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AI agents just found their favorite language Thu, 13 Aug 2026 06:02:17 GMT

For AI leaders: Join the AI in Action channel Wed, 12 Aug 2026 15:00:31 GMT

OpenAI’s power move on Claude Cowork Wed, 12 Aug 2026 06:05:16 GMT

Meta just dropped a Glimmer of hope for smaller AI Tue, 11 Aug 2026 06:05:10 GMT

Shipping without review, and forcing a platform rethink Sat, 08 Aug 2026 13:08:35 GMT

Muse at your own risk? Sat, 08 Aug 2026 06:06:00 GMT

No token gesture Fri, 07 Aug 2026 06:03:24 GMT

A shakeup at Google AI Thu, 06 Aug 2026 06:01:52 GMT

Postgres queries getting slow? Wed, 05 Aug 2026 15:03:03 GMT

Qwen the dust settles Wed, 05 Aug 2026 06:02:26 GMT

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From: newsletters@...
To: [email protected]
Date: Sat, 08 Aug 2026 06:06:00 GMT
Subject: Muse at your own risk?

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		<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: The npm attack that turned provenance attestations into camouflage ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏                                                                                                                                                                                                    &nbsp;
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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:#48607a">August 8, 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: #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">Muse at your own risk?</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"><strong>Meta’s first coding agent is priced like a bargain</strong>, provided developers are willing to make their code part of the deal. Muse Code, powered by Muse Spark 1.2, handles planning, code writing, and validation from the terminal. Its contributor tier is more than 10 times cheaper than Meta’s already low pay-as-you-go rate.</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 discount requires users to opt in to help improve the model. And as TNS contributor Meredith Shubel reports, engineering leaders see far more at stake than source files: Prompts, agent responses and developer corrections can expose how a product works. One CTO tells&nbsp;<em>The New Stack&nbsp;</em>that saving on tokens wasn’t worth gambling with company IP.</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">That leaves Muse Code with an odd audience problem. Public repositories, personal experiments and throwaway prototypes may fit the contributor tier; proprietary product work demands zero-data retention, which Meta is only beginning to accept requests for.</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">Our story digs into why cost per accepted change may matter more than token price — and how teams may split agent use by code sensitivity.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3qgz0W7lCdLW6lZ3kRW2kgXch7l_BD6W3W6rh98G3Hd5W4TbPqS697fHpN4HFkMG4km63W5NhwB51kscCvW9jYP_48JlFqmW490g5w3VWdTfW5ZthyQ7-nrJkW91BdMF4P4Tr7N9dwk-HLBqwPW6B2Jr37j1qkFN6RcvvCS8Y1DW84GG52313X7yW4_53TD2f308ZW6QDjmw12-dT9W2bzVTw7MtN8_W8FBTPY8kK5v3W52K6gv95ZpJnVg25WH5c9ts8W46mgn53hhvLRW3S0typ71dbfbW4gnXKD6JmxNJW54X8Hr4vbxF4V4xRyd6lPgyqf6RtFcg04" 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="yYC0Y9je">Meta’s new coding agent is cheap (but it’ll cost you your data).</a></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹&nbsp;</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3mmVNK4sK1wW3F0W21TJL42MGmh8W5L5X9y2y1PWLW13QYry8mzDbzW7BXrW44YFfN9W3w3-w16rSSJkN6-nP4V4nqGmW6ywPCt2q0CP0W6LYHYy8ql6HZW2KFFhR7Cy4lvN82TctJVzpT_W3nJ9m34yf81MW98mDMh8XKdMNV_sltR1pBsNrW4psCLF7qKHDzW5_wswp2CTq89N95JyFtslnmyW3RfFpC2BgsysW8GLgxq4sXjYqW588rVn6J5kHLW7LX-7464GJ2tW5LR1YF7GL5MtW5spnpp3PRL-zN3vkDl4jS3x0W476rMh36fj0SW5L4zRs6H92ryf3PpkHd04" 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="u6Uv/nCT">The “AI kill switch” assumes you know what you are trying to shut down</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3l5W59fKl149-_6VW3zlWJp97HsFzW43bScH7-623kW3wN9pg7L4c0WW81mdS-1BrntSW8Fx0fx4P3vrZV7cVXj1X-z89W7VNwYS1GnTNLW71jqv62Lkv2-W88RcvV7rHBkgW4McV1Z5xZ6TsW5zwRf18Jk_nTW4qLrsP3cDTRHVLpKZb8NSVnSW2DtDWc2nXFKQW5rY-db3pZNJ5W69R2JG2yNXJHW4NJSRX8BWMcRW4FL7WY2h5BzTW51bM7D3C9w9fN8blWmGJMBX8W4pLCCh6zDxyVW4QRkFr6ZVZXJV2tT3M6lkK2fW7GNSWd56WXdxW2j7BkP22kZpdf12Nhwv04" 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="Q+QJMEGP">Coinbase, Shopify and Ramp all built their own coding agents. All three still pay Anthropic.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3q0W3ptSfC3Q1RNZVtKRQ-4vl8jjW3SCFj-64Nh7tW4x1CGN1vXGDKW4X1Dwr1LdMVWW2-P2C14rKJq8W7Mmh6p2zZQZfVM7Z3k91Zgf3W5bJh2z6Sx7MpW657-Yl7BTdZvV5zSVM89h0XMVmrQQg5HNypqW10dqz86G9cXwW7DYmhv6bZZdjW6ss_VR7bSb7YW1vc9vB6cc-0DW54PyZD86-FRJW1Y2lb1610YcSW54zyvb2kvYDqW8vxpRc69Js34W6f2Htw6zKWW3W3mn-sy7Yl6W9W2fqNWD2trVpnW8Hhn4R6JD2-CW9dp-rr81-fjBN1V4hv_pjvx9f6XXDyq04" 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="qcGGrfbx">The npm attack that turned provenance attestations into camouflage</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/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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3kJW2DYSKG8Gy1YgW7LsNlM5dTK6-W1Xmh4H7Y2bMgN1-L1-kNsbZSVQ0nNX4fpKvzW6G9lRm4McDMcW7zpRP940JDB-VXF17q44vf9RW5R5HmN4cMc-pW5XSSwW5kKtRQW1xNt722M6CRHN26FPfG2D1vmV3yzKv7b30lFW87LVnt2KdsYhN9bXSZgr-TkBW2lSXqy8NNFHdW2fCghq7Y_N-zW57JQjz5nM4QVW74cZsF27l0s9W5FcbT04nWvmtW9j79X61YrK4pW7xg6WK3m9tY1W3F_F0p8Z-pdCVtLzTR2bvH4HW5TF0sS2T0LBzVH2XCB23Xvq4f6sSCGK04" 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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Nn5g8t6W6N1X8z6lZ3nhMdXPDpCmbtKW5F8jBW5XznmRW4TbbFG1j-KwPW1kHxns2ZzQfTW35Kbzl86mqGDW7-7Y294Wh3XmV9s7--6Z2BRrVdQxx84MF3fyVl4yfJ6LB13QV2jx-p7Z58D8W2lPH0T3JzQsjW78ZYQf3ljMRHW7GSKBz8Kb1-XW2dFlvF5yZR1WW8443TC3x1HMMW5v8QPP6GJN0KW4flkqR8j-RNVN20gWsxCNvxFW6zrZmq5wJQ9VW4CFbX594mqBnW384LYG95X1tDW8n93BJ4lFBPgW5GX7lk50Y0bSVRlXjJ7_tXJrW2Qlltb8p0M_1W4t-lhf5kpKCTW5tWD6X7CHpRpW7Nb6H83ptVcbW85HxST6jnjDTW7KyWhR9jhkL3W8vydbV6thVnzVMF_CD5hbVXpVL9HQK2Pc78XW7wsKG51D3Rw0W3wRnQx1hlLDyW32FP3z56YjVvW2vTFkz5tBqxRW6y_vN957Cbftf3QDYB604" 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="RFPCHj78" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/0b79ad5e-linuxfoundation_webinar_22july26_ondemand_16x9-1-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"> OpenSearch vs. the black box: one open-source stack for traditional observability and AI agent evaluation </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">Logs, metrics, and traces work great — until an AI agent starts hallucinating, overconsuming, or making tool calls you didn’t anticipate. Learn how to monitor traditional services and evaluate AI agent behavior in production using one open-source stack built on OpenSearch and OpenTelemetry.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Nn5g8t6W6N1X8z6lZ3lvW3Hyc5V8T0GX3W7Zjq0h6KyzR8W3vK3Lv4syczlN8ZH4zkCFSy-N778N2dw71KzW5Z87pm5m8l0jW87C0H11yC2QgN8zqX642KfT9W1F1RpK7KbnxWVK85Yj4CjGWpW1xqS2F339fVGW6ZSLwR6xscvlW4jH-Zt8dJ-66W4f8JSm8JwFMfN4ysgdnKWfMgW1H7mx25488nyW5y-fN57G7lgvW2ZZ7tw1b4ZZTW4FYzDF93vCS0N7ys4BfrcdD9W8_tpq99fccTJW4P1FkX6-lqg2W1XWF-936L5c7W225Qd-9fq08PW5D9FTD4cmydSW79w1kC7DTYQ4N56Yghdw2DPGW500BKy6gpK5lN6jzLj5fjvn1VfnHW59458VxW1hx2xF3hv06wV59yff60mWhsW6Kw9Mk5FbC2PW7LlRJ42WGSv3W2Z16z925NbTCW2kzVHn9ckynMVDS0Ft54YpDVW7hjtGk4yW3pGf8Ykp9T04" 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="3WzMfC8J" 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">Coinbase, Shopify and Ramp all built their own coding agents. All three still pay Anthropic.</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3qgz0W7lCdLW6lZ3pkW5Z6yb64FXdYdW4hqKYf6qWmykW378lsJ1sxYgtW8F8WxZ8-db6rW2XYPlp2Mmg1NW1xFMLx2QpJb_W56RLfv8rG8sCW5zTX3V6RXNdCW4Hwv3-5jyXX_N13F9HKnGlgJVGnFF_6kmRnXW9358z55hTcQqW3g8YDn3MdxgtW44MjtZ8S7Bq1W3Chx208bxqCHW8Ksmvd6DKZqMW5lBrvn1LTvlrW5v7XJb72VDxGW8HgQhg7-vBW9N4WMFmNDQZw7W7PD7X84KLFP3W7VG-B23gJvXFW8mRwMS74RNJVW5LSHW767ChP4f80d1XK04" 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="6GPz8nv9" target="_blank">Janakiram MSV</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3q6W5-_4Zh6VyfQqW6m1jWH6ybQ-GW724YWf7360FMW4RPzgS5nBmG0N4MC7p8-4H8DW7Y6lQ-39r7hGN5gpq_lnvkzgW3H5t3w6wPqDWW2Z2sFl2M46TgW74Czr62y9YdxW797wjX1sL3jCW3y7JSJ7LrHW8N7RVg_C5v2TLW1PL2_R8wYDQhW6K9gWr1KRw_xW7TwLz493yGK2VR4bxr1tlqYmW2741h02wQgzNW4NDv8L3YjkzlW28TLQ92cD-8sW8zFBWP5xY4YFW2yNrmW5-yTYjW8BNzyY5YcgkVW7QQnds4LfRdjW8lcrCz58CVXGN774xgCtnj7Sf13HXV204" 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="2UbWvgUd" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/08/6cf0fd0c-jr-korpa-z4x-ph2hgtu-unsplash-1024x683.jpg" width="524" alt="Featured image for: Coinbase, Shopify and Ramp all built their own coding agents. All three still pay Anthropic." 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"> Coinbase, Shopify and Ramp built their own AI coding agents — but kept Claude Code too. The real fight is over the agent harness, not the model. </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"> Enterprise engineering teams are converging on a common architecture for AI-assisted software development. Coinbase, Shopify, and Ramp have each built an internal coding agent for their developers. Yet none of those house-built agents have replaced commercial tools such as Claude... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3kZW2mdMDV81TRgfW5QHypt7WNq8QW2rZNH443skjVW8x-gpv4pP0DBW7lPM7R7txCGhW14q5FN4yVJ7jW46k4TF6gd3hyW7-HRw35dvN3ZW9dRmFZ1z-Cg3W2hQKgk9gx9l9W2WnmhS5F06dxW7yK3Pj18zfNyW824VVt5FXKvLN5pNzdY6VswGN1NgxkRW_QPmW1QVTdv7s-TLNN78MZzSHKQbKVr1KjZ67tcq8W5h05SB3W6DMXN2CCbYwfphNzW91BQ1_40skYzW2X99CW6__xztW8BXmfF5GgTDNW86spm-1wknBvW1d2jTt1ncvb_W45PKRv11K7-5f4_v6nW04" 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="dVjQg+mX" 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">CHAOS</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">DevOps</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3ldVZVR6Z8tt-7NW4Nsn-C1jr_nYW17MrbZ1sdFm9W7xwY1_6F2dX8N8fxl4Vv5dbzW1nM0026qMPwDW6t3WzD4fZp3yW21xv3212RthKW37rmLz3tlcxqW3rfHTn2rZztbW59zn3v592zQhN5DyW3Tmrk8yW9dm1gB6JNrsNW89Vyxn24D_wyW15SzfG6JXLCMVBV-3g6nW2pyV5RkrR5TJYy1W2QmD4N758l5HN8N4DttHQ-j_N1r6wfkp6kNsW7lL_pD3wZnFyW570zvd27Z6SBW4PpcpC6l-GbYW2vXY0K4NsHjwW7Svx_B7FGbgtW3lQBCn88WlGmd5_n9204" data-hs-link-id="1" data-hs-link-id-v2="i3d6wztg" target="_blank">The npm attack that turned provenance attestations into camouflage</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3m7W6vH9Bk7r2d8PW69R4dZ859xRrW7Nx2gl5cFFNJW1xlWWT89pdZ6N5sk8y7v7pxnW1MjTqP4gckV2W7hHqjB4y_J5YW8XK_LY3RVk73W7drt-p141321W7lR88t521zsRW6v3m9M5YgWY3W3n2s1g8dm3HkW59gY4k95XXClN50PSRxtL1ryW6pZWW32HQSQKW8CLLzn5kb7ZRW9gQZZh8MBf2xN2kB_l9HyrL7W6mZgY56yS4yvW6d82Rc3CrzG7W3q6LkR6JSlWxW15CyQB5LSjdvW11nPRC3MH7L5W6d-cPy8SHtVGW8RtcVz4JCtHXW40yZZh70KVY9f7gkFYn04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" 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: 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 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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3qgz0W7lCdLW6lZ3nhN1HkcC519RVhW3tsM1C7SsKM0W7q8fnr8GPYRCW6bfxF-3hWJkCW92MQtQ9g54DtW5N-k3c6_ypWHW4f54Dn2DTqHKW6W0-MY2c3pCLW5lfH847F0-N8W3ZxjYT8YB2NQW4-5XLy8QvG34W2sg_Xw13n0HHW63MBhB34qlw3W339L3G89vyDWW7YcWDF9g821pW1_Sn_24h-738W7Vf5vH66XzGxW1DPsxf8xTfzgN7YnmZNmky5tW6Jm5r238FjJjVN9mQr1XRhHvW4HhTxL1hKmdLN1pf1T0qXG49V6f40y8hzf_Sf5cc8nj04" data-hs-link-id="1" data-hs-link-id-v2="MmrfLJGF" target="_blank">Meta’s new coding agent is cheap (but it’ll cost you your data).</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3qgz0W7lCdLW6lZ3lhW2bfWmK2RNS8TW6lNZ7r3V_88WW58TVCz160sp8W7JVwkX61vy4zN1GwwcNxF4r_W5c2bBc5vzjy7N1LlyyKvYdG1W1ZQ2Qb6XcMgBW1X0wtW5y2mP4MtBLvz4FdrgVTY8Q91cRNYBW4CCBpS2BtckVW97Pcgl5WVTM-N4PSF8cwpt-lW6qzHGY2T4WLrW4rccCD62M6cdW77gVb25mN3xlW8dPRLb8RBx3bW1CkscH3GQMKHW4XlSrk7cFZ-lMPFBj4n16YzW9dDWrz4v22MkW932v777sNsKZW4X-3RP4gF9npf7NFN2W04" 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: 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">AI Operations</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3lgW5kZ5lL60lkphW4zcx-X1HkWSqW4MT6HD3NgclgW68tz-X8ybYNfW8W3Szh8QlqbtW1Zv2_C1Jvys2W5MLW5p6V88j_W5tjSW07v-NfRW1vvzkM4n7CNcW2KHx6s2rwyHGW66qfGs93ctHmW62v0pc79wmwBW3DGHLJ3-xD8vVQlfg_6zdHp2W8BsTjq8SxF2xW693r271L-QLsW64w9_R4MwwMBW6ZFn9Q7SyLZBW71Jf4C53fmv6W5N2rm_36MP-LW70Z8vF6NctTxW4T3Zmt725gl4W29DXgF7fg2vvW6BlK-D7bkKVPW2J0FK41VV2k7W72txJ22RTn2bf2Wlw9z04" data-hs-link-id="1" data-hs-link-id-v2="8il+7uDT" target="_blank">The “AI kill switch” assumes you know what you are trying to shut down</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3ksW7x8_fW6hK2-jW3cm8DK4Pn174W1CzSH02gWPf4W5Gmndt5P_P51W6qTyVX8n9SKSW71dkSc4Zf8JdW1yQf4k2c9WcpW2fnK5H37HNM7W8Vm51r9cQvm3W231CDr1QdwDqW6nxP8998g71xW1ZjjH44ry5_pW8jbN9Q1M1Ml-W6HDMBL7FdK3NW9gl5zW606VTlMKSHdLd4pNdVFsS3217n6-6F5f43l2F0Z5W839GBj4KhBbwN4007_pdjrGzW4Y_LlZ8kvW_JW85NVcc42hZkbW7dC84t6T3nnBMvBzzx1cTXJW6VlXqP1x44KTW4RM_wx4QMp3Jf6LqN5T04" data-hs-link-id="0" data-hs-link-id-v2="O/36KWTh" target="_blank"> Robin Tatam </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">FLASH</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 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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3kzW7yjFG470YH4WW86fn4w44k2TkW5hLMVf4Zj491W8pk5Gm5pXpsdV4_Dwx6Qfjs0W2Yv2rv1X2PcbW1kVBfH7jNMWKW1-Bgql7n6gM4W8M2Rmn1KNgZ1W4FWdCM27DTWxW5vSFmT74LnS8W30gSwj55nMP2W4jj13j9d-dpjW3P_WfL1b2QCGW6py6Mz1g1kRTN8swNJjCFYBFW6-V8HB8hPrcjN6w2WwqysqkmW2mwfdW2F7WltVSqmnP3cPrNXW33Mlkk56H8D0W4mDG4z75lPM8W67vhxV1q6fm5W4WYcn31w8-QYW3-9nSq1qX104W1-RpGH5WS8Lpf88JDmF04" data-hs-link-id="0" data-hs-link-id-v2="2LyY4Qtu" target="_blank">GPT-5.6 Sol just got better in one place and stayed the same everywhere else</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3psW6pzThp92LCLgW2b9fmp4ntQxsW2j4CFk4PVNrlW306YQ84v9QJqW24gYg77fjDY-W4h5kn27YvnyWW30d2ZP4j-G59W6pdBnK8xKr1WW118zFp2bXR13W4sRfQb2FtfR1W2PSK0R47f-bjVGD-Kk2_vCk2W18x1Wq3tdW1zW7-5w_W8vhm1PW3tKd823pRbHwN3pTDh3Vt7_zW8_FZvG1Prt7MW14_n4X94JmX9W1pfzxd2NG-8sW41mkJw5V0R-xMx67JbTGwHbW1px3KD8prfZmW15Q_MK4cDZQSW18Mgy758MDKtW2X8ghN4yYw3_W4M6nBd4Mr41Kf39-QM-04" 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: 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 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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Pg3qgz0W8wLKSR6lZ3q2VGKc3m6z62DBW6qh05c32S2PBV1BR9Q1-t918W372mLH46LRWMN2Rdd-Mg2bwjW1SNjcG7PZNHNW288Ms93RVHDjW1Bhv6m6Tb_GNVR2P2P33DJ0nW6JSPSL4j5bcnW4r330b1cj-XLW3GWwVc1VWdFLW2c9YPN7m44WlW6j0QjL84hj8pW5rC9C173xs7hW5GkhGN2mYfbgW8hGSRG5vT56rW5Xk4dh4VqbWQW2pX-mn5xwZ6fN1Qrx60FL8fqW2lSGS_7KhW_MVQ22GN3vpTR0W1WjnCm4TsNlHW5M1Gkn9cGC9lW7SJkG-4ClrFGW7KfQd24xrNBZW7XRCjJ70HKf8W38C8_56n8ccQf7VF3s404" data-hs-link-id="0" data-hs-link-id-v2="62Yzlg4E" target="_blank">Why AI tools know nothing about your company — until now</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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3qgz0W7Y8-PT6lZ3lPN13f311nPf41W1HC9yv7_4CpbW53t1n_1JjkP4N5_jxxzZjg15VvxRs93bPhJhW245dt83YjWcGW6f5xsk7sHs14W8QnSz22LrZp3W4LZlJ96df8rzW5GL4wR5Jff4QW8bMSN42Xsks0VgFhNH3RqFDVN1ZdKHSpD0zCW6xryB27BNnlhVS_W1h80JF77N4lfhlzBnfW6W7CNdbH1q5-LdW61C_n011HzqYW6Z4wm43fZLvYW6fpp_75cvVsZVY31rl5yWbdtW5NMrkP987fXcTfjx_35SNX9W3c5sb45LhpVwW8CYyNw52gyyrW71JZdq5wfVrXf2JkMNl04" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </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/2026/07/bdd93553-iomergent_.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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3hCZYW7lCdLW6lZ3nZV1ZzXJ2krTplW5NltLR9bQvxQW79jC9r2YhtT4W67DvZh4-HpLDW4tPMKq1L5-35W4X6WbB1V_2llW75mMlF62zQknW2ZNsg818MQ35W3kC1hJ7HsF01W1pnG-38vYBmwW3nl6Xc3bB-N1W6n8xfV2y_v0jW5n0LdL3QyGFDW87L_jR7Z6GDFW6SpLSW8-PSzyVYNmLj5QrTy4W9k8vHH3TxcrPW3WdC868tQBllW2Brz7L7lBJfZW2mjrmT1JtTn4W1VRnYS8s3JqPW25Yd4M5Fy5fgV2jPP14yNSM3W6RD6CN5sqNhwf45G9Xg04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; 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Tickets stayed open. </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">Cloud security tools generate findings, but a recurring triage cadence, clear ownership and business context help teams turn alerts into remediation today.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3hCZYW7lCdLW6lZ3n7W4jq8xF1sCCNNW8xT_sc7g8qs_W5TVcS8582w4wW1w0K8N9kR_2JW1gDt_l4jGffpW82GK_84_n6L7W5G3wyV3JPkRkW816xgC35dRB1W8FrVMg1KxQRRW9g5zY_6jSHNwW4mTGBd8wbvdYW5z7W7822fLrsW8P1p6Q1FzRZlW5z4NPN11kSfzW8ZtvJq5HF4TgW1-QF711d4RLSN17htd1Q_v9sW75MV9X3f_vk4W2W1HXH2J_94KW2t9l-x765MbVMZ3dly2rQ6KV_YBl52f9c3mW1wBXtD8LGkF0W5-LwP-4_yhbZf5V_tzC04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; 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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">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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Pg3qgz0W8wLKSR6lZ3l_W7j8xBk4QlcG1W6-Vbcb2jcZQzN4gv7CXNT6HmW49tLFJ3btjl3W3GkRtg8ZDg83F7gTt0QzgK4W2QwMLN3cFJfxN7Gt1R83GMtKW39MLGL2mppwZW3vFhP-6vSnrWW5q5tqJ8vvjcwW1t-5Vt5fcD2yW4vtK0W7PqY8YW8XnT8d2wgKP5N2yHkbdM_0P3W4Mpflw19Qw8lW5bLLy_3h-VWyW62VPL-43njF2W7TVkT13DK1Z5W3RX3xv1v3FggW52xmsv2RjS63W5Nd1Zn8glBnlW4kk2LM8K-hspW4RhK4k8nkCcFW2QY8TF7R3SPXMyWQ5sXrD47W8qrCzH73v3W1W4Ys1D973cNz-f6_VSzC04" data-hs-link-id="0" data-hs-link-id-v2="AwtTsXNc" target="_blank"> The variable: TDS's weekly roundup, straight to your inbox </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 Thursday, The Variable delivers the best of Towards Data Science: hands-on tutorials, cutting-edge research, and the latest tools shaping data science, ML, and AI, all in one place. </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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Pg3qgz0W8wLKSR6lZ3m6VjdtjW2Lt6XRW4mQm2f5G5nt8W55hhLW2FbsrgW7z0c0h8PRm40N6b35lXRvL37W7PN3JB2CsrNDW2Dhbkb44yHZ0W6S0Whr8Tg2y8W6CxJ0n7HkthWW2BPx631S5xd7W4sVPMD39Thp7W8vYx3-93zqTKW8pB4MC5cx1ZnW30GkLs5mrQZHW1ZJNyG1_vWFSN6KgXCLVwdtwW89GJzK7GwBsdN8hqFs-xXNGWW68CrK46F8s43W4N7T-g4y1hHtW1Grhx255lf25W2MYpMZ5ZX48QW2-YFFh6rtGWBW5ZXTqh5cGSJLW6zTXFL8g1GB_W8W2Bqw36WBj0W2Pkjcf1rj1sjW42lq482X6kCQf5hQ63T04" data-hs-link-id="1" data-hs-link-id-v2="ZjCw+oOU" target="_blank"> Subscribe to The Variable </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">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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3hCZYW7Y8-PT6lZ3lzW3vpsMG45cV89W2KjZtP1nFnxRW1DZKZY3DyVxwW8Hdy_k8j2zyNW87wkd_9jWNxbW5-tYBF3r3xWMW2VPC5v5H30kKW7Q-bn44pRytWW5Wvll88nTFGcW8yl_NX2J7kzkW6-XH6X4-4pDhW7n0Gwc7KgYMTW2rZkqT6_lQdlN3bCc2qKNqb6N4wY768hLzPlW2BzlY47gmWH1N8sHqm5cr2sjW2nHpby6KgSBHN6xP7XSmgWDJN11lZV7nRMc9Vfyj5p8qgg_XW7HMc1F2k72F1N4ZXZZ71HJq-N34GbcHgdQHKW86lcRN6zG20GW38HKw63HXD6Ff5cVpl804" data-hs-link-id="0" data-hs-link-id-v2="/GB7RG/D" target="_blank"> Personalization is a ranking problem — architecture makes it work </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"> Personalization fails due to architecture, not bad data. Discover how real-time ranking delivers instant, context-aware relevance. </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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3hCZYW7Y8-PT6lZ3mgW6_GGxg661bbQW86mlvP1s_h2xW2b9H_b1R-QXQMy9FZhtRdjDVbfkXW59rBWGW55Y4Ks5jDW80W1d8Mn07lSyLwW45bX6l5lkrTHW64cxlL5pXqvRW1R616z1D3NHxW1KnMR27JvWjgW68qX3454dn2vW6nVsBP6SXZn4W7TpY721ws0rsN7lllVwb33_CW4Myszh7fVv1vW1HZTsx9d6mSVW4_mLgs7VvLbbW6ZpLGt6cz0wFW6MK0-L79pmFrW5gNt6y14gWXfW1fwnD96GHJ67VYlQ5S8j3T40W9lVPYV7yy5lyW4PpQf930RFNfW2pRSCS4xCcbVf975czs04" data-hs-link-id="1" data-hs-link-id-v2="vBiC+y0e" 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">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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3hCZYW7lCdLW6lZ3kwW7hGDVm4V6yZ8W5QhGVR2qQXybW966ml05Zd-wTW4x3MbY1PqGt0W8MXrZn1wS9sPW33Py8g6JX46hW6RvC8c8f4gkKVzsW_t3JT_KhW8P_22k8h9937W2DQlyn59GJGYN2Tlg24b4DVGW4fMtyg8b43XWW440-0T6SyVfdW72wyX-41ZRDyW7prBdQ4nk9yhW2NDhxx3jK-P2W7q9tXW3j6qKDW5GrWVB5KpjSBW4xtxTt8s4rx2W6qH8_v4NsGbTW1BVT-K7SJD22N5fzkSj5-13_W6csK7c7mNV8VW5TznW71Wqpjqf24xxtP04" data-hs-link-id="0" data-hs-link-id-v2="qEdV7OG0" target="_blank"> IBM says quantum computers are getting harder to verify. That’s progress. </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"> IBM says three experiments show quantum advantage over tested classical methods. But how can researchers trust results no classical computer can verify? </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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3hCZYW7lCdLW6lZ3kFN6dxcQMYX4zxVXRgwX65QFW_W8HPx2p90VbJNN2xMYVq5R5CGW2QXgv04106y_W5Sy5sm2yvz8kW8FgR5-75DZ_zW3BKLW413Gdd3N1BQZ00MXHMHW9ffNdg3xPVXlW2jsl-51tC8cWW2l4dJf65HFKfN4CLThkL8T77N7RM4RzCz_SXN39LmBj6TL36W4hsff_3PFrQVW4j2Pm784dBxFW8gpKN36FYRKdW71qQSj80f5T3N3CwJ_J_N92JW52D7xk2kCJGgVcr9Jy6zM_L9W4R7J_Y4nJfTHW5ks9WN17x8f1f6GHDbW04" data-hs-link-id="1" data-hs-link-id-v2="RJK+xiH7" target="_blank"> Take a look </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/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Mv5nR3bW50kH_H6lZ3mbW67Fr0j3zCqc1W8lSB3z3dtJVCW831c4t98xH-SW6w5tyF8qXXx4W7C5Sl-6G_WTDW1BN5Z86Nw7-zVjFdkZ7QyZ9MW57ytp_6MMV0WW7KBxR62WMSS4W6nVBsy2ZJlxwW89kSHx2P48cqW1l_mtV19VpjyW4Ll0JR6Tfkw_W6Lm2jh8glqbYW34FRGz7GX2tjW2ls-ym3G_2sWW4FPMKp5DfpCZW8mCvyk9hX-zwW5017dP4-k4HwW8ljmC63vRb9LW5dh0yS4c6HrLW2GLs6W5VcHlvW50RS934DYgX9Vck5Q640VF97W4D5Js344H9XzN1Kff34jYR9PVSVQ88488rBwW2jqZxf7dz8wNW7s3Myj458-rTVClG__3pFXH2W3kDZrV7JzBGNW1yKqt29c62HmdPsG6W04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="wplz4Gf6"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/fae341c5-tns-daily-rate-great.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Mv5nR3bW50kH_H6lZ3ktW57QLK780BjMXW1KRybF8MhF_HN2xvmG6c52-LW9brkfq8tTyVBW3g0nYY7DnbfCN2lTcjsCqH4VW3mlpl43yG7V-W5kh-JZ4RxXghN1p9lxN_-SXrW1d1cBy1NVtTjW39RY7t8r8tzhW5rWcRW1sQsGhW8rCD4L58cYdxVP7sXy2fZyhVN44pgmv8f_KHW8jT8BC3-wplKW37mp697M3cSwW6rmYLM4SF-VvW3QGM1c61FdlXW7Fm-MM8KH1YzW8915W524H8lTW8TdvRz9kSk-GW7D8YYV7m1JvrN7V8Tr9l9t25W7fT2Jc33BM2WN20ZTjkF-f6WW5-0pyQ5h91d_W8YBwYH8lVzvsW8Nbdbx33CW01W3GyRYT3NfMH-W648vRm1DMcw2W4L7r3q10G_h7f4s-znW04" target="_blank" style="color:#1a6fa8; 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                                    Plus: The npm attack that turned provenance attestations into camouflage

View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N45m_5PW69t95C6lZ3pSW8g2MP22-n7n0N5b0CtPX4ndhW5s55D_7Xt8bhW195mw71wPjN1W6btJZt8Hb7PtW4bzL8v4Sf1c1VYY5-29d68ghW7xrmr12Wfz0KW83Cctb3wLX1NW2n5vk251qkL9W8_dHCj31RzLtW2K21dH77dfP_VCL6bW5kxW3WW1X5fWz3cw7b2N17MKHFttsKcW1Pc-DP86rRHlW8C9PPf3bK201W3s1xJp1Cv2v5W8rl93x5hN4H2W8NR28r1J-cYQN1dj5JnRCk2ZW8pSJv86-q0sqV3kTZ05f0xXbW7fF3K25jnq-RW4lt5Cy7SdcRRN3WPDl4hSWHFW80Bndx21BJV1N1tz7PvtPb1wW8Rpmb11d39TkVD7PSk1F9xfpW7PTqn41g07K8N7vWNGtC1sTbW7j-vMY2MRDXLW3VbxS3451hMRW81nW4K2cQRDZW3HcCSs4mJx8Tf6-201v04 )

The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Nn3prCCW6N1vHY6lZ3lNW5lY4Tx1hNG2WW1JCnxh6QpgHWW7_2bcl99j0_TW4mwG0C1crrTTW1nPDg33jRGtFW8rLk0h14YcqBW157HLt898MjYW35v2r-1z9QGrW2tJbXL7x7nQbW85Tf1970Y2BNW8rlMN58WytP1W1Fn9G13TgzkqW2VbBSl52xq6cW3mfvJL62Q1xzV6YKkr7fnqVDW7yf4kL3zXdn7N2gF6VqFdtzBW8c5xrW54pzC1W6dCc7F3XbSctW7cv_5M511L7yN7Q6kcsc4f-FW7wS3TJ898W0_f7ytfKC04 )

August 8, 2026

Muse at your own risk?

Meta’s first coding agent is priced like a bargain, provided developers are willing to make their code part of the deal. Muse Code, powered by Muse Spark 1.2, handles planning, code writing, and validation from the terminal. Its contributor tier is more than 10 times cheaper than Meta’s already low pay-as-you-go rate.

The discount requires users to opt in to help improve the model. And as TNS contributor Meredith Shubel reports, engineering leaders see far more at stake than source files: Prompts, agent responses and developer corrections can expose how a product works. One CTO tells The New Stack that saving on tokens wasn’t worth gambling with company IP.

That leaves Muse Code with an odd audience problem. Public repositories, personal experiments and throwaway prototypes may fit the contributor tier; proprietary product work demands zero-data retention, which Meta is only beginning to accept requests for.

Our story digs into why cost per accepted change may matter more than token price — and how teams may split agent use by code sensitivity.

Go deeper: Meta’s new coding agent is cheap (but it’ll cost you your data). (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3mcW8dr8Q048S0r5W8ZCwxt5TtDkCW8_RrW35n2Tw2W3Zhv9r8YPSZTW79ly8V8J4cfbW1P85BC9j0K_SW6Twrly220mMyVWC-Ky6q7Md-W3CY7DN5xw5N8W7Vz8S84dfVcVW9cYt6c3_13bpN4j_m7_ZJ-_wW2bGpX28t6_GbW7XTPKb4gvZrmW6Hj6YM4_YyvfW46vQ242pm67XW3dt6Fl864Mn8W1gwbrk73KzM9W4qzDbX3wWG27W5SzVLb1dvHcfW31BQyR4TKPGSW7JNZHy7Xf7lnW22KRdw61_VVTW94Nd2b6ngxCVf7MK35q04 )

More fresh reads from TNS:

▹ The “AI kill switch” assumes you know what you are trying to shut down (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3nbW154dFV4n1hSwW63CsDC68QJJ4Vn2Cnv6H9pRTW4Dp-Bl81cSNVW7nk8Tf6VV9TfW1-FNGH8_HXPRW2Blxv06WWqcJW6tQKh18tg-nkW8cPvD_4DVz8bW2WbPHt8gyqFrW2bW39_3dVks_W8cKgND85TfDqN2SZ2D6BRrHbN5j4D8Z9GBnmW5RcttB1SgYqvN1SwC0mD6ldnW5-QGcV8xTCWvW38QzK04qnKzyW9gkBpG5wz9m5W60h--Y4HjTgtW6kV_bh2y-l6CN8PPg8Rdn7ZdW1ZpdlZ6r0MYWW74stW85dPY38W3v6Gkl1xymVYN3cqh1XX0Pf8f2dcHnW04 )

▹ Coinbase, Shopify and Ramp all built their own coding agents. All three still pay Anthropic. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3ktW1_g9CP19kxzxW57K5mg7hCKKVW3YCMj13XpZvNW72JGdN3TFd1bW6tk4Dq2rsQJZV2KT1d7n9QqKW7fzMmd1Gf4xdW5rRZSC3M0k_qW1YrvQQ1yDLynW1Kr9gX3LlKyZW8_pRPQ6sm833W21wNnv5KnBrBW14n20M3j85_MW2GbRNS7dt_r5N3GB5Sbhf7KsW26Nl5W5tkzRLVqg2kd8pzcBTN8vgR1Wb97PpW12WTpw8j9-s_VVtL7j4ZwXx2W2RhVmm5GtyMgW4Z3QK358m3YDW93DGvp8t9xK8W7XGbQC3CCVHtW41RBxN7nl3BzW6NVbrN66pVFcf371n2x04 )

▹ The npm attack that turned provenance attestations into camouflage (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3m2W7Hms5x7whCkGW4vw6D62pLm6KW37y-f33vfHkCVb8bjq6KWKsQW78CGQd6BqB19VNLQf8891FLmW2Ccmdb7vDS7GW66RT1P3dtmHjW5xlWKV3_YQj_W40-kLG2XP07sW4Z5z0s945hTCV3rHjD9fYffnW4bw0J91X9MtyW46-c1y61ft9MW1YcZ1v9grWyhVz8bpQ671p0BW7CtPnF1npTwLVzKZ1c5bhdl1W8qBkg61SR8hfTkdt92K4Cf3W6ZGLpd7Q7gddW5wpqMX1MY5C6W8kG2fY3vzDlGW7j4H3K8Mv14SW65CM6F1Qf_P9W7j8BXS3RCT9gf8QGbQg04 )

by  Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3kCW5YlPP15yFk9sVfYHhS5hjzMMW3Sd1bk4N-Br3W7qnz1R7J1w-4W4Cfnpv3GCtwgW3JJ0rn5vDwcfW1bwC6r1DTPKTW4LMbCF2Y2xYnW17yv5c50VXjjW2LBGfm44krW-W8T26HS5Q-vyXW7wHqj22mFNsdN5z0X6WqF-zwW4y2wB131CktvN8CdtLrzT6YnW41YCS044QKcZW2Pd1j69bkZ4DW5ZD2Z22NLHzLW3vK-dV4S3HV6W2GcXCh54xKNfW9csY084TMN1tW5rgxcT4B2VKXW5gyLbm58QWr-W1g9G0c2JtpLZf7x0S9K04 )

OpenSearch vs. the black box: one open-source stack for traditional observability and AI agent evaluation

Logs, metrics, and traces work great — until an AI agent starts hallucinating, overconsuming, or making tool calls you didn’t anticipate. Learn how to monitor traditional services and evaluate AI agent behavior in production using one open-source stack built on OpenSearch and OpenTelemetry.

Catch the replay (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N45fkwKW69t95C6lZ3n3N2f0QmnmNPzbMmykW797PqDW7xnWp_3Tz53kW13YTZ_37kJ5gW3Pft3j5PQfn-W67QNNd8CLCRlV7N5vd2HhV2HW8hQBX61dS0cqN1J3wSftLKMHVmCWW53MXz_mW4L24lw6xNx2XW2vR5s76n_tqPW1Ncrys9dPkQHW4slYlY5Qq6TGW4PYjqY1wsnVqW7Btlws5_skkVN8JF9fl8Brp5W7x_T1y6ly6RkMV-yzBwBDGYMWtYxFkmKSBW2rlDMm8l92S4W36xg7v9lnfXyW50whyg99ypz2W6vvYZ61ytWFxV3PGTm8L4ZGYW7wkySw2GXCSPN58J-CqmnN_9VDTC0Y35405ZW36hcVV307WmnW85bv6145DRLXW3lPfbQ81gtJGW50Khq55t2T5bW3XVr2k8D5TbFW1-ff7p1vqLjpW4G6Svs4rvVFJVh00h42Wb1VFf7MZbWj04 )

TOP OF THE STACK

Coinbase, Shopify and Ramp all built their own coding agents. All three still pay Anthropic.

by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3lkW41XXNQ7gbDFWW5H3Spz7kkbPZVq0WFB5qrjz5W6-T8KN2NcMKMW6NVNk18X4fc3W7wK_lc4RNlv1W6V9lbz7KCG_4W3q-4_y6lS9hkVdrHSw1WRPhwN3nSZD2pmGN1MsXkM6pHlNGW78GNTQ6NZphzW3MxXRm52X1RmW6SN6TW9clfSLW7Hsb029k_mmZW34L_TK5M4X3DV2MgpQ7S7_S5W5mrMxq6LJ_RwW1_64Gc4L58vtW23mCss7NnW8HW7GQ_4Z58krM_W54CgV31jTMW4W4-b3Xv7f7gB0W5BQ9d37n-wPdf2l7TMj04 )
Featured image for: Coinbase, Shopify and Ramp all built their own coding agents. All three still pay Anthropic. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3ktW1_g9CP19kxzxW57K5mg7hCKKVW3YCMj13XpZvNW72JGdN3TFd1bW6tk4Dq2rsQJZV2KT1d7n9QqKW7fzMmd1Gf4xdW5rRZSC3M0k_qW1YrvQQ1yDLynW1Kr9gX3LlKyZW8_pRPQ6sm833W21wNnv5KnBrBW14n20M3j85_MW2GbRNS7dt_r5N3GB5Sbhf7KsW26Nl5W5tkzRLVqg2kd8pzcBTN8vgR1Wb97PpW12WTpw8j9-s_VVtL7j4ZwXx2W2RhVmm5GtyMgW4Z3QK358m3YDW93DGvp8t9xK8W7XGbQC3CCVHtW41RBxN7nl3BzW6NVbrN66pVFcf371n2x04 )

Coinbase, Shopify and Ramp built their own AI coding agents — but kept Claude Code too. The real fight is over the agent harness, not the model.

Enterprise engineering teams are converging on a common architecture for AI-assisted software development. Coinbase, Shopify, and Ramp have each built an internal coding agent for their developers. Yet none of those house-built agents have replaced commercial tools such as Claude...

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3ktW1_g9CP19kxzxW57K5mg7hCKKVW3YCMj13XpZvNW72JGdN3TFd1bW6tk4Dq2rsQJZV2KT1d7n9QqKW7fzMmd1Gf4xdW5rRZSC3M0k_qW1YrvQQ1yDLynW1Kr9gX3LlKyZW8_pRPQ6sm833W21wNnv5KnBrBW14n20M3j85_MW2GbRNS7dt_r5N3GB5Sbhf7KsW26Nl5W5tkzRLVqg2kd8pzcBTN8vgR1Wb97PpW12WTpw8j9-s_VVtL7j4ZwXx2W2RhVmm5GtyMgW4Z3QK358m3YDW93DGvp8t9xK8W7XGbQC3CCVHtW41RBxN7nl3BzW6NVbrN66pVFcf371n2x04 )

WHAT ELSE IS NEW?

CHAOS

DevOps

The npm attack that turned provenance attestations into camouflage (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3m2W7Hms5x7whCkGW4vw6D62pLm6KW37y-f33vfHkCVb8bjq6KWKsQW78CGQd6BqB19VNLQf8891FLmW2Ccmdb7vDS7GW66RT1P3dtmHjW5xlWKV3_YQj_W40-kLG2XP07sW4Z5z0s945hTCV3rHjD9fYffnW4bw0J91X9MtyW46-c1y61ft9MW1YcZ1v9grWyhVz8bpQ671p0BW7CtPnF1npTwLVzKZ1c5bhdl1W8qBkg61SR8hfTkdt92K4Cf3W6ZGLpd7Q7gddW5wpqMX1MY5C6W8kG2fY3vzDlGW7j4H3K8Mv14SW65CM6F1Qf_P9W7j8BXS3RCT9gf8QGbQg04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3nDW3G_FLq1-xC1qW21mvB06x_vx8W7Wd0Fn2l2vmHW8MQD2t8FWYR6W4gSDvC9fvc8mVTbkr_8M-x0jW44jCr486KKyQW6G4zgm8J180_W4f44_T6MQM4qW3-6rfC8-JHbYW49cZ-258N15sV4VT1B5fXYttW1jf_TZ11_crlW8XJhYq3XpyzfVx9Lxk84NpqzW7YZ83Q80181vW3HNDqC49hcy1W4cB18r9776QBW3YY0vx1Y_ZxXVk5PmD3HDn9QW75jTWX8WP6sLW21wdft67JjkmW84rwQp97KrfTW77wvWY7RRhl-f4cFNdn04 )

TAKES

AI Agents

Meta’s new coding agent is cheap (but it’ll cost you your data). (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3mcW8dr8Q048S0r5W8ZCwxt5TtDkCW8_RrW35n2Tw2W3Zhv9r8YPSZTW79ly8V8J4cfbW1P85BC9j0K_SW6Twrly220mMyVWC-Ky6q7Md-W3CY7DN5xw5N8W7Vz8S84dfVcVW9cYt6c3_13bpN4j_m7_ZJ-_wW2bGpX28t6_GbW7XTPKb4gvZrmW6Hj6YM4_YyvfW46vQ242pm67XW3dt6Fl864Mn8W1gwbrk73KzM9W4qzDbX3wWG27W5SzVLb1dvHcfW31BQyR4TKPGSW7JNZHy7Xf7lnW22KRdw61_VVTW94Nd2b6ngxCVf7MK35q04 )

by  Meredith Shubel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3pHW3H4RFf3d9W6LW5QCmpF1fqSJwW1fVT-9672JYmV_ZxGD1xryRkW965sJk1JLYCPW8JkCLC7T_5q0W2ZmH-F6Ml4KTV2bQSx2K_6dSW7QYF_q1nYQfWW7QkFgp304s1KW5XBWkl4C7m-jW2XPcr_2GmjxsW8DnwBb2zFMKQN4TggPsNZ5CGW6LJLTF4hk_pxW94H3qj26gvC9W3c_Nl98Ht5QtW8tGq7S4x4t72W5c3Clm22N75MW17XSCn5ZWPQ-W3XQc5Q738RH5W5bJ4l08ps90MN14DVrvrjqcmW4MPdk874xRRmf2zTc8n04 )

TAKES

AI Operations

The “AI kill switch” assumes you know what you are trying to shut down (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3nbW154dFV4n1hSwW63CsDC68QJJ4Vn2Cnv6H9pRTW4Dp-Bl81cSNVW7nk8Tf6VV9TfW1-FNGH8_HXPRW2Blxv06WWqcJW6tQKh18tg-nkW8cPvD_4DVz8bW2WbPHt8gyqFrW2bW39_3dVks_W8cKgND85TfDqN2SZ2D6BRrHbN5j4D8Z9GBnmW5RcttB1SgYqvN1SwC0mD6ldnW5-QGcV8xTCWvW38QzK04qnKzyW9gkBpG5wz9m5W60h--Y4HjTgtW6kV_bh2y-l6CN8PPg8Rdn7ZdW1ZpdlZ6r0MYWW74stW85dPY38W3v6Gkl1xymVYN3cqh1XX0Pf8f2dcHnW04 )

by  Robin Tatam  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3l4VjT7by93gYfVW2ScCn47rR6-JW55WXKX91_9HFW34X8vn6xhR_HW4rcfT25Dfv-nW7t4X_B2C8rQBW589R-F3tgkgXW6T7YY31ppLm3W1KJ1hr1r1s_sW7LSP0r7h1_WlVwRLVc2dNJ2dW3jhvsk4MzdppW3CTf2t90mbSbN4w0QfjlYVgQVmwjKG2KN732W3fmVXg1XB8lxW1TLlr99jnV8vW6w5Zg61dZCs7W6bJNT74bk9fKW1HfhRW2GRKdHW93v4QK67qtdYW7vT1Rk91qw8fW38RFk53yT-4xW6DpWTs1DD9Tqf2rKb_P04 )

FLASH

AI Models

GPT-5.6 Sol just got better in one place and stayed the same everywhere else (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3kHW3G9j2B8tbNKyW2-vmcw38s0TwW8C9MNY5rRhVWW6z4BQ_6NGqHlW2cWM_Q37kbTJW5zFGjP58V-08W5pDbgc2h2ZJNW6mlq1F5Lhb5wW5F1hLG56q2GgW5Zg5l_6d0zcKW5sm8n8538qJJW4qvtPD1HxH5FW8jJS6j287H1qW8G7J2P7Z8rx5W5yGFfJ1zH8LsW1TzWMt5SHLjLW26Xw2P3_D8-7VK9XnB4bjBCbW8n0wd75X97zzW4VRTZM91bngrW2HJhgT78kQSjW2vKr6X2x6LHwW3cNpQc9kQBb7Vjltgp4MkHt6f8Cz-CC04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3nDW3G_FLq1-xC1qW21mvB06x_vx8W7Wd0Fn2l2vmHW8MQD2t8FWYR6W4gSDvC9fvc8mVTbkr_8M-x0jW44jCr486KKyQW6G4zgm8J180_W4f44_T6MQM4qW3-6rfC8-JHbYW49cZ-258N15sV4VT1B5fXYttW1jf_TZ11_crlW8XJhYq3XpyzfVx9Lxk84NpqzW7YZ83Q80181vW3HNDqC49hcy1W4cB18r9776QBW3YY0vx1Y_ZxXVk5PmD3HDn9QW75jTWX8WP6sLW21wdft67JjkmW84rwQp97KrfTW77wvWY7RRhl-f4cFNdn04 )

SHIPS

AI Agents

Why AI tools know nothing about your company — until now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9N-3prCCW7Y8-PT6lZ3plW1XlNF65QnpQhW46dtcM4gdy92W7-GjDf1K3mwPW24lNNT1W5X8RW2fNzH41qzt-zW6YkrRL4c2MB9W7vdSLm1-nyhfW6ppXyD66WkLZW8QbKMG751pkLW62vjp49cq43XW3Grp2Q16jyMKVcqqSQ81plRDW7D-9f43hP96ZW20xkmC72QZNSW2l3LMc8t7dWfW2yw6tW6tj39-VKHrPY1XkprtW4vvHjy3QdsywW4mpmLs35QywNW35D1lT30gRbxW8DxNMT48NqDTW32wQNY9gFf0DW4fr5Mv4J6GzsVgV8XH1fZG5mW91FBwQ1YnjZNW4Lr27S8YBkQSf36M_Dq04 )

by  Adrian Bridgwater  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3prCCW7lCdLW6lZ3n8W6L2tZ071sCZlW8LbR-Y71Plb-W1yQTvH1qX5sdW2bx5B6448ZDFW98Y6-S5G8G60W7YTgP03wQ4_7W5Bp3g62mTfCFW8spSVn7SLngqW2sVdWJ6km2d8N2sdVWtN6hShW1DyVkx8VC3T7W4ZjB-l536ShYVFTHMY3FJczlW51NQfc90dYxTW1sqqvR5ZWgRnW7czF7g4B-qgtV_LSJz21YwThV9JMfh8bbT2RW5pKp9b3ZTr8fN3GFCbkj-1g6W1slTGL6BW4_bVMF84350WHBrW33QtLn4vBQSgW3SbHG85hBJy5f5Wnpmb04 )

FROM OUR PARTNER

CSPM adoption jumped 60%. Tickets stayed open.

Cloud security tools generate findings, but a recurring triage cadence, clear ownership and business context help teams turn alerts into remediation today.

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3gP0xW7lCdLW6lZ3lbW8qQydJ95psKZW3QfQYV4WkwQlW4HQsq84hhmK8VpvF7P8RvLpFW6PbkZn2FKG2xVWhttZ6xt2j6W5LKCrQ223PKMW8hM5W118YfqgW6ms4T_7HZzSmMvQK1Chj9zXN27j_8rLYLXsW9d2snR6DLR-dW8fQPXF7-r-5TW1prptt3hpLsRW66kL7-3M468FW8Mcw4l64KLk1W8Vx4gp3kQwcLW1rJCR32_qcs6N8M6MMCXTRmYMRxRWWYw9LsMymbL4ZfpnTW7S22K97VkGKxW7dyTzc6qZv5JW5RGv_b1mxz7rf17TShF04 )

FLOW STATE

READ

The variable: TDS's weekly roundup, straight to your inbox  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Pg3prCCW8wLKSR6lZ3mbW24mvWj8x78jqW5pN6LC8kWRw-W6nx-KZ4jGLj0N7bpz_SQ8lSzW1QKNr83lztQ1W225y942pRMrvW3p5jb_7mR6-2W7425dk1ck61ZN1RVkSkB76R1W6xJ-cz4Vw896W72pBJ378SKQVW7txND_1cRn3NW353WLy1QqzbgW2WlL2T2CVrTHW25CGs_5_NChvW4RV6xv7ghNwQN71ZS2KMCYv5W4d8vlq69kJxPW6jj3fx5JNYGFW6DMQpW2QlmjxN970PGqGGBFRW7tz5D81NYtJ8W8V1NVb7c0JK-Vrm5rg36l0xRW792CR56STPFbW1QpFGT3xqHyCW4csYD57CRJc0W8-rt4M3-Q-knf7dJpVb04 )

Every Thursday, The Variable delivers the best of Towards Data Science: hands-on tutorials, cutting-edge research, and the latest tools shaping data science, ML, and AI, all in one place.

Subscribe to The Variable  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9Pg3prCCW8wLKSR6lZ3mbW24mvWj8x78jqW5pN6LC8kWRw-W6nx-KZ4jGLj0N7bpz_SQ8lSzW1QKNr83lztQ1W225y942pRMrvW3p5jb_7mR6-2W7425dk1ck61ZN1RVkSkB76R1W6xJ-cz4Vw896W72pBJ378SKQVW7txND_1cRn3NW353WLy1QqzbgW2WlL2T2CVrTHW25CGs_5_NChvW4RV6xv7ghNwQN71ZS2KMCYv5W4d8vlq69kJxPW6jj3fx5JNYGFW6DMQpW2QlmjxN970PGqGGBFRW7tz5D81NYtJ8W8V1NVb7c0JK-Vrm5rg36l0xRW792CR56STPFbW1QpFGT3xqHyCW4csYD57CRJc0W8-rt4M3-Q-knf7dJpVb04 )

STACK

Personalization is a ranking problem — architecture makes it work  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3gP0xW7lCdLW6lZ3mrW7w1Zwy7l4PQ5W1Blw0w7xTMsHW1NTyR338sq3sW4yyyJd2fHLcCN2BxDhJ84K8ZW91gnFm7sqC8xW6X864-8V25qXW724z8K2Vy_6bW3bF07T4g2ZhGW7r8hVT8hZkg7W2n-BkB7LfddYW9lzQjc3rvGRwW5f8sNx1vS2NMW1F00wl4T1p1sW1lRcSh3vmTR5W63tCf13npqhPW3jcNDT3XgfwWW8JJ3Cg5nYWhKW45-XLB3TlDsCN6pDX4L_cSkGW7H90WV8d_XQPW47FfcH6C9k2WW1J1FkF2476ZdW1kd9fG6syWRJdNtJ3204 )

Personalization fails due to architecture, not bad data. Discover how real-time ranking delivers instant, context-aware relevance.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3gP0xW7lCdLW6lZ3mrW7w1Zwy7l4PQ5W1Blw0w7xTMsHW1NTyR338sq3sW4yyyJd2fHLcCN2BxDhJ84K8ZW91gnFm7sqC8xW6X864-8V25qXW724z8K2Vy_6bW3bF07T4g2ZhGW7r8hVT8hZkg7W2n-BkB7LfddYW9lzQjc3rvGRwW5f8sNx1vS2NMW1F00wl4T1p1sW1lRcSh3vmTR5W63tCf13npqhPW3jcNDT3XgfwWW8JJ3Cg5nYWhKW45-XLB3TlDsCN6pDX4L_cSkGW7H90WV8d_XQPW47FfcH6C9k2WW1J1FkF2476ZdW1kd9fG6syWRJdNtJ3204 )

TAKES

IBM says quantum computers are getting harder to verify. That’s progress.  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3gP0xW7lCdLW6lZ3mYW8ZK2QH6fY-ygW7DfXcW7_WkBwW8KXBkq2_82WbW2Tj5M61Z-J_8W48fSBG76NFWrVW97DM1_mYszVkLjxf2DzLxcN1VK39KhMzXBW8M6Fn17cLkgmW2z3G334SNBQkW428Xd232N8bBW5pWhZ45S_V7sW12yw-D4nVjtwW59kgkw8Mg9-7W22Fxdm5Nbz4XW5gKh7v5WDJ1fW44rrQ33cGddbW2N8ww37JGsb-W4Z8T9x2Wvn7YW4g5XQP914qNSW4tN4vb1tDl5wW8zbGw78ZCKQkW6W8dZ47-l4WQW7VjH5m6Lby45f1f9hVY04 )

IBM says three experiments show quantum advantage over tested classical methods. But how can researchers trust results no classical computer can verify?

Take a look  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVMcWX3zB-TW3lRGLY1J6Gg8W4nNzqf5Ss4TvN4Yn9NH3gP0xW7lCdLW6lZ3mYW8ZK2QH6fY-ygW7DfXcW7_WkBwW8KXBkq2_82WbW2Tj5M61Z-J_8W48fSBG76NFWrVW97DM1_mYszVkLjxf2DzLxcN1VK39KhMzXBW8M6Fn17cLkgmW2z3G334SNBQkW428Xd232N8bBW5pWhZ45S_V7sW12yw-D4nVjtwW59kgkw8Mg9-7W22Fxdm5Nbz4XW5gKh7v5WDJ1fW44rrQ33cGddbW2N8ww37JGsb-W4Z8T9x2Wvn7YW4g5XQP914qNSW4tN4vb1tDl5wW8zbGw78ZCKQkW6W8dZ47-l4WQW7VjH5m6Lby45f1f9hVY04 )

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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!

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