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Vibe slop is the symptom. Here's the disease.
Sat, 27 Jun 2026 13:11:58 GMT
GPT 5.6 is coming, but not for you
Sat, 27 Jun 2026 06:52:03 GMT
Would you regenerate the code?
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Selected Message
From: newsletters@...
To: [email protected]
Date: Sat, 27 Jun 2026 13:11:58 GMT
Subject: Vibe slop is the symptom. Here's the disease.
To: [email protected]
Date: Sat, 27 Jun 2026 13:11:58 GMT
Subject: Vibe slop is the symptom. Here's the disease.
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17612508227092" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17612508227092_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3l8W5Vbf364Pb93rW6kVxJc811tD-W7M41q21khfz0N6sgMm_Fh-X9W4L85t2638hS6VPJ_qN2WQtBxW6CX27h58h1B5W845K1p7Vs38dW5YBqt75n-1syN6R5v2kBW4c_MS6sJWVpfP6W2vpy7P148PRVW63DXyw4jvYV4W2DtW5r7JSgMcW5fyHgm35DHBYW6KQHK28_H-sYW7C_YSt8Y6hnwW8Jz20V3FdPhqW68tmMl4_PY-YW1xCwL85Hgy0yW53nLfW38nQTPW2ngCxB1kpG-BW59DqTV71689ZN7JbKdK-gxNxf9lpGZv04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="/asid8IR" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">OpenClaw and Hermes agree on what an agent is. They disagree on what controls it.</span></span></a></p>
<p style="line-height:125%; font-weight:normal">Agent harnesses turn AI models into autonomous systems. OpenClaw bets on broad gateways while Hermes bets on memory — and platform vendors want both.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17824270345171" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17824270345171_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3pjW3n-_vX5lmZksN1Fjx26PGhF_W2wtgwg6n18PcW29xlqW7gPzWCW2K6TJd8RQxLsN8jT7cplswrcW3g8Ysg92-c5GW2bg98m3k0Lb9W7gnJJx9kCLM4W7h_HJX64KsdkW1zDLvg59y1dDTGx176PkG7yW7kJW7n40nSdDW7CDdZg52jM4ZW3zqrcD2t0j1FW48dKzW2P_cbSW6DvbMQ193KpKW4rhCnh73zR7gW88Zr1p2WGXwrW3ljz4X3ysgnTW8bR1jB16t6C2N3W8lg1z2kBdW8ccwTB63-YYVW7K6Pxd5LfhVSf4RL3ZP04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="8obtHbq8" target="_blank">Azul wants to find your unpatched JVMs before AI does<br></a></span>Azul is offering a free JVM vulnerability assessment to help enterprises uncover hidden Java runtime risks, but the company’s pitch leans heavily on Anthropic’s unreleased Mythos AI model to underscore a threat narrative it cannot independently verify.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17775751756491" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17775751756491_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3kZW6NLdj28dKbzMW8w1QVS1f-slmW45mNy64CXsMJW4b48KN9f8lsyW6CmC6h57T0hCVjTX4g503QGkW1dH-4v6txdDXW4Z7zhW37s4zxW53G2Lr4ScpH1W3mrjnc5vZZv6W2zr9Ln7kgy5kW99LyQ_6vV-2xW7r7h1r8pHY51W2yzmsW2DbwzfMlB6z8ntlpHW2P9nT-1bfQjkW3-gnCm41DNqSW43w06X4k4brVW5SL0Br7cn5FlW7YjgXz1lM-5bW3__BCM5s5t-5W74Yx253QCjT3N7BSyd4TBhk2W58CS5r5Jkqgqf2f4tFC04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="p37PVVY8" target="_blank">OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip<br></a></span>Co-developed with Broadcom, the inference accelerator is the first step in a multi-gen roadmap, raising uncertainty about developer flexibility.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17782590667751" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17782590667751_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3n9W6mlv253R7WMWW16mScq6s_zqwW695QWK8GB-pdW4L4ZSF3C-3V8N43RGThWG3fZW4gLW2h5GQBBHVJFLTv3F0yNdN1thCdgD6jLYW6GHX9H4G9YgMW14rV5-836ZVfW3Bx3vJ59P8w9F5yxWHpnyPLW20DCYS7-Q5KKW6CSs_K3ZxlzTW3GS9my3LDkqrW1yGyb58r_QgmN8shJCbV92cNW8mm2bD4jPv74W731tHt8kl3c2W1ZZ28M7B0dgCW8xNC6D52B1MMW1_VwHQ4NM4FdN3FGzjgKpZZfW4zQrxH32dG6Df53XTXb04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="/NCMkBwW" target="_blank">Will it Mythos? One coder's verdict on Anthropic's blend of debugging<br></a></span>The independent developer community is benchmarking Anthropic's Mythos AI model on security bug detection, testing claims about its vulnerability-hunting capabilities.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17824271087682" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17824271087682_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3kCW987h1m6clBYCW3GmSc24kvVlvW427jpZ3lq6WjW2x6H8x7-PX9vN4JpDn06X_N8W8bTBN22cbh52W477r8885P4GYVwJSsK3D9GtVW8Xwt7_2JflDXN2-zY2Cvz-lYVfPG6s6v3R-2W2Hr1zj4q80TBW6vWY121gmmRzN5FZjsWcyjYdN801b-xhN9ZhW80G0559bWyhMW2sf4j-6lH5kPW84ktxp7YN6HDW3JWr6r5CqHSQW5HK-Pz7CjQ0hN3kH2RQVz7mVW5kcTVq1Ycrd9W4BHc8z7lzdK5W4T7yRv1wf7yqf7FHMyF04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="YTzUmEuz" target="_blank">“Tokenmaxxing is real, expensive & it’s spreading”: AI budgets are exploding</a><br></span>Lanai's Token Tuner helps enterprises cut AI costs by mapping token spend to workflows, identifying where lower-cost models can replace premium ones.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17806922410802" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17806922410802_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3mDW1k__sQ4CxBQvW1qLDgS9hX_NRW7w0Ymj5WNpqFW2rP6cQ72-VbBW4DgDdd7cDG00W2RbN8T6g2NlyVVn08M4vrKZPW5tbP_t8cdN82W4tsnFw8x7T84W2MhR7l3WpfhDW4Hlqrj9kqM7tW8QJfhw1LRwv9W2Psm8l72Nm0_W6dPgl597z7QnW4JQLTJ3Bsl3NW7_rZcl41f8FbW7GkYbz5lyHmrW39Zw0X3qvM_XW1sTpkP2nlvtPN5KlGgpYT_phW4qsNrG9bcK_6W7DR8T58cJZbHW22mGFk87P1XyN4l73ML5GBPff2knhcF04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="zDdQPCib" target="_blank">Cleaner AI training data, fewer bugs: Sonar’s SonarSweep explained<br></a></span>SonarSweep filters flawed AI training data, reducing bugs and security vulnerabilities in generated code by 41%. Learn how it works.</p></div></div></td></tr></tbody></table>
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<table width="100%" cellpadding="0" cellspacing="0" border="0" style="margin-bottom:20px;"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3qgz0W6N1vHY6lZ3l7W19zQMc2gNtdrW8d7wyF5V9tFZW7RG-3L6RwQ9cW4GVJSN5rVk2LW7dtfts2HzMg3W7TQBys52JTV7N5SmjkZ9m7NkW8h0r5d3474MQW2MLqdG7qS7lCW9lYnPT1mlzbWW3RBcWz98h8B5N3bQ767R-8-fW9c_r515R9GvMW4MX-TC31bwMpW7npk-65sSMcsW7lXMnx3BtybRW2xB_wh6YYm0ZW73sgj06xsMshW6TQN3T5dp7_nN1lpkqhzBLMFW6SX15C61Z_1SW6qH0115WpzPFf7pJvcz04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="1" data-hs-link-id-v2="RwQ0qX13"><img src="https://info.thenewstack.io/hs-fs/hubfs/traversal-the-new-stack-banner-v1.jpg?width=1168&upscale=true&name=traversal-the-new-stack-banner-v1.jpg" alt="Traversal" width="584" style="outline:none; text-decoration:none; border:none; display:block; border-radius:8px; max-width:100%"></a></td></tr></tbody></table>
<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">From Deployment to Production-Ready in 7 Days.</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>No markdown files. No runbook migration. No engineering lift. A leading crypto exchange deployed Traversal with read-only access inside their own cloud, and reached production-ready root cause analysis in a week.</p></div>
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 10px 20px"><div id="hs_cos_wrapper_module_176781485837711" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176781485837711_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>Vibe slop is the symptom. Context debt is the disease.<br></strong></span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px 10px"><div id="hs_cos_wrapper_module_174595863153521" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_174595863153521_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%">Some of the engineers who made <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3hCZYW6N1vHY6lZ3pbW4YmFnG7VQ63pW2hTL6l33DmjbW6-Bj0B3RMQhxVPS7VY65q1VtW6GgDZL30Z9DDW2k4TTr1bRS3-W4B6LFd7Vby2sW85hQJW92YK_9N6dwNvzQQxG_W1Q5pH69ftD1HW3DXBj784zlG0W8b0swW8R9jfrW476LS-6nHDbkW2GqvFx76c03gW8WZh848D-N2wW5jjnV321WxfFF1h_nr3RNM7W2hPNDq8VLrVxW6zytvY77RcyMW84DlNL9d1gV7W8TMgrC1hbf6WN6VVZGxWDt18f1qpP8W04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="RNZmcwYE" target="_blank">vibe coding</a> possible have decided it’s a problem. Last month, <em>The</em> <em><span style="font-weight: normal;">Wall Street Journal</span></em>’s Christopher Mims interviewed Armin Ronacher and Mario Zechner, the engineers behind the Pi engine that powers OpenClaw. These engineers have been instrumental in popularizing these agentic tools, and their assessment was blunt: The tools are flooding the world with bad, sometimes dangerous code. “Eventually it will catch up to us,” Zechner told Mims. </p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">They’re referring to vibe slop. Code that’s bug-ridden, inefficient, hard-to-maintain software produced by someone prompting it into existence. Ronacher and Zechner talked about an overlooked aspect of vibe coding, too. Sloppy code doesn’t just break more; it burns more compute, more memory, and more bandwidth, they said. They warned some vibe-coded startups may not be able to pay their own compute bills, either. </p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">I largely agree with Ronacher and Zechner. But someone put a sharper name to the problem, and he did it in a product launch post. He also tells <em>The New Stack</em> the window is at six to nine months before context debt outruns most teams’ ability to manage it by hand.</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3hCZYW7lCdLW6lZ3plW6jzKWX4mX5JwW3-4fGg4h5Xq8W5KqsXB5VTRrnVfVHLc4v0qHsMmTMg5xWJR1W1YbJnk6CPBbQW7jBZvZ2wtlc3W41hdjV4ftkG2W8s28SN1Ld-RzW6xmgsY1hkVQgW1srTVr1fcpxJW89nd312SWG8NW4LnnWv5yDXtlW5rKhJB4SbpBbW4d4gfj15jK-jW2KYTDC6TJZ-YW48rBkw6pdQ7zW53s79L7v7LGjW5FRQmQ1TccDsW29yDqQ4N2kRdW2W_Fj467m7QRV-X3LT6fCBJxW2JNXfw96jQfYW6Q-XpS7n533Jf3wPRVK04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="HQVBaV6L" target="_blank">Read the full story →</a><br><br></p>
<p style="font-weight:normal; font-size:16px; line-height:150%; text-align:right" align="right"><span style="font-family: Merriweather, Georgia, sans-serif; font-size: 15px;"><span style="color: #48607a;"><span style="color: #48607a;">— Matt Burns, Chief Content Officer</span></span></span></p></div></div></td></tr></tbody></table>
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px"><div id="hs_cos_wrapper_module_17818082872363" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17818082872363_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%">During the recent MCP Dev Summit North America held in New York City, <em>The New Stack</em> sat down with Till Döhmen, MotherDuck’s AI lead, to discuss how MotherDuck started its MCP journey and how even non-technical workers at the startup can now use agents to interact with their own data rather than relying on dashboards. Tune in to catch the episode!</p></div></div></td></tr></tbody></table>
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<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.</div>
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<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. Join us live on June 23 to see where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.</div>
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<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">On Demand</span>
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<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">The Kubernetes rightsizing trust gap: Why the stakes just got higher</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">AI workloads have made the Kubernetes rightsizing trust gap expensive. Join us on June 24 to see how teams move from human-approved every change to continuous closed-loop optimization — in practice.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H1s5g8t6W50kH_H6lZ3prVrxvnH5jgPG1W3CbznN1wmGVnN4TlRS7B1wc1W53h0q-5wgf_QVlPLsB20SkvNW24tMwk64mHV2W3Nqp373ZJS0WF7HJtYhj7j4W32PtSy3H5CQPW50Wy3J4vqyBZW90bhP52PHZ2_W8kFFS28tRJnKW6S5hhy5c4vXVW6Gm6Wd2mqqdXN1KWWJRjss-TW1JjVkY5Lg8J5W8SsP6R6JB3PmVDxVqp8sdmqgW1llVzx3WBZDDW9cC-Qn3y6hgBW8pJrXV75kN5rW66RsFc2SnynMN55p1Slq4LqvW2gfdwt1rPSxyW54h7vM74kTZ1W5DN4fk7c0r1fW8-sTDM7DYqBhW5k5bTp7f_sSRW831fls7tfn2jW6RmMfF2qZzB_W2HFr9j3-rFG-W77fxK82fCyVff4zlG_q04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="248+eNam">Catch the replay →</a>
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<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Sep</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">23</span>
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<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">San Jose, CA</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">WeAreDevelopers World Congress North America</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack in San Jose for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. We look forward to seeing you there! Use this exclusive code to save 10% on your registration: thenewstack_community</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H3x3hCZYW95jsWP6lZ3nYN80-HsRTXQJWV7Hzfg4DTlsrW1840Gq84lqRFW54F5sz3SZSL4W4wt5jk6Wwnf_W8W6s8L8gCrDBVD1MST3x0bxFW8MHCFL5_vYmNW7VXNnS825C7tW4yt-pF3cHChWW596CvJ1NP2W7W4dxRDC2kDfWDW52mZdV8ksHGHW35jXYw2hvcQnW24JrPP6rdvT8W3V_3HL36Xlk5W1QlNt291d2DJW8wgQpD4LQwX0N5PkD2PBk10dW6dkMBX89v1zzW7f54NH7LJlS2VL6VWC5JQ6WnW5J6PRV1XVqnJW2VYLq33lW4P1W4r6fgc8746mMW14nHLT2XwqFkW2FD4FF4qmGtFW3zJKzl2mzHzyW36dk7n3R2sq6W4cxMdv1Vvltvf7pMkHn04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Xl+yh6O+">Register with The New Stack →</a>
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<p style="margin:0 0 16px;font-size:13px;font-weight:700;letter-spacing:2.5px;color:#9ca3af;text-transform:uppercase;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;">From our sister site, Cautious Optimism</p>
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="margin-bottom:20px;"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2Y3hCZYW7Y8-PT6lZ3mgW33G-pP4sH33LN44X2tykcRjJW6MVlN22bZJ-0VyCk5l3yTDQwW2CRNhm1F647YW9hd8H-2HbpYxW67Dvl26-cQrsN11wT7C5kWlGW7trCFp4Z7F3rW7vKH1S1f-hhlW351WLv7rgQyHVXV_pK2RYdy6W35j3hp1WQhKTW2BBYjb5D7DK-W5wSgcb91R72jW6222y-5Q_RqPW30HCP38t4WLpW6Vgr0z6BRR93W8R5c9X19KXCBW6BZJmz3VzJy9W5_Z5RL1_d93cV94d6f8SJ5DGW2bv9gR7F-5tNW3by1mz2lQZLbW123LdX8SWM2jW5PCvYK7M63Gtf8dx15T04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="6A1NgFQ3"><img src="https://info.thenewstack.io/hs-fs/hubfs/co-tns-weekly-june27-2026.jpg?width=1168&upscale=true&name=co-tns-weekly-june27-2026.jpg" alt="Cautious Optimism" width="584" style="outline:none; text-decoration:none; border:none; display:block; border-radius:8px; max-width:100%"></a></td></tr></tbody></table>
<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">AI gross margins</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>OpenAI’s improving gross margins matter, and its upcoming chip project could provide the AI lab and hyperscaler even better economics in the coming quarters. But what about Anthropic?</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"></div>
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2Y3hCZYW7Y8-PT6lZ3myW69hFkl2_zJpLW2nXTmw6xxcMlV95hFc60wyPlW7QyKV_1F6dwGW29HSRP3k5sSCW45Rysm3V75dWW4_ltGW6WkqD8W7r0-S481RJclW7HFN1p8Zbnm0W2SGHgJ6-gr5dN4H7ym1Js5KcW7-_tPg2v0c67W5WqtTx681nHLW5FcS0M4p57j0W2GrjdG1J16VpVYJ9Nr98YVCNW6klXFz84gByQW5lyMyg7TWLL7VK2RGJ13gzKhW4jLQp43syzWLW54D6194x9bg1W8rkWbl8fvyC7W4jb7TH2fZwl5W3PMDwF3yCsvkVVtNxJ3Q8m-TW19yRSC33_psmf1pswv804" target="_blank" style="display:inline-block; background:#00AFF4; color:#ffffff; font-size:18px; font-weight:700; padding:14px 32px; border-radius:6px; text-decoration:none; font-family:'Merriweather',Georgia,serif" data-hs-link-id="1" data-hs-link-id-v2="7vhAdKfe">Read on Cautious Optimism</a></td></tr></tbody></table>
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px 20px"><div id="hs_cos_wrapper_module-2-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module-2-0-0_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;">"The limits of agents are set by how autonomous they can be."</span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px"><div id="hs_cos_wrapper_module_17460542166404" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17460542166404_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;"><span style="color: #48607a;">— NX co-founder Victor Savkin. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2Y3hCZYW7Y8-PT6lZ3n2W37n6b_2cVm1sW5lwbg58XLbN3W39T5TH222ns2VYDKLY1YSr60W8DclbH3TTLGlW4KJJD89ggHFfW6rk6fh4QGRPpW6XDCpF6xrtXbW3RlhsJ672qSRW2n1L1v2yxMWfW8nf5wz1JlhpYW36p5LV118hL6W9hhYK35HPGWMW27F85c1nTrpCN6nytBX1ks6wW7vn3Yd4-B25VN61B9Nmq2b9JW8mT2jF7qTr94W4M_2Cm23862zW6CpM8Q9kVD7sVXpzFY8zPbWjN1Hvbq3rg46NW2QF7R-18XnnGW76QB_v7ftwCJW8PRMJC8fyjgsW6L6y8B7d681Pf4F5Ppl04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="ycPCyFFE" target="_blank">Read more →</a></span><br></span></p></div></div></td></tr></tbody></table>
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Plus: OpenAI wants to claim more of the AI stack
View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l5m_5PW6N1X8z6lZ3mLW1wvGgw1XyLPNN21Jv1NLlcL-W4-HH7W5X6S7zW7Jh6v33TNbCtW8xBRtV1VsT6wW27f9tL7h833NW6bH7VP7YKzt-W7VT7RL9fx_rQW8kNYXX16N7nDW69xXhl7t-60_VqKvXN5wYkzQW3WBP6d13LdTsW4kgcvq2BNdy7W5bGLLW3_9P4NW8Wcqb_6vTWdXW3DhZr-1FGw0FVdm6K-3ybP0jW1FnfsS4GfPB9W1bsD_F4-QzpDW7TXCL42zdM0TW1pWF8Y4Jq-zxW5BvnC6499yldW5gwVJ51d1RJ7W50jCdF7m_spDW7zX3Tg6k6YFJW89L8Vy1G6kJmW1KWMD45qZj47W2m-n103z36ygW1FBTft3m3Zb2N6VvrJ_v9GYCW5l63wl3GLb_NVr2cqp7qyp9qW5HnCsN8xQ6v7W7cMhQl62SK_7N6q5Lh17gbGwN9kLYDbPDyywW5xzcF69bS_cwW7GP4qC3nRzw9f8BMcDg04 )
The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H223gP0xW69sMD-6lZ3kHN2YwbXfpKtwDW59522F5K04_KW8hWwyG4xvWL8W48srCg5rT6GKW2Vd41R5jJh20W6WJpTW7KGZP5W1jWFRJ8S1GLrW97qg194H32rgN2rwmfNqzkGGW8qH20m2gSCv8W2gJKx96KwJQ7W2_RdZR89SLk6W2v9kxq6DGLlyW4NB8_R4G-12sW3QjMp_31R9YlW8wJPkG25RqJhW7ZjwyV2GSJhrN10_QtSm-7DpW4B1WMf6rWg1rW7yvCz25fdMG9f7Px3Ps04 )
Weekly Update | Issue 526
Together with
Traversal (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3prCCW6N1vHY6lZ3lqW6Gsq9g7b2McLW2ZllKb1WZ9-XVx1nzs12JSklW61Qz0Q5kQBVZW4L6Vx-4-WXX9W4Pq9gN1LwBVsW8JHK302GhdBNVWcwmn8P2tQ-W3xYvqq7mYr_pW2qp9FL7BPSxCW6YZZ5B5JF_QvVfkFNZ8Q4HF8Vm2kTd6Q1_SqVtJbM266PbmvW7C1YSS2GZ7dLN4Bvllq6SYKhW6BkhBV373XSzVpjN6d4nVVffW23YFqy2NJ-4LW561V012vs08rW8xl8zG8KSVLxV9RCjp3cFtP5f7Ns0vn04 )
TNS essential reads
OpenClaw and Hermes agree on what an agent is. They disagree on what controls it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3nfW1hpKQz1j0LM9W2C0SQj16DNnjW1TdnmK44YfkMW4hDCR64YtHMhW4FvvKM2qyZKSW9dj4jR5KypqyN68N9zFBXhngW7DZMY16cWyBCW1nCyD597LngGW8pxm7T69qTfwW1YW-yK7CcSv0W96m2fL7lH35ZVPwmr54V78WTW7M0j9c2L0gvMW6xND628Ms00PW5LshGW60-vMDW5rn_KG8nw0HhW3FS4b34b87f9V5H2Qs8Y-DQgW6Qcsry6pmndnN2WT9D5RCXPXW3_4Yj_92wH7gW2Vcn-_8cNcBnW7q_5cB5JmSS1f5FJr2C04 )
Agent harnesses turn AI models into autonomous systems. OpenClaw bets on broad gateways while Hermes bets on memory — and platform vendors want both.
Azul wants to find your unpatched JVMs before AI does
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3nyW4CjYpq3-flCzW8hbTnD4XVTQqW6SHM1Z1FS2p2W3YTsyB6PgBJ4W6FGxhC6P-___W22TpVW1gTQ1SW2bq9wc744v65W44JndW1mGlzxW5mhJL38SLHtkV5lHLg7ygFJCW7KyBtz4XX3VtW8G4ZWv1txJnJW1g9gQF11ZNQsW4Kzp7p625ZXkW5bkqrW2JzQsxW7b-5Tm6fQPpKW11kcNq5ZvjCwW8zsH-L1YNWlsVl_vHJ6rJMsJW4TFvXQ4LkFTJW5vwMVR7zV4pYN4hgpMys9B1BW1W9y693m2Xm_W6gMCY96F_vCSf5C1VN604 ) Azul is offering a free JVM vulnerability assessment to help enterprises uncover hidden Java runtime risks, but the company’s pitch leans heavily on Anthropic’s unreleased Mythos AI model to underscore a threat narrative it cannot independently verify.
OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3gP0xW6N1vHY6lZ3m1W4QS6_28dLLr6W55qGdj1J0mmNW2SpgWd85t4QnW8Bgnsb37rFmLW1S7hFL7XVdPyW2Nkf9Q7qlBJtW1DCjXV6169YXW4kK2rp3PzpRwW69F26s6Yk45cW4Bk2Th5svQBNW8GGgW12YgTTTW3bcFtk3tLqj6W6VMcKG81Xmw7W6kyjNx3HjY6QVc8vnK2h623sW2vr99r9b8FtwVKLcRc4dDqQBN80dVyP2wnh3W4fH9lQ8r8S23W4ck9Gg5Sq2SHW3C6jZ83GwQ_BW1fvcDx50hT6Rf5Y2_sd04 ) Co-developed with Broadcom, the inference accelerator is the first step in a multi-gen roadmap, raising uncertainty about developer flexibility.
Will it Mythos? One coder's verdict on Anthropic's blend of debugging
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3gP0xW6N1vHY6lZ3pyN4-hZ83M59WbW6_pZHF2nM-tmW3CJ6Wl41z176W4JXf6498vdCjW2jDWdk7XBz2YW6gZHPm8bz6ZvW4p-HK-8MHrLvW4r0L242QmnKgW1zSmcQ80JLzvW5l-0bC51jxZQW6wyksF3VjDTlV1XnCh5mCs-DW3sm9ZS7C2M4HVj-ZgJ2QwV7bW7pTGx_3F6t-wW84BJzD1k3gJ_W5xNqKD4xLw97W4dHc4w2ty_N9W1YHnQV585mWFV96gjl1ms7b_N7M0bYFWj9w-W3qS4VB2pfzWCf1p-csn04 ) The independent developer community is benchmarking Anthropic's Mythos AI model on security bug detection, testing claims about its vulnerability-hunting capabilities.
“Tokenmaxxing is real, expensive & it’s spreading”: AI budgets are exploding (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3plW61fRKh3l87zhVYQtnl4M4PFBN1H3qcNxYhBMW3ZYwLT6vF2RdW75w_x71zpzD1W1kHw1X2wj_dYW4HD0q419_FBkW8jBpPH32Btm9W3P5QVb6Qv3DsW7576mt2Vj7x3W3FqCjh2jLw2GW3yGNVY4s5pHJW6vCmTt6K7MLmW5nGvf682jvVCW3fSxR76vFrDQW1_52-05CdVyZW6XcH1v3P-1RvVz831v516dZVW2gCTCq8hSWtVW4qC-C-6xmMBZVSgJZp2m0KMCW7JyL1d3Qpj81VPqNpW7R_-1RW33-P0c3Tvv6Df23qz1l04 )
Lanai's Token Tuner helps enterprises cut AI costs by mapping token spend to workflows, identifying where lower-cost models can replace premium ones.
Cleaner AI training data, fewer bugs: Sonar’s SonarSweep explained
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3gP0xW6N1vHY6lZ3mKW78MxyV8gtTv_W22JtcR4bBqYVW5N4LpC3P97mRW5v5MRc2S1XszV86DZR3X1C1-W754d1c6RxwKqW2glhlY65L00sW6kjJks8CxqPhW1HWKdc8bRL1QW5-vCk66k6kxhW3m-3RQ8Tdmg4W88C8HK2FR1p4N6DG49BBBvptVkztSx55gpynW7H4WqP6yfPSdW5FpxzG98yy5HW5vmnV_2qF5KWW3VGLlj6-V7LxW38l-_x1p_mXgW2SymCG32NwK5W7WkML34PD7f6W33klDm6XNLNCf85PKfP04 ) SonarSweep filters flawed AI training data, reducing bugs and security vulnerabilities in generated code by 41%. Learn how it works.
Together with Traversal
Traversal (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3prCCW6N1vHY6lZ3lqW6Gsq9g7b2McLW2ZllKb1WZ9-XVx1nzs12JSklW61Qz0Q5kQBVZW4L6Vx-4-WXX9W4Pq9gN1LwBVsW8JHK302GhdBNVWcwmn8P2tQ-W3xYvqq7mYr_pW2qp9FL7BPSxCW6YZZ5B5JF_QvVfkFNZ8Q4HF8Vm2kTd6Q1_SqVtJbM266PbmvW7C1YSS2GZ7dLN4Bvllq6SYKhW6BkhBV373XSzVpjN6d4nVVffW23YFqy2NJ-4LW561V012vs08rW8xl8zG8KSVLxV9RCjp3cFtP5f7Ns0vn04 )
From Deployment to Production-Ready in 7 Days.
No markdown files. No runbook migration. No engineering lift. A leading crypto exchange deployed Traversal with read-only access inside their own cloud, and reached production-ready root cause analysis in a week.
Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3prCCW6N1vHY6lZ3lqW6Gsq9g7b2McLW2ZllKb1WZ9-XVx1nzs12JSklW61Qz0Q5kQBVZW4L6Vx-4-WXX9W4Pq9gN1LwBVsW8JHK302GhdBNVWcwmn8P2tQ-W3xYvqq7mYr_pW2qp9FL7BPSxCW6YZZ5B5JF_QvVfkFNZ8Q4HF8Vm2kTd6Q1_SqVtJbM266PbmvW7C1YSS2GZ7dLN4Bvllq6SYKhW6BkhBV373XSzVpjN6d4nVVffW23YFqy2NJ-4LW561V012vs08rW8xl8zG8KSVLxV9RCjp3cFtP5f7Ns0vn04 )
Vibe slop is the symptom. Context debt is the disease.
Some of the engineers who made vibe coding (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H223gP0xW69sMD-6lZ3pyN7Frpx0TdK2cW45d-xb8VstFRW8cBT6M8X0_jVW5NgQlB4RfxH0W8lbpnY7RKP7CW3jNQdh2dC7gwW6X_20t8L5WP9W3wQ56v5l4PtjW8m38YH6LnJTMW2LkxRH3GFfVNW3dzwd77MNqTyW98B9jK2P1VFqW8RQzKS41FMQNVcTKMS6bjr6bW3_Rv-_35Kd4bW13gK498GWS0TW66Svkk7NPmNDW5MhQ6v6QXSZ-W3YPszN3LnVBTW9cvxTP8zs7Ftf1C_Cyb04 ) possible have decided it’s a problem. Last month, The Wall Street Journal’s Christopher Mims interviewed Armin Ronacher and Mario Zechner, the engineers behind the Pi engine that powers OpenClaw. These engineers have been instrumental in popularizing these agentic tools, and their assessment was blunt: The tools are flooding the world with bad, sometimes dangerous code. “Eventually it will catch up to us,” Zechner told Mims.
They’re referring to vibe slop. Code that’s bug-ridden, inefficient, hard-to-maintain software produced by someone prompting it into existence. Ronacher and Zechner talked about an overlooked aspect of vibe coding, too. Sloppy code doesn’t just break more; it burns more compute, more memory, and more bandwidth, they said. They warned some vibe-coded startups may not be able to pay their own compute bills, either.
I largely agree with Ronacher and Zechner. But someone put a sharper name to the problem, and he did it in a product launch post. He also tells The New Stack the window is at six to nine months before context debt outruns most teams’ ability to manage it by hand.
Read the full story → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3gP0xW6N1vHY6lZ3nYW3wnDCW7PkKf_N3mQbTXQ2N6tVFXvlq8QMDv8N8G4pQXgjstnW6Zr04w77LZW1W24VFCB2cdCKVN7hYbdLyCp91W2hRJkc6mLvFPW14QfQc6_1j4vW1fBwKn3_s6J3Mrry2SGT2VGW44d1SH8Wn1GHW22D5MQ6YRhN6W3RgrcX54rRqyW8RYcsP3mBl8DW7gjP8s8YvwwdW7hkrnf1GTHdTW3QNLx72J1_LLN5BpHDTPk1WKW32lb6k2L3WH3W68mx_D8V5GV3W4Q634_8hS0Twf20vZJq04 )
— Matt Burns, Chief Content Officer
TNS Makers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3k_VwprjJ3_X40jVnZDjY56jBQ1N3XW2HT8ySHpW6WQ0FN8FG6FcW7MHP2N5cXDJHW311Q0d2jBs5cW8M5qbw1vs32LW4kVgHy134dxmW7Z0pBh2Vd--YW1-cC-p1VdjsdW6BNcK149MThFW2ck8vw4DTkN9W2xf_M18RVYVgW803f9n1WygTTW8Tb09287dtj7W5d-Z6d8GvKmqN26l2PKMXkqPW4QZWMj28g2GMW8dTj_C1DCGH1W8CtL431fd4-DW7Z7GXM29F-73W7PsTmZ1sjRd_W38bjdQ8mG9brVTZRhq56gCTHf3R4ghz04 )
Why MotherDuck refuses to fork DuckDB
During the recent MCP Dev Summit North America held in New York City, The New Stack sat down with Till Döhmen, MotherDuck’s AI lead, to discuss how MotherDuck started its MCP journey and how even non-technical workers at the startup can now use agents to interact with their own data rather than relying on dashboards. Tune in to catch the episode!
Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3k_VwprjJ3_X40jVnZDjY56jBQ1N3XW2HT8ySHpW6WQ0FN8FG6FcW7MHP2N5cXDJHW311Q0d2jBs5cW8M5qbw1vs32LW4kVgHy134dxmW7Z0pBh2Vd--YW1-cC-p1VdjsdW6BNcK149MThFW2ck8vw4DTkN9W2xf_M18RVYVgW803f9n1WygTTW8Tb09287dtj7W5d-Z6d8GvKmqN26l2PKMXkqPW4QZWMj28g2GMW8dTj_C1DCGH1W8CtL431fd4-DW7Z7GXM29F-73W7PsTmZ1sjRd_W38bjdQ8mG9brVTZRhq56gCTHf3R4ghz04 )
Featured events & webinars
June
30
Virtual
Operationalizing AI in Observability: From Debugging to Automated Remediation
Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.
Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H1s5fkwKW50kH_H6lZ3mKN19LjCRPcXjwVsVBMP8Z20y6W72FBl18f5pNsW8Q3trT6n9Qf0W5Llfy_955FPnW6gSPXG5ntg-SW7GWfXy2yl419W24S2S17clfF7W70Rvgg4yVCpzW2cmyQT6BKcTtW1BpFtg6rRd-jVQJNL_5H3njVW4D1d6B33VtgtW6TS_JY7hQ8pMW15ZY6F3RDCr-W1xBl9q813SmFW90nM6V4HxHsXW8zktg_32HhXFW6KTqs029fKHZW5C8qLZ22PFx5W7Wt_kx6cnqc7W3qqjfw77L8s9W5cJwcR3HrPPnW7knCZh46RkB_W5fVYxN6qYjMlW4D1Ynv6wFyBDV1gc5S4L9GJtN7P-Y781sWqcW81qppT1XgvS0W84ksxk7WYfbfW7q6B2g1k383nW6-S2Nj3CgxKCf5yvngx04 )
On Demand
Virtual
From Silos to Governance: Securing IT/OT Data Movement
Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. Join us live on June 23 to see where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.
Watch on-demand → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H3d3gP0xW8wLKSR6lZ3mxW2HRCgC5RTztbW78FSDG2KYXV2W82RLG21jlqpHW15jHGd4vqrfQW2W-MxX3TqcGyW8BHfHh3B7P4sW3hZwn95Dt_lnW3PnSmv4r2D_5N40_pPmYWsQ9W96XnXl4rV5S2W2pQS0s6fvnbRW45r9Lj6_BkTsN8y6ZCGbmBYqN2xlK4v-SdZ8W5m1cpz6lSkHJW8xj53-6ZQhM4VnbGK08dnVWhW6NYjHb6zk5PSN3Drcn9hrh-cW6Lw2Hv6gt-FBW6TbsCG1msxzMW1mTXsq2K4gqDW44FlWL15SQ_TW7sLn797pz_YNVh1rVM7czlHvVXRhkk8n5QW1W8QdVnZ4j1Cq6W8l7mZ07kSFR0f56M0Vq04 )
On Demand
Virtual
The Kubernetes rightsizing trust gap: Why the stakes just got higher
AI workloads have made the Kubernetes rightsizing trust gap expensive. Join us on June 24 to see how teams move from human-approved every change to continuous closed-loop optimization — in practice.
Catch the replay → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H3x3gP0xW95jsWP6lZ3lmW8g4jDX7qY2p5W2DFQBW3_M3H8W6zDMNl8nTrpHW4YPwnS9lTrl4W9bMs936MCHhBW2mxLSw1pc7zFVWCVcj6C55-zW1StrTM1FzLJcW49DsKY8--kDfW1S4_6G7ZZpfJW3mc1G86fDGb6VdGHGb8yYVhnW7mGBWv7HSFw1W4PnMhR3Vjq7JW2hgQGF7dFt9sN22bwG4Y-TPqW48-DD03-tSdtW5hJ5m54bWNNXW75X8bK5DxRdMW63ShL96d24SmW5PFDyl99p8PnW7n2c8S8m0tGDW2Y4Wpr1M1gp-W4HWcts57XpGTW4tmSZW5z535yW7kCqd48hMwPqW2cP-dr6-xXH6W6V4KD81ctHJdW2pzdqD9hn6fNW7jyjvp6STXMLf2P_4mq04 )
Sep
23
San Jose, CA
WeAreDevelopers World Congress North America
WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack in San Jose for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. We look forward to seeing you there! Use this exclusive code to save 10% on your registration: thenewstack_community
Register with The New Stack → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H3d3gP0xW8wLKSR6lZ3n7VCJT_b1CzgZfW29jdK055-mfrVr2RZP5C4Mn-W2zVSM28mDlnVW1SNFwf5C_lybW5zcQXG6x6DtvW3y0zW-92FGQsVP9hK63snVWwW8rK_-R1F8NWLW2NFmpS4T5r9mW8p7p8y3plPZtVWK3Ps2NPcgKW6dT42317s7mdW768wrK98R0d0W130bFh6_-wsQW2HPPCb1_z4g1W4vLzq01pN3vXW8N5y168npg15W6MP4tN48LKXFW5xb8Sg5pJYmjW8-sQXB2tdP-pVzd-sD8FBQ9qN5sNjxlBw5WXW8GP6FS6MzRprW1yr0lk8mVXqLN7zyp7qDgBnGVbKDbd9j9tZnW27n-v72r3bxrf4L10JP04 )
From our sister site, Cautious Optimism
Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3kJW4p4R6R1jzdgTN2KRQtvS6mfBW6NTMGF6sfT4NN7LVhk216ll0W67wPcN3307s-W3TpTF184M2l0W9h8qbV1fQglnN5NCq_YtR13YN1JLMlYvP95zN6glSzZ5F08wW1btbJB2l9NldW4QRmhW92YvqsW1JxTSd2TtkPjW4zSxKt5cT8KNW92y1C54cWd2HW2CyZLk77TjNWW4rdzTY3y0v0VW8GYjwd7DyVYgW2jxjBk82mKLNW8Xpv2g3KwC9JW6Jt2286hkchPW2LtzZp2G8Z7cW3pF9-s2z3SkRW3tmPHk7VtlDpf1qD_p604 )
AI gross margins
OpenAI’s improving gross margins matter, and its upcoming chip project could provide the AI lab and hyperscaler even better economics in the coming quarters. But what about Anthropic?
Read on Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3kJW4p4R6R1jzdgTN2KRQtvS6mfBW6NTMGF6sfT4NN7LVhk216ll0W67wPcN3307s-W3TpTF184M2l0W9h8qbV1fQglnN5NCq_YtR13YN1JLMlYvP95zN6glSzZ5F08wW1btbJB2l9NldW4QRmhW92YvqsW1JxTSd2TtkPjW4zSxKt5cT8KNW92y1C54cWd2HW2CyZLk77TjNWW4rdzTY3y0v0VW8GYjwd7DyVYgW2jxjBk82mKLNW8Xpv2g3KwC9JW6Jt2286hkchPW2LtzZp2G8Z7cW3pF9-s2z3SkRW3tmPHk7VtlDpf1qD_p604 )
TNS quote of the week
"The limits of agents are set by how autonomous they can be."
— NX co-founder Victor Savkin. Read more → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3gP0xW7lCdLW6lZ3n3N7Wp9_X1jhLTW8JxsVl8dX6C_W7Dh1JS4TQWCGVg6G047dJ127VVhpzl1ZXNQBW1fT33S1lRFksVtfL6w7Wx1rKN7pF_KHVXr_yW54GTxB5-V67sV5b95Q162JTdW6ddDT-269zYyW2Vf4nP2NW0B6W5nQ9YM24cB0JW3LHhV57-p9F1W5KJyL03vVMSvW6GBbPT7R6vjNW3XmmkQ8rXP_JW62W78m2DKlxrW6hWjMw7_SBfYN9l161r-RZybW7vg7JZ3TJ-VrW6gX36j9gKP0ZW2vcMqm1V19RwMGnN2GHW-GMf6LQCNF04 )
Connect with The New Stack
LinkedIn (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3prCCW7lCdLW6lZ3kJW8zQhY526HZ2hW2yn83w7mHb6hW95Y08H70fjhnW7W2RTl1-vtCGV4QnqN61g0JzW84vg_K6VDKbwVtY0jM15FXXLW5yzS1G7FD1L0W552x8S3dn7N1W7pkkyT8lPC2PW9hgpLW1X0Y7ZW6GvjZ58dG0ZrW7DbM4y42WyZ3W5F_1QF5wJlx1W6Q9hFB7yV3htN3j5v2f4R-n3VrfGWc6_2v1yW2G4V5C4xqCp4N5DsQVcyxH0SW1XcM9K1bjf7YW7cGPTq5v4XjlW176H4H8-1dWJVfMRjW3yjrH-N5BfcS4YCvFcf8H4Vgj04 )
X (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2l3prCCW6N1vHY6lZ3mwW7z6Tbn1dyJXcN3fdxC_BVmnsW5VrVBb5DFm1RW6qpf_t22JZB6N1fhZkPqklg1W7g68Tc8QytQ4W4KQY5r5Ng8kTW7GC9qj8_ZgBQVnF_w24CYjXcW58009g6hTkJ6W9bGpbL2VkCm5W7WKh0N92ZV0FVVQvqj51LsLHW3Cnd4t6LTP84W1pRPgj4hz-NDW3Z1MxW4ysL7xN4TsjwNkTBZKW7Sq0Lw7zvFJdW2T44rJ1bXXdtN6ym3ZV3BnDpW3d3Kms8CMZVyW8x9CST6d0B9Yf83s86R04 )
Facebook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3prCCW7lCdLW6lZ3mZW8-1QRX53fTzVW7T-4f594gXY0W6MJgJ_8HbZ1FN10_DTtjwFqwVPF54Y2W9f-vW7FcNkN918qqfN1B0SB9-Kg1tV-4bM836MCmzW61cKjh5r3wM4W5-qt7Z4vlmw4W75KwT-1h3RYbW4yh41l72-zP4N69jLF1sDVnGN9658t5cqLklW4nwP412yXNw1W3G7XDc1z79T0W5kYsgt640QVTN1kWt9Qd0sZ9W2NJJqm2fY2HGN7-JnTNZ6LbsW3hk-pb2PK60RW13fdcP6Q5jssW6qY0gf7KhlgTW7T4Mbs54XDWyf8jq8wz04 )
Bluesky (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2F3prCCW7lCdLW6lZ3m1W94qX8N81hLv5W4qX24C2QdnJSW746-506jsTZPW7bKdbt73Dd9LW67GC5R3b9_FjW24z2Vh4WtSJ0W5f-b5X97PxsMW7MrMtV6rrvvdW6Pdy2847V6yRW6XRl6M8T--DRW90z-Tf903PtBW3lpnBK2zwH3gW47Q3dT3hTyYVW3mZ4VK5cx-k-W7-NJ7R6g106TW4P3QT46jlqmwW289g412XzQSnN3RwNPFnCvhbW4wljBf4v59KKW4RNf8C9gj2Z6W9dbBvX2XRGDqW4136278N6Zz-W3-sv0q6dYWkRW6h6p8l8hv6T8f1l87rP04 )
Youtube (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmcKw4Xq0YBW7mNWXf3SzLJfW2v98dD5QPJV8N2z6H2Y3prCCW7Y8-PT6lZ3n0W71B86z1x8fmzW6m5v7H2CXPr2W12SpyT6B86JwN8pbnnVfn5yWW6KJMN76lYrjwW2dj8Jm3VtmczW667Wnf2KtpgLW98NzL_621-kvW4mB98l5437glW2dTXh46tywqvW2fhLl68zSFLrW76vzHm2fTYD1W8wVLSs2B-Qp1W1w1Rwd4XFKvfW5mHYXg9fTyrdN1XqJyLQrdp8W50z1Kz805VhVW6B4WJT55mhgNW1kyHSp9j44N4VtWbg17M7FrWW6ZTRkx6HrgkDN2Jp_rDtJnTYW1CNKGW2N0fm0W6q0Lgz4lh9G0W287PX65F0z3wW2zJ2lk4SZLrtf31dkrY04 )
The New Stack
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Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-FSW3jtd5V4tl65yW4tz_3T1BLZjBW32sz-m4kv22wW3NSLF94fcsGqW2sR54x2CYkLFW2RKjrM218mmYW49TLkr2nHYFFW2vJzkM3DYM81W3jmnMW3gdYYVW1Q5Pv81Zm9vqW3F53GX2THSfnW1YZScR41CBMnW2nVmXR2CtKbLW2y2-zh2WH8K9W49zyxx1LfdwjW1NvVdf2xwnMYW2Wk1jp3bsZXRW4rF8rv3ggbl_W25dTb938kb0JW4pxt113JV0cDW4kx0Wm3T2WF_W45z5k62FSXF1W3P0wfN41zyqdW41tyrF2nYKNzW49Dq2s41ZKmMW1ZwYdQ3857cZW238wyv47NDw6W2MSlPx49t7h1W3dgR0n3GZHR8W3P493y43lKxpW38BVj330Jd9vW3gbpR23P7vYqW4cvyWY2HXXNbW1_nDBS3_-RJ3W49lx7N2FJfr-W47N_HH2KYyRbW1Ljb143LYw2DW2RQ9Fk49lYPyW38h93D1_34l4W2r6sX31NjpSWW2WQGlq2Mxc1cW2D1HRQ1LnldDW25k4-y3bbT3DW41JG2_2FS5nKW2Rm3Tb3R1tw9W4chpGK1St_0tW49lXMk3ST_M1W2xH-sF2FLjRDW3XL6Dz3bq1bnW2CX2Lr2152tjW2nH5mw1X1qKXW3y_8_145Cc6bW36m6SP34xt7_W2szmrv3DYjFNW43RZdY2YJGWFW2B2J0y2-vydLW38sl673V-64DW4tddXQ47BxHnf1V70WJ04&_hsenc=p2ANqtz-9pg67WkoHTX5F8XzOZMC_NKa0dAhLMgqwwvqBfxHush-aoDM8mrWRBgIrJfdIrDiebwmTEDMHLtvsto_9zj1ibEtAUGQ&_hsmi=425646869 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-FSW3jtd5V4tl65yW4tz_3T1BLZjBW32sz-m4kv22wW3NSLF94fcsGqW2sR54x2CYkLFW2RKjrM218mmYW49TLkr2nHYFFW2vJzkM3DYM81W3jmnMW3gdYYVW1Q5Pv81Zm9vqW3F53GX2THSfnW1YZScR41CBMnW2nVmXR2CtKbLW2y2-zh2WH8K9W49zyxx1LfdwjW1NvVdf2xwnMYW2Wk1jp3bsZXRW4rF8rv3ggbl_W25dTb938kb0JW4pxt113JV0cDW4kx0Wm3T2WF_W45z5k62FSXF1W3P0wfN41zyqdW41tyrF2nYKNzW49Dq2s41ZKmMW1ZwYdQ3857cZW238wyv47NDw6W2MSlPx49t7h1W3dgR0n3GZHR8W3P493y43lKxpW38BVj330Jd9vW3gbpR23P7vYqW4cvyWY2HXXNbW1_nDBS3_-RJ3W49lx7N2FJfr-W47N_HH2KYyRbW1Ljb143LYw2DW2RQ9Fk49lYPyW38h93D1_34l4W2r6sX31NjpSWW2WQGlq2Mxc1cW2D1HRQ1LnldDW25k4-y3bbT3DW41JG2_2FS5nKW2Rm3Tb3R1tw9W4chpGK1St_0tW49lXMk3ST_M1W2xH-sF2FLjRDW3XL6Dz3bq1bnW2CX2Lr2152tjW2nH5mw1X1qKXW3y_8_145Cc6bW36m6SP34xt7_W2szmrv3DYjFNW43RZdY2YJGWFW2B2J0y2-vydLW38sl673V-64DW4tddXQ47BxHnf1V70WJ04&_hsenc=p2ANqtz-9pg67WkoHTX5F8XzOZMC_NKa0dAhLMgqwwvqBfxHush-aoDM8mrWRBgIrJfdIrDiebwmTEDMHLtvsto_9zj1ibEtAUGQ&_hsmi=425646869 ) from all email communications.
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!