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Google just shipped 3 Gemini models, but not 3.5 Pro Wed, 22 Jul 2026 06:06:22 GMT
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From: newsletters@...
To: [email protected]
Date: Sat, 11 Jul 2026 13:07:00 GMT
Subject: OpenAI, Meta, and Anthropic are competing on price
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        <div style="font-size:15px;font-weight:800;letter-spacing:.3em;text-transform:uppercase;color:rgba(255,255,255,0.9);">Weekly Update &nbsp;|&nbsp; Issue 528</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;"><span style="font-size: 20px;"><strong>A race to the bottom on AI prices</strong></span></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%">This week, the AI news treadmill seemed to be running faster than before. I’m struggling to keep up, and I know I’m not alone.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3nfW2Hh2d33m6GJ2N6B0G4ns4530W1Xv_p43kRRXdW4BMMLj4QNJ8tV_6ZKC532wY2W9jZyJT35ZcT1W695t0f7NwC3BW9gtXGC2NW95mW5c-ty563N0SlW50km1c98t7szW6kgBg48kzT8zV54kyc5GJhg6W6Y2hXn4pS-lCN6JP9BwQ0RKcVqFSDW7FsVcJW6CtrjD7V2D2GW5k39pD7yxk8XW6m0S8T2BZydRW3rbXj_2CK54kW2FTDVw50JBCtVZFXcP6X64VZW2p_6jt2RNC1kN1Q3DLJSZ3KpW8N_CTX1RXp4Vf2J7dYd04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="KzRbZWLu" target="_blank">Grok 4.5</a> on Wednesday. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3kFW90416H3Y-3jyW81g7jv58lLV_W17Dt1M83YkTxW4PT0GH2_1DM6W4LgpD-7XJ9ZmW13-Xxf1QXxT9N524sqV89bJyW6y91d81QPfXzW2260Lg6_mLWyN8DXDgxyMyp8W10qXtS1qJkb-W306nzp1k92NWW2zF-0d5BQnJTN3-m-WDkb0scMKHTDHyLQK3W14cdq76PLp1XW5pfjBz29Ml91W5pMlHv3z2sJwN6pW1WN97dywW7N2Lmz7BG5R8W79BSvn5Rw3vFW1cdY063htdLZV4r_GV3Nr3v4W9gW0qB86yWr9f6gpkFs04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="dS9BW1W/" target="_blank">GPT-5.6</a> on Thursday. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3nbVKg9Cq5DNXWmW4SRtB82_wGxsW628T8c8HlF0GVGR8Tj4N_CbBW5BrRxs1j1MT1Vx3qRf4Bg1gVW7LjkWd4LF5ysW5d5h2x5jwwFMW6WTdSB6bJgH9N3drwb1Gb2sXW2GBLB499N8rgW48dSMn3yTXQPN6Xdw6N266MGW35rnC09c-Br3VFvzp33hGgSzW4xqGJq4hryd0W4L9FtP7-XyGSW5JsrHq4wDpzwN75Lff8qXLYlW18mp1D3MPN2DVmSFvk2W8HsYW24LdY96wYVlyW7SHRLM8TG8HtW8LlWLw6wSp3Jf7WGprb04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="rVWQsJqt" target="_blank">Meta released its first paid model</a>, and Anthropic extended Fable’s access on subscription plans. My honest reaction this week wasn’t excitement. It was fatigue.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">I’ve spent 20 years covering product launches, iPhones and the show-floor madness of CES, IFA, and MWC. I know the difference between a real breakthrough cadence and a marketing treadmill, and what we’re on now is the treadmill. The announcement ceremony is becoming too much. Each release arrived as another frontier event, but the breakthrough they all shared was economic: similar work for fewer tokens (and fewer dollars).&nbsp;</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">The models were different, but price was the one argument every lab made. And when the whole frontier competes on price, the companies that spent the most to reach it have the most to lose.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3nyW5kMYH119PKZLN6FV-3G9GPT_V-KWf_6jL93ZW7QQHTC33fClpW93r_sf2RSnWYW18nslp8NxMjtW4LZmzH1q9lRQW3qm4GG8PMwY0Vq-Zdb3Gp077V8JtDH8BDVWNW2NW7B-5tGtLqW6cqGQC1nPh-FN3v2DqtfbrLtN7fhfTYYFSVJW95680f9gGr1qW1ypZBc4pCGcDW8ZY4_Q8gS-XLN9hm4cshdthYN8wxLKX8tLK4VRfgpm4fGy17W5b-JM597gwGdW6hbsNF3NbGP-W6yXy--8NWK4gW6pPffF94ylncf7vkbhq04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="CuMq8bLt" target="_blank">Read the full story&nbsp;→</a><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3mMW2rmSRZ5k0MN5W6KfNQS1S07GXW6XYfBp4FBCgQW3KRbjR4wr5kmW8hK9pX1F77mdW2DFw4q8kXsrPW4jRW-n5zkhHSW3GV1KW96Zg-xW7mgg1_4GvhWLN8zclm4VW_z-W7Cb_7T4Lr2f2W93hT3z1JWQsfW6JTHrj48dcBFW1FRdJ_95cyDCVfKPnC8XlDMnW2_fS9_84ZpT4N49JNx38ZMf8W5QyhmV2l6RkNW2Vxc868dzx0dVt637D6vr7xWW3C5PHk2CN-mqW7ZhlXw6x74TnW3dXxh6519SJCN6dJtsLPTPY8f81rz9P04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="HQVBaV6L" target="_blank"><br></a></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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<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">When more alerts mean less visibility, something's broken.</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>SecOps teams are stuck in an alert-fatigue loop: more rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss what actually matters. Join us live for a practical framework to fix your signal-to-noise problem.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>Rethink how you model detection instead of just adding more rules</li>
<li>See exactly where AI makes a real operational difference (and where it doesn't)</li>
<li>Get control of the data pipeline feeding your alerts in the first place.</li>
</ul></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: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"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3pfW2MgWRq4VW54rW8rnRKR1CM5NpVFNVWj6SqDmkW6Vl8cB3sTszGW51rDky2Q_n2-W8VF_Xz4zh-gTN98st8Rs4QRkM_KncNY0Gr5W4d6-3t5YfN2LW88vgsQ8XbppKW1x1X6r24nww3W7b0_3J23yrcXW8NwjWS5t7CZFW8kV4NF80y8YdW6cMKNW4l2g79W1fGtRT1Z6skqW3MKjPH4MrywjW3JK7h633c-ZSW3V9z-J8pbW3RW2T7xcl5WrLVVVN63K08DPK5wVzR0SP6FzCxrW5KLJV37BWxt3N7x6PfQ4b9YDf8RP51K04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="yh62Wevj" target="_blank">OpenAI, Microsoft &amp; Anthropic agree on who runs the agent. They disagree on what you can take back.</a><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3nfW4Plw623BgdQ3W58nLyv7gDyWwW8j_1FH2NkD_ZW9h8d-Q2jzs_kW35fBvs4P4s9nW675qs48BZ9mYN1nzczHNTLQkW1B5Rvs6n1VdkW1_YY_58KYLsrN3-kdgnsgZ6fN8J4Cq4Swb5SW6ybmPc4_HHJDW1rwM2v8TmZqgW5zkZ-t2VK15PVHRmzC7gYL_XW1FNvzQ3tXN81W8kxyxf2_2j-hW8k4wbd99j8z3W82TWLl2X30qJW8xKQ9M2vJz0bVcK5f73-KDfdW2nbLgL65WPfgW3nfgDg64cvYkW1H7-Wd980tkbf2fbsy204" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="8obtHbq8" target="_blank"><br></a></span>OpenAI's ChatGPT Work takes on Claude Cowork, but the real question for AI agents isn't the persona — it's who controls runtime, state, and policy.</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/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3mVW55FVxJ1127ylW3wjlxy7hbTjJVQ5wCT6mGbwBN2p64GYQ9L_RW6LMrPb5XQWdxW6sqNsh5rFKqNVMXyRX2LPkwLW6LH47Z2-_HsxW6pVCtW2r6QZXW8MPbYz7Dh2CBW4c8PXn2Yc_B0W6vRvX83sTdPTW57rgHK3xLGFBW6TzDSW8XyfzCW136GCt1lFgj8N61frLxhGHR1W5r1fLS1LQcvDW7ckydM6NMdX2W4Y56pH4Z6XhxV8NtfH4GqRcwW7CVY8t6kdTCjW14DXd43TJSR-W4vscpF61lsJYW3gDcZN4kWKnxf6Lt3Cd04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="v14yGc5K" target="_blank">“Every IC engineer is really a front-line manager now.” But are they productive?</a></span></p>
<p style="line-height:125%; font-weight:normal">AI coding agents make it easy to pump out code, but leaders say that’s not real productivity.</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-weight: normal;"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3kWN7MgHtjhbRmPVSy7B011mlYkW708jwB83qKLMW5nwwNM1jnpYzW5y2kmH8dc0dRW2kbLyN1K2ysbW3q6-qk3MJCTJW7dyt1Q59ryXyW3vfJdT1QNQbmW36_cDx1B0-CbW6fynL77VxdKhW2RgtY151THHgW51zNVh80dj14W8zTB-Y1CTbngW1CHm4n1MhvSQW7DCGpt4D98LPW3wpnYv40WC72N85LhYMZ6nY1W6nDt7_7FSPbFN2Q4rFRz-c2sW48S1Z15pqPH3W8TdMZq4ffR7TW4-l9004WX4ypW8YWtK58ZcJhJf823z4804" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="MyBUUuFz" target="_blank">Why a five-minute sniff test is your secret supply chain defense</a><br></span></span>Hardened container images promise lower risk, but a quick SBOM sniff test can reveal missing components, limited transparency, and a false sense of security.</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/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3m1W8hn5Wg4F-npwW5qq48R42xF91W3p0ynZ5HSWKkW2TSBd43Pkk0yW41KZ2q61FZ2ZW2RhkQ96z_fyKN4vxk8s1wVPyW91H21D6X5xbcW6WQ-3B8Xj5RNW8q6q_n8v3LnYW8cn0gD7XSgCSW4DlDt64MzJtsW3k8gcv636cmQW3dF_V25nCvD8W8Mq8nc1WJdsJW3x2rkd8vvSMQW3mxCLD8nZ2W3W62dXvl433jdsW4Xm9YW7JsSR7W1gNHlK96lmNmW3ZM0P07sfnGnW8t4kSs203sGFW4SpvK53VGzlqW4zQJ_t2ynW_Bf5v8xwz04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="AmfhI3ur" target="_blank">Agentic infrastructure operations begin with accurate, reliable infrastructure data<br></a></span>AI agents promise automated infrastructure, but siloed data risks outages. Discover how NetBox Labs' infrastructure intelligence provides vital guardrails.</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%">Almost every startup has a co-founder or working partner whose unspoken instincts help drive the business forward. Eddie Kim, co-founder and CTO of Gusto, tells <em>The New Stack</em> that's exactly why the company's latest release is called Gusto Cofounder. Tune in to learn about this agentic AI platform that helps small businesses handle payroll, HR, and back-office tasks through proactive&nbsp;automation and consent controls.</p></div></div></td></tr></tbody></table>
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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;">July</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">28</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;">Still managing separate access tools for humans, pipelines, and AI agents?</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Most access strategies weren’t designed for non-human identities. Traditional PAM tracks admin sessions, and VPNs grant broad network entry. In this session, we will work through what a unified access architecture actually covers today: human developers, contractors, pipelines, and AI agents, under one consistent policy model, without adding IT overhead or slowing down engineering teams.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNzT5g8t6W50kH_H6lZ3mHW8mPYj74q2FmSW6dqByd4pTnrRW885qsZ1B221zW2hVWcR8MtfxFN2Dky92w_B4nW8SXlJc1jK5DlW3-qrGw5PX1nNW5GChkJ8ZCnNRN55K8XrSH84BW82ZsF-8hNzc4W5yLlDh5N10mgW3Lhnkh113yGcN3Mqvr0jkyZPVBQDxT5y5nplN2Tf1J5gJXJ7W27CVNY2Cttb1W8WbPmT5RfNfBW5vP-PP2-5sT_W4-DQZW3BQqrfW4hP6309gQly0W3Y-tnd374vWcW59_3sJ6s40JDW3JCjRR29wkw5W1NgNDL1jM7G3W4th_Ph7xTj0lW5rdFjj3KjJCbV1gp4z37Sv1zW6hCD5c2yj3hMW4Q0qWl51SQmvW5rWNt_1ZSCHjW2nLySm8XwL2wN4nZ7Nmzx7g6f8gDfxd04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="P5WLtJr+">Register today →</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/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCY3hCZYW95jsWP6lZ3pcW4JVdNj41_vrNW4R48vM2dcfnXW68KX-x7Q0H1qW4_JSDL7hRDrlW6FYKLs1gQ8PCW8WX-ZZ4CpbxBW2cJmV06Mvj6LW55c1TS721TSKW4mpqNW3dDBbpVNdFNw8Z_0NXW8gwr3J49xB8xW6Ysm055kxtR8W7N_SQV1rb-ghW8DYnKJ4x48P1W58PBzf4y0gjcN2rDDpG9p4YvW39kRnY9csWDVW27j_7D8yrJCYW2rCCGz6C4RxjN6Xs0fPSl2cyW3Hs8bp5PQM16W5b2Zn2831p-vW2VY5z15mMbzDN9kRPNh8JMBVVGZ11q5vzfyxW6LSx2T6Qyg71W6GvDNT4T07m0W4zt-j08-kGljW1ckfS08SSKtCMz_ttjF5cDgf1bQC2d04" 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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  <div id="hs_cos_wrapper_module_17805145337501" 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"><!-- TNS Sponsor Ad Unit -->
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#fff; padding:28px 28px 24px">
<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,  roadmap.sh</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/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3hCZYW6N1vHY6lZ3pDW2RV6qf5LJYYlW82p6Z15SQYptW4JRWTb4JpQGvW1sK5S130N3-YVyzSfY6665S6N3fll7L9rJQkVgR3bX6PDn-KW4_8PJd8HpzKpW3c7dL_17B_k9W5d9B5C5vlVW8VZ3JTG7d-v4NW5MLV9y5Gx37vVgZ9Zl5Dq-TSW8wkMm16Gp2RZW8zwJQp7HC06bW6rbgg16PrBfpVq8Q_h5snbvTN42N0CqQbQw8W3HlFJH6NyHrHW7TGdBn5Mpkb3W7h93g78S6dN8VsYymw8tf7Z9f6hnbgn04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="vCLCBsVl"><img src="https://info.thenewstack.io/hs-fs/hubfs/Screenshot%202026-07-09%20at%206.45.12%20PM.png?width=1168&amp;upscale=true&amp;name=Screenshot%202026-07-09%20at%206.45.12%20PM.png" alt="roadmap.sh Lesson Packs" 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">Learning to code shouldn't feel like reading a manual</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>roadmap.sh just launched Lesson Packs: bite-sized, visual lessons paired with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>Pick up JavaScript from scratch with hands-on projects.</li>
<li>Finally make sense of the CSS cascade.</li>
<li>Learn how the internet actually works under the hood.</li>
</ul></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/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3hCZYW6N1vHY6lZ3nSW7RVMMM3YHFNbW2ywDWH7hK3QSW2Q1RcC63BDkhW1p7lb-11DnVkW7_Sjgy1-T46gW7XHxDc5MmktbW6v2q-g49Q-mNVTjm3S6ZYLdkW6dtbKz8V1sY-W4NwG426rxzWVVzYJLL3GrK--W7CJ6td12JwvxW2d097j8cB5FPW6lZHXz3t3pTnW4-zVFm6jzbL_W16WzWp3yjZdJW8jtjzT1BV-FxW8LhQK02N51cCW99JPNN5TbKVlW6SyKNK7CFsSSW70t14m8cKPvxW8t5S9C27Bdh3f7rpKDP04" 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="pwCOYpYq">Browse all the packs</a></td></tr></tbody></table>
</td></tr><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#c6def4; height:4px" height="4"></td></tr></tbody></table></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:10px 18px 5px 20px"><div id="hs_cos_wrapper_module_17781980589041" 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_17781980589041_" 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%"><strong>TNS quote of the week</strong></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: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;">"Software exists to solve problems. If AI lets us ship 10x as much code but customer outcomes don’t improve, we aren’t more productive."</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;">— Daniel Wang, CTO for Citizen Health. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23hCZYW7lCdLW6lZ3mpW52w3ky1vm0xbW6YtlR33pG1sPW53PmHv3rM_JQW4n2T7P3NtG-ZW1dxzg95wj8mQW8_95zs8749l7VBy5hH1cK2xHW6FwPC235NNpLW3B5gc55zHWgjN7XqzTCpSjBbN6plx2sZs6wpW63LTn55Kz6yDW8-P_Ty1ksMwRW8TLFm45WFYLbVbFMhd7VRJ0MW6zhCcy97rSD1W73PT4l1qkLHBW7vQZWy2j-YPwW2b2wxw1_QQRWW1_6ynq8xfjJfN6s6pJpvM41gW7gmmcf4kZ77pN79GCCl6wJFLW64gk2l3J6Xklf19syzM04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="1" data-hs-link-id-v2="LLrUUFtn" target="_blank">Read more →</a></span><br></span></p></div></div></td></tr></tbody></table>
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                <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCl3qgz0W7Y8-PT6lZ3nxW4ZN8B52Hw8fFW8bzLnL3l44tzN4c5s6jH-P0JW7jdb9G875dr7W8SNw2c7tmdCdW109Lgd63Zb7RVCgBYX7z0xTjW8Txf7c7248WlW5mBTTt6y4z8yVjb6wv3yW_pfW5vgktq47dLcdW1Psfhn30L9kGVMHg6D12wl6FW2dStfY3D9rWnW8PDGjx56qWx-W2Dy8Bt62wjDMW4zmYsd64plSKVy3N0P31hFDjVx9rd73t8xFlW5jbKMd42HVspW1kpBmm92bR_lW1jYfm53zzt98W8-Hgrh9hqGvcN6T8Y-1Tl_PKW7sgD4w5PTd-mW7VS_hx2GNH_jdywSDz04" style="color:#00a4bd; text-decoration:none !important" data-hs-link-id="0" data-hs-link-id-v2="XxpBZhJ5" target="_blank"><img src="https://info.thenewstack.io/hs-fs/hubfs/LinkedIn_White-1.png?height=70&amp;upscale=true&amp;name=LinkedIn_White-1.png" alt="LinkedIn" height="35" style="outline:none; text-decoration:none; border:none; width:auto!important; height:35px!important; vertical-align:middle" valign="middle" width="auto">
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                                    Plus: “Every IC engineer is really a front-line manager now.”

View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBs5m_5PW69t95C6lZ3kQW2Vd74M7WSHfQW2Wqtrl2WG2kZW7v_yLZ8ZjzZ6W2CSKDY69zXfSVy-g2q1z791GW3bM7tR2vSD_QW5xySBx5pZftLW65Xdfk6rxP3XW5bMRMc61KnQvW8zQk8f1SMdg4N3dYRd7ry44hW8ZfsMs35G7yTW8-R04d5qcmSGW5vzl1f84ZdN_W4yN5kz4y5Rt9W31Bzks2z6t__W4X4Xpc5ltwDKN8XCjKMtx810W6T_hLk6Wh6YMN1RXx01N1HpJVpTNjr37ZX_QW9hTq0V2f_r_WW1zgqlY1w02kxW6QryYh7PpD8yN7sv0GFD2NcHW53-r6N1y0QPkW7rxTmp1vdy0lW9dx64H73vlW4W7mSKJR5MlhPxW4lyRhs5MGZSHW8CmWzM5lTnq5N5XdQgWHKRVWVRJZG68LVQGFW5L-xrL50kW5yVzJLSG20W7nxW50gKv46BZhb_f5S640W04 )

The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBs3gP0xW69sMD-6lZ3mmW6MnWnS8_flZvN8tCpQxCZTl7W208tly1sK_CzW7dY9d48hF39YW6nNDh39h_kLrW1bqpDM5TVlGBW669bwK6WzlV-MJGSL4HYTksW1cQ3zs8zCRKsW8b-qLR4XZ9qJW58MTb44hJv78W1mDF_y5q50qJW6Vp31L5BfWNPW13dQWS92CMq0W1hg6c_7ykWLyW442Swk2jtlYfW4jClM-7Cc6F5W3nKWxd3h2tpSW9fmrYl410CLyVfqPjZ21p9BGf4rcDsn04 )

Weekly Update  |  Issue 528

A race to the bottom on AI prices

This week, the AI news treadmill seemed to be running faster than before. I’m struggling to keep up, and I know I’m not alone.

Grok 4.5 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3gP0xW6N1vHY6lZ3ptW3mQl0M5K6VWWW7nRstf2Kdhz8W2gh9Zl8Rxn9vW8Tv5Nv6PWsPvW4WpS-Q73Rkr4W22Yt2D4_CYgKW6NFcWd2lt5c1W1MfD_y29P3nlW2N2yn65016PVW1mqDcv47YfCPW4rxcvl5J0HNrW8nBbBS8M5D8nW3Fp_y716CrfNW81hxlH11yj0DW8wn9yt2bnbCqN6-Hw5Yyg8N6W1L7trk1R2q4SW1vdgMy7wftTYW4hPf117RMCjSW279yNm5v4P71W8lL2s_5tVY8nW7DzDX_321kJMdWJ1DT04 ) on Wednesday. GPT-5.6 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3gP0xW6N1vHY6lZ3pcW21ymt230tYXRVgF9cY6Z2MztW1Yn2D321Nvn3W4d3QKN1QB8TbW3rn-vm3VBg9dW861LJ53J0Z5bW1nnytn6PMsxzW1Nf7Zm3DsQCvW8YKddV1_S4lFVdd5N-9g3-tZW4JJY346KhPQGW2DN3xQ2H_w_zW33FZlt96PSlqW8cstlZ2hTHrVW7gsKyK29CpFxW2LFZd86NdHG_W879p0h98vt_dVm1cs28rfvMWN40xts9BgwJlW3vzpVC2Xh_y7W3rlc1X6-d_WdW2JLw3x38ll71f1SYKnj04 ) on Thursday. Meta released its first paid model (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3gP0xW6N1vHY6lZ3kYW8Ll_bv607zFxW3B0JFC7rKqWKW1KC1TL8t6-JwV6L1nM2vjLN9Tqk8P1HRLDBW73Ftl11M4RWTW2c2S2w6HGKSLW77HGMR2RbSGRW7-NPX31z6Z7sW1Xmf6D5F_j30W17-Cqg4ylXL5W4-w_GX2w0ryGW7KdsyT82K9vjW3NwrPQ6zcthfW7nHmv96c7S7rW5DtDs-7qLK4bW7jNN433slcRlW72KP3c8pKqQgW74c1nV2M7j8qW7V4n3b2s5YqlW46CkpB6BFSflW2yRsnC19yDfbf27hV9K04 ) , and Anthropic extended Fable’s access on subscription plans. My honest reaction this week wasn’t excitement. It was fatigue.

I’ve spent 20 years covering product launches, iPhones and the show-floor madness of CES, IFA, and MWC. I know the difference between a real breakthrough cadence and a marketing treadmill, and what we’re on now is the treadmill. The announcement ceremony is becoming too much. Each release arrived as another frontier event, but the breakthrough they all shared was economic: similar work for fewer tokens (and fewer dollars).

The models were different, but price was the one argument every lab made. And when the whole frontier competes on price, the companies that spent the most to reach it have the most to lose.

Read the full story → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23gP0xW7lCdLW6lZ3kqW915xhs1vl-DFW7W2NDC1l8MDpW1H1DdG6cDsQlMz635Td8GVkVJNQn5346QNbVjvBPS3d9dM-W2vj7S34Sg5kgVRdP6T9cdcrYW66TZvN1LgFdjW4gz-P47mRCc_W6SY3Yb1PZHlwW796yCD4NHcH5W5-5JFM5tWDRtV4NXsk1GDV3xW3h5xgR94J6KsW8CwZzj3d2RtTN8PVGxdwQhZ6W1F2MXQ5nWl3NW99v6mW1pw9nrW8csD65852sQBW63CsCQ3LY6XLVfWytD7nmm9dW2lY6kV2wssrSM2l16Z5BVKhf16z3s-04 )

— Matt Burns, Chief Content Officer

Bit Cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCY3gP0xW95jsWP6lZ3pgW6jHJ2C48h6W2W2F4hyB3GbykpW6p_V581jlpryW26tNjB2FtZC3W5gbM1_7nFQ1WW371nmw151bqGW96jN4Z2vmMVGMMfrYD4ZXW6N7NLGP4t8DzBW30wgZG9lww_SW7GXNHD5pNJJjW1fV0T-7lR-WRW1PpMPm77dKk7W8TcQnt6Yn4_dW43YmwY6qmrMTW8tTbQs35GsqBW9btCV13bJvKzW7HRK9R1ZH7KwN13z_DZ9dhPRW7x1FtL5MLWCWN1XY73bl8fbvN7fmhz7j89pYMn8k9Bk46ZwW8dlT_y2CS0JSW2JHF9B7-CxHfW914nl16bWrRRW5vjGRh8PvzNhW6kHbbm1tfLgFW6LmZ2W4JqXMPW73fz1N87Ch8lf5R76_Y04 )

When more alerts mean less visibility, something's broken.

SecOps teams are stuck in an alert-fatigue loop: more rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss what actually matters. Join us live for a practical framework to fix your signal-to-noise problem.

- Rethink how you model detection instead of just adding more rules
- See exactly where AI makes a real operational difference (and where it doesn't)
- Get control of the data pipeline feeding your alerts in the first place.

Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCY3gP0xW95jsWP6lZ3pgW6jHJ2C48h6W2W2F4hyB3GbykpW6p_V581jlpryW26tNjB2FtZC3W5gbM1_7nFQ1WW371nmw151bqGW96jN4Z2vmMVGMMfrYD4ZXW6N7NLGP4t8DzBW30wgZG9lww_SW7GXNHD5pNJJjW1fV0T-7lR-WRW1PpMPm77dKk7W8TcQnt6Yn4_dW43YmwY6qmrMTW8tTbQs35GsqBW9btCV13bJvKzW7HRK9R1ZH7KwN13z_DZ9dhPRW7x1FtL5MLWCWN1XY73bl8fbvN7fmhz7j89pYMn8k9Bk46ZwW8dlT_y2CS0JSW2JHF9B7-CxHfW914nl16bWrRRW5vjGRh8PvzNhW6kHbbm1tfLgFW6LmZ2W4JqXMPW73fz1N87Ch8lf5R76_Y04 )

TNS essential reads

OpenAI, Microsoft & Anthropic agree on who runs the agent. They disagree on what you can take back. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3gP0xW6N1vHY6lZ3lTW32JXgs4Z3C8ZW6jM2kr3mKR6hN3KnwgdQ6x-6W4H8G6D69mx5bW3HWsvF3lyNW3W2FG2X26W-HgkW79V31t2gl_S4W6Ll9Dr8wfFq1W8_dMLh2Y1JwhW7P2ycX6xHTnSW1scxpg5cH2ZnW7H9zdk3FZTHnW29c_LV38sHr2W3p34YJ3YJ62FW8TWYFL3Gv631W4wrC823XMg2JW167Xn92QwwD7W1yjyRL3b_FQMW3mKWJN2PQzC9W89njH21y3GGBW9ktr-f1z1cd5W3_gG9n5NZ3kwf2Wt7F004 )

OpenAI's ChatGPT Work takes on Claude Cowork, but the real question for AI agents isn't the persona — it's who controls runtime, state, and policy.

“Every IC engineer is really a front-line manager now.” But are they productive? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3gP0xW6N1vHY6lZ3lLW68rgky29j--HMDz2p2PLl01W7Dd6YK5l0g37W7tqj1Z704g7BW6v3_4B2d9tZHW4s05DC6z4jtLW3wH3x11jfjmcW3-hWYn1jwB49W5c5WVw7MgcF4W6gJB1n6gvzYcW2dmmv91BCWZ3W2174207Jw6qtW58kD691z66DDW2JzY031KNQC1W3SdZmQ5CRQ30W6ymLvM1qC_KhW2YS27-73jFljW9b98nP3HnJGpN89LgBwnhrsHW3X_bHt2Pzy9BW5R_-F02BrRllW4PPS1-2RZBrcf7Gbv9Y04 )

AI coding agents make it easy to pump out code, but leaders say that’s not real productivity.

Why a five-minute sniff test is your secret supply chain defense (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23gP0xW7lCdLW6lZ3kVW6_BxDP3RRk0YW1FKr9311_WbPW1jwMzr34_40JN1TH4gw_j5h6W7jhLcW7KvHCRW1_H59X4SHystW2_cY9J2p17N0VN3dPJ2HthMTV7MKmh80qxV5W3SJvCT7Mn6D3W2Cp5-y63tGfrN8tpN6LvR2hXW4d2hxy1p03HYVPnc4859Mb-yW4lGd6y7MJHVvW6jbBvC9jdtMGN3-qd0K6GXksW1j5q2l5KfJwVW5JNdK37w1RPZW3lBFZ84vsrW_W3sd5dq7sH8qhN1p57J_jm_MmN99STHWDJTPZW2S1QhV7_1Hzkd7ydW804 )

Hardened container images promise lower risk, but a quick SBOM sniff test can reveal missing components, limited transparency, and a false sense of security.

Agentic infrastructure operations begin with accurate, reliable infrastructure data

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23gP0xW7lCdLW6lZ3mFW1_pBy948qZ8jW1-pkTd67KVdyVbPjHN96lbSqW4Q6k_q3n3B8nVwWw347LHNTjN7rVptCSv5Y0W4mYdTw2R-j3kW81_dvj1kt6flW1gdZ_p2C58-YW5J1M6s7QFW_PVVsGk94zVFmRW2BcJtn2YGxvTVpCYVl4Zm0BWW5FBz3r1png9TW1dgB903C-Qq5W4vjBDn5f4wNcW2_VS6V8CbThjVfdFw28W49jNW41_C6P4mRk2CW2zz-Mn7TYwk8VCQd7C3Gyw80W4tJGhb7xqY-GW5p-3mw2CkG84W1Xc2Kc9kCKJlf5wjG1g04 ) AI agents promise automated infrastructure, but siloed data risks outages. Discover how NetBox Labs' infrastructure intelligence provides vital guardrails.

TNS Episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23gP0xW7lCdLW6lZ3p5W25lFj51tD5c9W9bl2DQ4zc8vLW1xWYXh3-NChrW22YTZ92JRwTxW5wWpBz2YH-R0W23p2_12ymNvWN8k-kGBgPMdHN4DNKkHgPLLFN2-89r_drBkRN1shZ84rXD6tVM14hn30H86nW1RHLQy6K9THHW3JVWDy6NyQYMW8dY0Cf979FPKW87Zh2W4X3m5rW19_GlK6X9xgYW6QD-_y1vn4XjW56wGlp3hy9r6W4VCPjD3TcK48W2crLSr4lPzkwV52_3Q46FlTgW5L9l1t2PQFx1VmC-sS2YF9_6W1JCVT66YzctPd2LwHn04 )

Gusto Cofounder: An AI agent that runs payroll, HR, and benefits without waiting to be asked

Almost every startup has a co-founder or working partner whose unspoken instincts help drive the business forward. Eddie Kim, co-founder and CTO of Gusto, tells The New Stack that's exactly why the company's latest release is called Gusto Cofounder. Tune in to learn about this agentic AI platform that helps small businesses handle payroll, HR, and back-office tasks through proactive automation and consent controls.

Watch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23gP0xW7lCdLW6lZ3p5W25lFj51tD5c9W9bl2DQ4zc8vLW1xWYXh3-NChrW22YTZ92JRwTxW5wWpBz2YH-R0W23p2_12ymNvWN8k-kGBgPMdHN4DNKkHgPLLFN2-89r_drBkRN1shZ84rXD6tVM14hn30H86nW1RHLQy6K9THHW3JVWDy6NyQYMW8dY0Cf979FPKW87Zh2W4X3m5rW19_GlK6X9xgYW6QD-_y1vn4XjW56wGlp3hy9r6W4VCPjD3TcK48W2crLSr4lPzkwV52_3Q46FlTgW5L9l1t2PQFx1VmC-sS2YF9_6W1JCVT66YzctPd2LwHn04 )

Featured events & webinars

July
22

Virtual

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.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBs5fkwKW69t95C6lZ3pyW4q0mWD1Nb0YgW3KvyJy2JK3CvN61BG0F2MTKXW1ff0VP6yjXHsW21jV6P8p005qV2lDp56PhNVWW92SNDB8kJ-gqN2WVxTzNn72tW1g8nyw8s7X7jW4rz4FV3h3GKkF2PN1lPjScNW60Wzbh12rjb2N4gqxv-SxL4zW5cpS0Y4Qphy_W8ZfdDn1PFWlHW9k82wk7PChLFW2YhDkn4DzGBVW2lJL0w556fjmW4w1Mfb2TcW76Vhv4dZ7-7lsmW1dFGmP30-D3NW6N71w53H2K-MW3K8_FJ1R0vJ3N1gdnSfXmmQhW3Jq_P-7xSnqkN25xJprdX1FdW9dXzP85XjYCzW4HMpPr7n0VPKW8M1FM78k9XKXW2Mq9lN6YFLCqW8gbLRH6x3kl1W9bjgZl5bnFDpW3RZJDl8g7l80V7fkHX1xVSZhW7L0Z6r3VLk14W1S_Nfq16XtDnf1zgXnn04 )

July
28

Virtual

Still managing separate access tools for humans, pipelines, and AI agents?

Most access strategies weren’t designed for non-human identities. Traditional PAM tracks admin sessions, and VPNs grant broad network entry. In this session, we will work through what a unified access architecture actually covers today: human developers, contractors, pipelines, and AI agents, under one consistent policy model, without adding IT overhead or slowing down engineering teams.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCY3gP0xW95jsWP6lZ3mWW8wRyK96GTlCHW95nVHG5bPcppW5_qFDB7TwQLkW1g7Pk-2ZmlTHW7v2W234Z4S65W964wr245RdnwW7g6vT52LlFWHN7CRRJJf9fDpW5mC0Yf53GgBHW1JrLZt2YhYlxW580YjS3GtmnCW5knx_l4Pd4wvVwTchz4cFV5JW3Fjgc57Ss3j3W8P3pQc6GNBPYMt0xPS1RQlrMWnYJyvLQ8mN2gRlGJp-pljW47XT-C7SLwhrW2cvvsd7XYRvRW8GT97d1RWD-6W4RhpL48kLqwXW5KPdR68lFSy6W9c6xVZ2tK1Z6W6R-d1w3YTrKxW6Z7SJh7x2CjPW2jqRL37bhJC1N1YxpNN8Hnq1W1vkpC57h8Y8mW462kYX8bRKr-f2f5MnC04 )

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/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCF3gP0xW8wLKSR6lZ3pFW4YxzCP8R4Tl2W3dwj6G45_k9XN61LPrn-9sn9W1MPPXQ8Pp17pV7dwCB3jXn2rW4TZzv89hynXPW78LyHk57RpkHW4VKj5q1GCnv5W6pYhGx52SJQDW2bm0Pf1_wLVrW8NGR507NdVHMM7mH_4dbkpXW5ZH8C86Q0kqgW4BKk1G11DC4MW3pf2Ly3JG-9QW78DK6Y6JXw1QW7BCcG61tLlX5W1Y0tyn7j2zHjW64_Sry3ZfTrnN1gHPX6kSpNMW5K-7fs3jW84xW2CMsMk5xSh6LW6c6WR268bX4LW5hjSyB2QMlqBN42qXPdJNZlNW7MhPrG6jpHlHW73-dWy1qKDTjVsj2Rz3cpj5Kf2fCxzR04 )

From our sister site,  roadmap.sh

roadmap.sh Lesson Packs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBs3gP0xW69sMD-6lZ3mxW71sy8S165FdSW1XfV9b6f2KzmW4nCnTd3d5pD3VS5HzZ1rg0TTW96MbWG7PkJGYW2T1w1N2jPZ0bW1ZlgWj6JLGbqW82mZy86FBz0fN48bmjhy77tVW3rg_zf4cL6mtW8xx_Sq8WNNKBW3PTG2c1LRzhWW8QX__S1mJs66W6cQYB05YGVCGW7fLZLZ5xLB-6W8hPSCd4KktMxW8n-Pvf5HFg71W55k3274fhycMW9ljQdN1-1vT6W4KKc0y94yJVTf1R1Fv404 )

Learning to code shouldn't feel like reading a manual

roadmap.sh just launched Lesson Packs: bite-sized, visual lessons paired with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler.

- Pick up JavaScript from scratch with hands-on projects.
- Finally make sense of the CSS cascade.
- Learn how the internet actually works under the hood.

Browse all the packs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBs3gP0xW69sMD-6lZ3mxW71sy8S165FdSW1XfV9b6f2KzmW4nCnTd3d5pD3VS5HzZ1rg0TTW96MbWG7PkJGYW2T1w1N2jPZ0bW1ZlgWj6JLGbqW82mZy86FBz0fN48bmjhy77tVW3rg_zf4cL6mtW8xx_Sq8WNNKBW3PTG2c1LRzhWW8QX__S1mJs66W6cQYB05YGVCGW7fLZLZ5xLB-6W8hPSCd4KktMxW8n-Pvf5HFg71W55k3274fhycMW9ljQdN1-1vT6W4KKc0y94yJVTf1R1Fv404 )

TNS quote of the week

"Software exists to solve problems. If AI lets us ship 10x as much code but customer outcomes don’t improve, we aren’t more productive."

— Daniel Wang, CTO for Citizen Health. Read more → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3gP0xW6N1vHY6lZ3lLW68rgky29j--HMDz2p2PLl01W7Dd6YK5l0g37W7tqj1Z704g7BW6v3_4B2d9tZHW4s05DC6z4jtLW3wH3x11jfjmcW3-hWYn1jwB49W5c5WVw7MgcF4W6gJB1n6gvzYcW2dmmv91BCWZ3W2174207Jw6qtW58kD691z66DDW2JzY031KNQC1W3SdZmQ5CRQ30W6ymLvM1qC_KhW2YS27-73jFljW9b98nP3HnJGpN89LgBwnhrsHW3X_bHt2Pzy9BW5R_-F02BrRllW4PPS1-2RZBrcf7Gbv9Y04 )

Connect with The New Stack

LinkedIn (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23prCCW7lCdLW6lZ3l0W994tJH750r3QW1RzX-J2tfvF-W4M2T112t_R-kW43NQjs98X549W2d0rqj7KWTThW2dq-qs7yW-1WW5DjPQ_6SRRNYW7GLbZj2Z2ZKnW1_J0Vl871LCMN6GVDmCLRdGxW7VPlLH2qFSBvN3b3_mr4hL-rW7qCDL044BS3HW2xQF5B2QVX03VFK0Lk9jl8gDN14T9cH7llvFW6_xhMh5khrDgW4zr14l3yJtcrW3nzvHy95ZbrsN38sw2l4F53SW4tY8F98k7YN4W6sT6Pv28RpJ3W2Ts4nz28843ZW3h7KRy7v9zhpdbBQBF04 )

X (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNBM3prCCW6N1vHY6lZ3ncW2tt_rB7yNsssW2RLT3F3n6WFsVqw1DT8gKQH4N4bN3N9xxYjJW84XTVp6HqVm3W8_-8hx4GxSmhN3VFbR-kvwrfW2NgkMB3yxVWwW8Qc9-p49-jwZW7blDXk78mJd8VvJrJg4x_8jgW70mHRC2CHKMmN6h69-VyqqvhVntMtD5HsFBSVB9_Qb79pG2_W7SgcLP7LCwTvW56X5sX6X9ZPKW3mZ6Sx1z1yNvN5pYPvtDcr6xVHJJh514tqsdW7yHZ6W5PNFY_W6KvM5v4cgnVJf5gzHLK04 )

Facebook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23prCCW7lCdLW6lZ3n-W4gs9kv66krjLW3rRtnn22g_BwW1mvfL94Lxtg0W242cKb7fTwSYVZ7_Dq1pvY7YW8382Hl5-R3r-W8X2sQ-1FWRMsVc4tfl8LDTtcN6_xH5M_Z5sPV7cDVf1Cpky4W6-MMF67RyzwZW6Q7yzP8tlyt2W4FfNn4468wsLW4zJbrz19xMVMW8WlYF67k9f6KW7rW1Fb5NKBFNW2syMqn8fyXcsN3P-jfgslHn6W5p5Yhj5dgFVqVwCzBC80scFdVTHvPL8jNk39W2rNl-549M99hW1TW71h46PgdNN80k0WTvLHmCf6-8z-j04 )

Bluesky (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNC23prCCW7lCdLW6lZ3mZW7hdtWr6NsRhcW84ryBP95gBrmW2dnWzR6PN2JjW8-16gS7jD28FVk1ptX6GDyMlW611Lqd5Ln0ywW7FvS22935Qz-W4lR00y3xQnw2W881c2H3Z7BprN3jcr6_WXyrwW3SBMtH1pZdFfW5wgl9Z1Z5cFlW1158dr1N-7wjW2NQ29z7BX-W6W8pWBSj5mmClpN2-CbDMhKT2LW3vbVMf4D1TbXW12F6Dd8hlgHjW7XSGHw1KjD2lW62K4x68RSnZ3W6_CWTg5jZhrcW7Flyz26HmDVbW8NhtKF70pcTsVgdPW19j9Q1hf4Q05Zv04 )

Youtube (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW30966_xjl6W3CG4dg1BDmYFW5NMkyh5RlJVvN31NNCl3prCCW7Y8-PT6lZ3lkW6jHrcJ6PMmh-W8-qMS91bpGmGW6JVlZ95nrt5wW2l1Y1788nLBvW76CB-380LMZVV1SMwB6DB7lgW8tx-t88ZsLPFW8bzrh38jVbF6V5Lnt38yM5_fW4x9Dsy1Vm9LkW5j8MS18rPVvSW8jx4YT5gK5BpW3w3T4_8qfzHwW3bSwLQ5p4V1KW2DR7FN1h-7kMW7mtv376l32JDW8NkzV05jtDwTW84DRRb4XcfLrW5vFHdn4gRyxHW81q4R03mmxBCW8TqxdL88hM2qN5_sGThNNQrCVxMz_N4P7xWfW34Tq9j3k6Hj5W1kjPBS5zwLR1W7YvkdL33sM9yf8F45d404 )

The New Stack

1111 6th Ave Ste 550, PMB 50938, San Diego, CA 92101-5211

Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-GqW2FJcHW49SZQwW2Hrh_W3jf4RJW49TNfK2RMMnBW2YgPwc4clKHJW4rrKvb3Fb3s5W4hL4Zd2FXhVgW4tdG7f2TRc-YW3gjbrs3VYXXYW45S_GY2CYNwxW1Skdx723mKqhW2xRTk54mCq4-W36pc2v384Qq3W3P729-2Tx2hwW2CFx7B3CdflnW3JT3RJ43sww5W4pGCNk2WDGx5W2-kpG64kfTGPW2vyktX4hqXH6W2y2_033jfvrmW3P6FTD1_8_6cW49HM5Q4ffsd9W30KXzF2Tl2KvW3XxdNx2xzJXMW1Y-LCr1Z9xrZW1Nkgtk4prZ7wW2Wtntr36ffpTW4mKgdF1Sr67TW2w1Yc11LF6DyW2MFYtm1Z9yM5W3650XH4mn03kW4fKs4P2vRgMlW32rHxc3XZ69FW49M_wF218LLPW2xRwWr4rv_tCW3jpPfW4fn-ZfW1Nwd0g1Nzz4kW1_64dt34pNsbW4mv7G836wpgNW4tkHcM2YtwvNW1Nyk5m1BF2-lW1WYt7H1Vk56LW47B7MZ36CStzW4mcGTV1ZfN7VW1L3KsW1Z8mM9W1BpdS43JXS3gW3bsWRS36B7FkW4fFJ6T2MVR6mW2-N8R73LQp6GW39_CWM2sD_LSW2Tk_Gy3gbQdKW30kHXX4rqv_xW47y73W2xxgfGW1Zp8GK3g5T01W2nSdGS3XF2sSW2zNMhN1LhS7gW3S_Ht52KHMQ4W1_j0mk3bg5_3W4kqDH_30jsR8f2Txr4N04&_hsenc=p2ANqtz-9oyYqGjnnTVYL0u_a5ALEy9jFLoNDYEd8A49vKUZBIPGiIgcgB6My0CAaZha5zPsVjuCKrzIpE7-gETl4i1JKRz8dtww&_hsmi=427874650 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-GqW2FJcHW49SZQwW2Hrh_W3jf4RJW49TNfK2RMMnBW2YgPwc4clKHJW4rrKvb3Fb3s5W4hL4Zd2FXhVgW4tdG7f2TRc-YW3gjbrs3VYXXYW45S_GY2CYNwxW1Skdx723mKqhW2xRTk54mCq4-W36pc2v384Qq3W3P729-2Tx2hwW2CFx7B3CdflnW3JT3RJ43sww5W4pGCNk2WDGx5W2-kpG64kfTGPW2vyktX4hqXH6W2y2_033jfvrmW3P6FTD1_8_6cW49HM5Q4ffsd9W30KXzF2Tl2KvW3XxdNx2xzJXMW1Y-LCr1Z9xrZW1Nkgtk4prZ7wW2Wtntr36ffpTW4mKgdF1Sr67TW2w1Yc11LF6DyW2MFYtm1Z9yM5W3650XH4mn03kW4fKs4P2vRgMlW32rHxc3XZ69FW49M_wF218LLPW2xRwWr4rv_tCW3jpPfW4fn-ZfW1Nwd0g1Nzz4kW1_64dt34pNsbW4mv7G836wpgNW4tkHcM2YtwvNW1Nyk5m1BF2-lW1WYt7H1Vk56LW47B7MZ36CStzW4mcGTV1ZfN7VW1L3KsW1Z8mM9W1BpdS43JXS3gW3bsWRS36B7FkW4fFJ6T2MVR6mW2-N8R73LQp6GW39_CWM2sD_LSW2Tk_Gy3gbQdKW30kHXX4rqv_xW47y73W2xxgfGW1Zp8GK3g5T01W2nSdGS3XF2sSW2zNMhN1LhS7gW3S_Ht52KHMQ4W1_j0mk3bg5_3W4kqDH_30jsR8f2Txr4N04&_hsenc=p2ANqtz-9oyYqGjnnTVYL0u_a5ALEy9jFLoNDYEd8A49vKUZBIPGiIgcgB6My0CAaZha5zPsVjuCKrzIpE7-gETl4i1JKRz8dtww&_hsmi=427874650 ) 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!