW85rxTY6gmGwLN88DjpjrNWWFN3bRr9zKchG5W6FvZZJ1BF_nZW8YpJcL4WCQ1vW8Ftfnk4qVG-BVBQ5902CH1rrVNKqk015jF92f4THmTC04 )
Featured image for: Perplexity’s AI agents helped build a database. They weren’t allowed to run it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3pNW8SK3bh5r6F2HW40l8Lm2lTMjTW2wZyjf49mf9qW2SMsf67QsklFW24BNHy7gWtGYW6kxKgT865jqsW2VNYjd4nkV71W5Xkv0h6VWKSzW4zLW1H6SpB9vW8S0gz51vdb5WF5Ljk-mYfBBW2FDyrg2T9sr6Vtm8RL2SpkPGW4SMNQ221JkYcW3TcxNC7Tb8CWW1kMTJY13pM_nW161dpd4NLkl1M3Yqpzkfg4mW2tg5Rd2-rSRlW4k1cKK8khtJtN8vkNJqgGB8XW78t-CD5C7pN9W1dlm6D1Cfj0RW5PTXRP6ZWmmXN1R21J8tNPVYW3fwHjs49wCcCf1R407604 )
AI
Perplexity’s AI agents helped build a database. They weren’t allowed to run it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3pNW8SK3bh5r6F2HW40l8Lm2lTMjTW2wZyjf49mf9qW2SMsf67QsklFW24BNHy7gWtGYW6kxKgT865jqsW2VNYjd4nkV71W5Xkv0h6VWKSzW4zLW1H6SpB9vW8S0gz51vdb5WF5Ljk-mYfBBW2FDyrg2T9sr6Vtm8RL2SpkPGW4SMNQ221JkYcW3TcxNC7Tb8CWW1kMTJY13pM_nW161dpd4NLkl1M3Yqpzkfg4mW2tg5Rd2-rSRlW4k1cKK8khtJtN8vkNJqgGB8XW78t-CD5C7pN9W1dlm6D1Cfj0RW5PTXRP6ZWmmXN1R21J8tNPVYW3fwHjs49wCcCf1R407604 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3p3W5lhQ1L1b854SW2TSbFQ5f1QgGW7clz302362T2W1RZPgS14hV0_W7QgNJF8Rf0kbW6FtVqL6xRYj0W5d8PfS6-GHdKW1H_Z3D3mZLSfW6Bb3p19jVDhgW8f9-jw8N81Y0MSR8Nv_B07jN2BDd8-dWBtqW90xjGC1PvHD-W5JfPbm3XjVGKW39LjSM2bf9_5N2wMlhmS1VxjW796x8c66YvjzW120lzW8Q0V2qW915D8Z6nh9CfW2yvNKH2bvkzQW2t7FSM86bWf3W5Cb--B4ySCnpW7545sd66-5R0W6ZgzJm2vV4_Bf7RMp7Y04 )
Featured image for: Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3p5W6S_KBN3BJMZJV7l-qt4l-tZnW6mRQdl2-q5d6W96bZrp1KKMCZW8BJn8m6KYZc7W8vRF6-7bPz9CW1H4RGb6y352wVwLK205bN8YCW7VFv_47-nQJMW54_f9w5tywJ6W2RYhmJ3QMF7BW8yNV3z1mwhcdW72LF4R5d90lmW6d9h6q8x50mWN3PlV29pLtM6W77BrFN3TZWMqW7xqsKt80RK02W5-gHsl2ymyP-W7FDQFL2Txf6WW27rzkW7Y4KQKN2MjkT31ZlZ1W1XRZ5M6_QN37V-TfW94-PNMFN4mGrr_xRh1RW8cnRHT1bwS6JN2nTj2sMNCzWf217Py204 )
Open Source
Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3p5W6S_KBN3BJMZJV7l-qt4l-tZnW6mRQdl2-q5d6W96bZrp1KKMCZW8BJn8m6KYZc7W8vRF6-7bPz9CW1H4RGb6y352wVwLK205bN8YCW7VFv_47-nQJMW54_f9w5tywJ6W2RYhmJ3QMF7BW8yNV3z1mwhcdW72LF4R5d90lmW6d9h6q8x50mWN3PlV29pLtM6W77BrFN3TZWMqW7xqsKt80RK02W5-gHsl2ymyP-W7FDQFL2Txf6WW27rzkW7Y4KQKN2MjkT31ZlZ1W1XRZ5M6_QN37V-TfW94-PNMFN4mGrr_xRh1RW8cnRHT1bwS6JN2nTj2sMNCzWf217Py204 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3lNN7xL_YZc-5MgW7bL0_265B_M0W8Frl2X1Kf6bGW4trQwB3QJ9yzW3FtNCy48DqwFW7FCjsK9g2tCpW5V-8XK8Wq5PmW7tvp_G57hPkRW1JfFqq3p77X_W4Cpwjx7yQrzQW6VzpJX2RMgnxW6B8KZy7llwHxV5Rr5Y8ZjY3ZV-y3jl1_kq-TW4g3TKQ9dRfQ6W2FCrB44g-gD-W4ykl1Z799t8NW3g1fp78dS7w5W7dTjKp570cSkW7hm5XK7zsSZkW79gz0Z4FM1klW4M1NNr13kLFZW1XBLC_3Qb8g-N3942FrGKsX5f6c-cwY04 )
Featured image for: “Everyone’s in a race to replace GitHub”: Zed launches Delta because agents made pull requests obsolete (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m8W7lhnX-7bKbDRW1ChXWr7Zz5qxVtBW306z722gVYqhrR8mBzQgW1BCKwc7NQ8X4W5WNZXg16k58kW34BxJW54Jst3W21tfDz7yNy2bN9cbmvF72t3kW5Gm83934Nq_rW51wZ946qkgSDW2MlhNQ3ng8nqW5s0SlK7mCVSgW1FfpTM6MlFRlW6tn-yn5PLb0KVm7PYj3v9qx2W712Tbv2pV1X6W3Q3GbV9b5_L0W46g6BY25zg8cW10pVcx4d2N_2W5Qq4Hp26_RYDN1pSRFgV3jQTW8T2z0N3ZK1N0W82SVq87SDn4NW3WsX_R5GGSjQW32n2wN3y9RVXf2-p4RW04 )
Developer tools
“Everyone's in a race to replace GitHub": Zed launches Delta because agents made pull requests obsolete (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3m8W7lhnX-7bKbDRW1ChXWr7Zz5qxVtBW306z722gVYqhrR8mBzQgW1BCKwc7NQ8X4W5WNZXg16k58kW34BxJW54Jst3W21tfDz7yNy2bN9cbmvF72t3kW5Gm83934Nq_rW51wZ946qkgSDW2MlhNQ3ng8nqW5s0SlK7mCVSgW1FfpTM6MlFRlW6tn-yn5PLb0KVm7PYj3v9qx2W712Tbv2pV1X6W3Q3GbV9b5_L0W46g6BY25zg8cW10pVcx4d2N_2W5Qq4Hp26_RYDN1pSRFgV3jQTW8T2z0N3ZK1N0W82SVq87SDn4NW3WsX_R5GGSjQW32n2wN3y9RVXf2-p4RW04 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3pNW7yw56F1pJt5_W7dV1-F55D8P2W2d9yZz7wqXPVW3dsnxN2bKww9VcGgWG4JpMNjW3qcVK68DhqvxW2MGSY17KpXCDW914h2L2Njff5W8X76F51p0nCCW5C2ydN7fHV3GW7XNP3_1CW2CYW68pnMw6r22rgW7v6yq08DhY19W7fwX542BLywdW3DB1Fd2z7pSLW4MkHVx4F-8bpW39jNFR8xX5TZW4VCsKr32fHs-W38C8v84mj1tNW5mvVqy8pk9nMW1vHVwG4Gllv1W6VrzR38r1NxNMFDTpWH4BXLW1lDy0S1rcrnBf6Fd0jC04 )
Featured image for: Anthropic bet users were choosing wrong. So it removed the choice. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3kWW5vZ5BV68QxmWN2r6jMkPFwmFN4ryXmV2Gh-hW1lcHXl4kbRrGLKqlk6GK05W2Z05Tg6TZcCdVTFn467TJhhyW2SdTtg74cL-wW6PvCRQ269Zk-W4kgpxM4Q-WKlW95wbqL6fSrJRW1kH8Bc7BsT9BW1b-Gsp83hcWFW85pxF26XcfSxW6R_QS96B-_xVVgmRNl4n_bZKW1Q21_S1200wPN6D5QV4r5QvhVcN8BP1cGpR0W4gYSxj1T5RcMW6brcSX8qH1f3W1Cv3ts4h6HqmW5X1SMd1f8CJJM25kHQNx2J6N2ZclbjKXppfW1L7y7m4jRpjLf2tDTH804 )
AI Agents
Anthropic bet users were choosing wrong. So it removed the choice. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlv3prCCW7Y8-PT6lZ3kWW5vZ5BV68QxmWN2r6jMkPFwmFN4ryXmV2Gh-hW1lcHXl4kbRrGLKqlk6GK05W2Z05Tg6TZcCdVTFn467TJhhyW2SdTtg74cL-wW6PvCRQ269Zk-W4kgpxM4Q-WKlW95wbqL6fSrJRW1kH8Bc7BsT9BW1b-Gsp83hcWFW85pxF26XcfSxW6R_QS96B-_xVVgmRNl4n_bZKW1Q21_S1200wPN6D5QV4r5QvhVcN8BP1cGpR0W4gYSxj1T5RcMW6brcSX8qH1f3W1Cv3ts4h6HqmW5X1SMd1f8CJJM25kHQNx2J6N2ZclbjKXppfW1L7y7m4jRpjLf2tDTH804 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3prCCW7lCdLW6lZ3p3W5lhQ1L1b854SW2TSbFQ5f1QgGW7clz302362T2W1RZPgS14hV0_W7QgNJF8Rf0kbW6FtVqL6xRYj0W5d8PfS6-GHdKW1H_Z3D3mZLSfW6Bb3p19jVDhgW8f9-jw8N81Y0MSR8Nv_B07jN2BDd8-dWBtqW90xjGC1PvHD-W5JfPbm3XjVGKW39LjSM2bf9_5N2wMlhmS1VxjW796x8c66YvjzW120lzW8Q0V2qW915D8Z6nh9CfW2yvNKH2bvkzQW2t7FSM86bWf3W5Cb--B4ySCnpW7545sd66-5R0W6ZgzJm2vV4_Bf7RMp7Y04 )
CLI or IDE? Build in verification first.
The CLI-versus-IDE debate for AI agents is really about whether changes get verified, not where they’re made. Neither environment checks correctness on its own.
- Local checks catch issues while context is still fresh - CI acts as a consistent backstop, regardless of environment - Project context turns remediation into something concrete, not guesswork
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzkW3gP0xW6N1vHY6lZ3p7W634wSh4rt_2KN3CZ7hbnsp4QW1LrNMH5NDHJMW58d8n02GSVDMW60z2Wz2Tdv4kW2RJxKj2CyrfRW53R2cp7MzCCzW5XDlvF19bcR-W5ZJrJ-1RMTtsW3-9YcB3P9rcgV3WvSd5sZTf7W18hsmy80p0lwW7wJQFL4w4F9TN5_Hbt2nKfBxW6LTZtC26ZBzYW4j3KZc2h4y-pW7QG45k3kjkTTW8dYN9_2ryCP9W46-VKl8KFCX5W6bch838ht1h8W9kG8v-55FdFtN8-_2l4-vwHldt2mJ604 )
FLOW STATE
GUIDE
So you want to be a Forward Deployed Engineer (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzkW3gP0xW6N1vHY6lZ3mkW7plKHV40NZm9W8XtHZR1pVn82W7nQQw22CGDxWW5-PlM18dbXPkW2j7G3K3d43JPW2sf2fT8vpQhyW7lVNQT5N6Pk5N5PmfH0x1Q4yW1MXz4c93nNyXVCY7yR8tv6V2W1krh7-5hNyNCVDb3pW7_pfBnW8TgZy11VXHc5W99ZqF27mkRkMW5jG67639yptsW7Yjfjv51Xq_-W8LNjzK4m_lZHW5lF30f41D1t0N3tl6DgQFrMHN2l3xMFTN9qYW85S5C81BYmxsW6QP-Yv6lcvh9f27rKNP04 )
Forward Deployed Engineers sit at the intersection of engineering and customers — writing code one day, solving problems on-site the next. This step-by-step roadmap breaks down exactly what skills, tools, and experience you need to land the role in 2026.
Explore the roadmap (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzkW3gP0xW6N1vHY6lZ3mkW7plKHV40NZm9W8XtHZR1pVn82W7nQQw22CGDxWW5-PlM18dbXPkW2j7G3K3d43JPW2sf2fT8vpQhyW7lVNQT5N6Pk5N5PmfH0x1Q4yW1MXz4c93nNyXVCY7yR8tv6V2W1krh7-5hNyNCVDb3pW7_pfBnW8TgZy11VXHc5W99ZqF27mkRkMW5jG67639yptsW7Yjfjv51Xq_-W8LNjzK4m_lZHW5lF30f41D1t0N3tl6DgQFrMHN2l3xMFTN9qYW85S5C81BYmxsW6QP-Yv6lcvh9f27rKNP04 )
TAKES
Don’t Duo it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3gP0xW7lCdLW6lZ3mMN9g4tDvKyvs-W94rVmd4BLls4W4SxKHx2gp1N2W1Jtltp8885rDW1Cvy1M5rDQ2gN5MhhdCvsD2WW2kt75F5gvhxdVP_z9W1Cg3t_W6C2jCS2zMfHFW6ZTmVd4p5rmbW1ZN0LP87Hj-BW2-HKpc5BrYCRW8YPSYr39pSmFW2vV52j5wXZT1W56sHnQ8g4BbVW4QwK7N2Kmq1XW6lX_b02DGnv3W812v6v8BK9jSW7qys882pfN6yTGD5B8wmTWyW4-wrB35jWYM3W7PLKYS9gxLlhW5rPjKp20-xgYW79YQfK5xQP9-dFP1Sg04 )
The iPhone Duo’s supply shouldn’t worry you unless you’re an early adopter who loves to play with the latest gadgets. For everyone else, don’t worry about it. You shouldn’t buy the iPhone Duo anyway.
Read more on Hard Coded (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3gP0xW7lCdLW6lZ3mMN9g4tDvKyvs-W94rVmd4BLls4W4SxKHx2gp1N2W1Jtltp8885rDW1Cvy1M5rDQ2gN5MhhdCvsD2WW2kt75F5gvhxdVP_z9W1Cg3t_W6C2jCS2zMfHFW6ZTmVd4p5rmbW1ZN0LP87Hj-BW2-HKpc5BrYCRW8YPSYr39pSmFW2vV52j5wXZT1W56sHnQ8g4BbVW4QwK7N2Kmq1XW6lX_b02DGnv3W812v6v8BK9jSW7qys882pfN6yTGD5B8wmTWyW4-wrB35jWYM3W7PLKYS9gxLlhW5rPjKp20-xgYW79YQfK5xQP9-dFP1Sg04 )
STACK
Kubernetes at the edge has hit a wall. Fleet management is the way through. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3gP0xW7lCdLW6lZ3mXW612m889724MyW9jwLnx51xBgDW2vd94H4xCcSlVgKr6b2qnnqqW5y1vBS1rztHlW7SQbrM2B0-ZdW3jbxJF98TYSbW2NfL35283gxSW5SvbZ016nYhsW1n6MqJ4ZjXf2W6S7T5h7-g8v-W97v5b87mHmYtW99MZj_92PjvlW5zS0Db77KM1sW5zY_r-72KhZDW7CnxYQ4HQzDDW3W_h9H2rlbc8W5nvj-T3BBvRXW63vn5l44hvXCW66293J3GhTGxW15BCmB92BZ_2W7bVzLQ2x8wCbVG-8Ts6-yXnSW5DktBg8dwpqJf29ZLdH04 )
Edge Kubernetes fleet management uses Cluster API, GitOps, centralized policy, and observability to standardize operations across remote sites more safely.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWj8kZ4Z98SyW1zjTh94PlCRWW4vJbXQ5V3ZKRN5DTzlb3gP0xW7lCdLW6lZ3mXW612m889724MyW9jwLnx51xBgDW2vd94H4xCcSlVgKr6b2qnnqqW5y1vBS1rztHlW7SQbrM2B0-ZdW3jbxJF98TYSbW2NfL35283gxSW5SvbZ016nYhsW1n6MqJ4ZjXf2W6S7T5h7-g8v-W97v5b87mHmYtW99MZj_92PjvlW5zS0Db77KM1sW5zY_r-72KhZDW7CnxYQ4HQzDDW3W_h9H2rlbc8W5nvj-T3BBvRXW63vn5l44hvXCW66293J3GhTGxW15BCmB92BZ_2W7bVzLQ2x8wCbVG-8Ts6-yXnSW5DktBg8dwpqJf29ZLdH04 )
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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!