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OpenAI says, “Welcome to the AGI era.” Fri, 04 Sep 2026 06:04:42 GMT
Google's new Flash model can match Opus 5 Thu, 03 Sep 2026 05:59:50 GMT
Anthropic just shipped Fable 5.1 Wed, 02 Sep 2026 06:07:41 GMT
Positive outcomes only Tue, 01 Sep 2026 06:07:22 GMT
Why Nvidia spent $12.9B on Hugging Face Sat, 29 Aug 2026 12:59:52 GMT
License to bill Sat, 29 Aug 2026 06:05:28 GMT
Anthropic just gave Claude its own browser Fri, 28 Aug 2026 05:58:48 GMT
Proxy makes perfect Thu, 27 Aug 2026 06:07:45 GMT
Perplexity launches Portable Computer Wed, 26 Aug 2026 06:04:38 GMT
Junie in the bottle Tue, 25 Aug 2026 06:09:27 GMT

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From: newsletters@...
To: [email protected]
Date: Fri, 04 Sep 2026 06:04:42 GMT
Subject: OpenAI says, “Welcome to the AGI era.”
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		<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: Jensen Huang promises, "Hugging Face will remain an open platform." ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &nbsp;
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					<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">September 4, 2026</span></td>
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						<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3qgz0W6N1vHY6lZ3pWW2pS4-b1dP6n4W30Hm7C5rsltxW325Xn84fLjWFW1fFq1r5dd4n4VBQnnC1gflYyV1cN9k9472JQW5cV8YX2mVMLtW5Y3cM746KCSpW6CryQV7HfmNwW5b60xh8XxM33W17CycZ6yJzZfN773N0FCD_1hN29NnWRWQnlCW2-L4dl4LY0sHW8JJNdN1L_hGVW1hf24v5nxYyVW8gkBP264v4lbW2ZqBcC43fKFKW78Y6Yt1SYMWPW7dd4c488wFw_W3X9n1W1VwRfzW11QtBY2hCdvyf7sPMns04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="ugADi7bm">
							<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2022/04/[email protected]" style="display: inline-block; vertical-align: middle; height: 24px;">
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                                    <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">“Welcome to the AGI era.” </h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>OpenAI launched GPT-6 Astra on Thursday</strong>, and President Greg Brockman welcomed reporters to the “AGI era.” For developers, Astra promises to remember more as coding jobs stretch on. It also comes with higher token prices and safety checks that could stop a job midstream. Enterprise customers already in OpenAI’s Daybreak program get access first.</p> <div> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">Astra scored 98.6% on ARC-AGI-3, writes TNS’s Frederic Lardinois. That score reflects both the model and the software helping it work through the test. Its coding results, however, do not give it a clear lead over rivals. Long coding jobs can leave an agent forgetting what it already tried, and Astra has an experimental feature that lets it keep notes and search earlier messages and tool output for details it needs.</p> </div> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">Remembering <em>why</em> a fix failed could save developers from another round of debugging. But OpenAI also warns that users should expect slowdowns, pauses, or blocks, sometimes during work unrelated to cybersecurity. When Astra’s API cybersecurity safety check steps in, will your task merely pause for approval — or stop altogether?</p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3nrV6_6715dywDfW6RQzyh3XqywNN89L8gP5VYFDW4rrFct1CSCGHW3zFfdw6X4K9KW7305cg5jLn7VW8ZKqXM3DxD7KW1NND4x2jFC1hW18SnzQ1MdPwhW3mLDn24p4Cn7W81klVH8G6sBCW4LDMx241w7BQW4hBMGh54f9NdW52Pb__2qNBcFW7f28Lp8ldSlSW6FyD0Q6kbWJdW68WxzX534sVTW4l9Tyg2m_2_mW99tzSk70mLWGW832NBH62zRZ7W6309l82B1W_SW7Hyb9q5mgJjSW6fXgkN8xvqwFW2Cly-q5nTqHrW3fm-L27htdqdN7KRtwRnP7Ttf8KHQtT04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+a1h1DyZ" target="_blank">OpenAI launches GPT-6 Astra and says welcome to the “AGI era”</a></span></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3myVRmLNQ5bWSvKVJWG046dYXnNW5WKwKR72S7N5VD7xtn57QcYDW6TBq5z2BStpfW1gkCcc5y42vgW7WN1lh6r1dXjN3RbZnBq4s4wW7T-vM03Z7kRZW1rhQXs7j_BDmW2_-jf_32wN2JW6Wr18S7dW45JW5j0w2w75wpyQT9zy-6jCt3VW5YDVqj47kcx2W8C01BT3w-R5vW2D56sD7pC9ZKW6Vkm9P1rFSBnN3hPrt08PVBSN98gQVbhppkrW5F0qRW3YnzRgW4dY48_2lt7CxW28X0FZ6KLR_4W6Dwzgy8fmrnlW6f6SkN8DF6Z5Tc26C72626Mf6GfHR004" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="OiAjHvhO">GPT-6 Astra aced the hardest AI benchmark. The asterisk matters more than the score.</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3kZW42XjQD5882KgN2CLfdPJGk26W762s9C4Z1x9fW8QMwbh7wDS1mW1Ps-ns6mhjL6W7x0-9x6-LPFdVg-LXt877nY5W1kr6dt3NMs8jW8gjNvd1LHJz1W92pb6k6fLc84W5g-y8d3gzyB9W3C22Vq34QQ_0W5dH-N14bFwsTN7B59m8BhGCnW2BK5j499sPqbW8NjscY91M9-MW57smPP7NsCkWW6V3_X33bFzjSW3NSb-y5d4M0VW5VfPtN5HNRKYVPMTV26C7c_7W1zbxBF3TZvxLN6Ry-kHB2WLmW32G-_K4W-BgDW2QhRFw5xKStXW1xw11L8rJsPzf3nBBMR04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7fNgg1j1">“Hugging Face will remain an open platform”: Nvidia strikes $12.9B deal for the ‘GitHub of AI’</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3krW4dhw5K4-4CBFW11k-zm3MGVDGW6BSBjt6XhL4cW5HhLHv72984jW81y1jC5TR3YwN8T6RzqTv4ZsW96-PCR2VhtJsW5wZcqF15q49-W7zvNyz5BkFzNVs_MQg6Q8bnqW7Sj4lp1X54rYW3Lq_XL3ct-vwW7twcj32Q5FzdW2XZfnr5blDQhW56GvqH6Dp0TMW476XQD1Dj5pvVrb57S3jFjFWW8ZBPTc2FbTj-VHkKJc93Gf6MW6W59Xr2XSWQSW4Bmzwz2BCWVlW6_JjTb7gKZKsN71P3D1NkNXzW35Jsgs8K7N_DVtD5lZ6ZYx-8W1hTbK21qxBRQf7Jtm1q04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="qX/zB5Pp">It cost $33 to build a virtual Union Square. Here’s what the agents got wrong.</a></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3l2W7GxL0g9fFC6GVJPj6f3QRMSXW8fclQS3zTMkBW4wLX8Z3PXcHTN7fDzQgyRp31W6SpMgn8yV--KW38R_6_3r7lNgW8ZvXvk3WhRB7VN_mSJ8hGmbnVj6mqK7r2rPdW7r-r0j50jFrNW2r8T196MSjGjW5ZWpYD2TJSR9F8rbdKFVkS9W1CrlL45cBWprW72TrFq3jFlwJN5s-5gvYJLHCW74SLzd7ytFVdVWhL7d91byg3W1NLr2_1890x3W1BLRs69klvZMW1830Lg8Ymby5W6M6-jK5DF8f1W8wHs4W1c-2S7VMXBLP3wkhnwW1T5qlN4GQC66d6Q4xC04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwDR5g8t6W50kH_H6lZ3mHW5f9h_71pL42NW6PRRw397QxPSW8sM7Dc4HRK27W1FZRzk6YGTVRN4Xmrc6RjyR1W4wkL0-4PfP1NW1_VKfb6zZD-vW6w6HtL27nDX9W52nyj81s8mxLW3HXvxc2MqvZBVVXf7N5fSFM_N4gfxkwZlSQ2W1-jPg_4qjHpNW72jQvy1L2DypW52XXLn1vdnxLW5PFrlQ1dZ2fgW33nFCm8KSzLwW5DpTVl53q1FtVhctqY5rScw5N2klj1qfjLLNN2hxsyhn9BP8V2bHxd2hL6t4W3kHRRB85Gl3ZW3KfMfm6DzTJSW8GB4Q47xRxZvW3WhzWD7GWFQvVlP9Sc8-K5w0N1jt1h3KbYXHW2Vln3-8Fqm4yW6k3_5F9lxNqRW4YWqV24FbpfPV15XHz4Nm5PZf5Mlllx04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="DLcsikB1" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/c89645f2-vespaai_webinar_24sept26_retrieval_16x9-scaled.jpg" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> When agents overwhelm your retrieval layer </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">More caching and a bigger vector database won’t fix what breaks when agent workloads, not human ones, hit your retrieval layer. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwDR5g8t6W50kH_H6lZ3kPW4VRHwg1TDWJnW8QK2Zk71YVNnV3qSBT4glJyDW6qVJJN28MfbNW8LmHqB66kkkbW1BGhjM8R-Nf5W55RRKl6NlnnJW2jxJW939jXyTW5WQGwm3Rfy0lVgTtgH88NsXFW5BGkxV3T3nXhTmTn9366pmgW5Dx-5v53btH7W7L1_Th5YfZB7W5pc4q22BsGY8W46TN998dGpJwW4N_-t53r0zVYW46zYzY7QHWyWW7v69wN1PVwVdW42YZ313p4ll1W3G53Xc5bfWWjW5dGxWp9dnb2cW8GT_VT5rlyrTVn9hZl509KtcW5DxPHf7tT1XqVG_3GF4L885dW2r5lXx14FNscW5M9h4j8YwKWVW5vx2244DzSnjN2tWH0czzTgyW2G1LGC1pp0-HW5Qbjpq7x9fmsf98Cz6H04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="hPtAn3/g" target="_blank">Join us live</a> to see what actually happens under that pressure and learn:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Why a bolted-together pipeline breaks where a unified retrieval layer doesn’t</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Latency stacking, stale context, and relevance drift under concurrent load</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Where this wall shows up in production, before you find it yourself</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwDR5g8t6W50kH_H6lZ3p1W4jBc3T6CWLHBW8f_y-N1Slfj5W4djgKS8SkGYWW834jxm8cg3X5W3kkXpV7W54tyN8P3pwmXPSHyW6HgS2f8pRjs4W8MTvD11WgxS4W2sRljG8W0BGlW8PbHJh5Mrqs7W5LsVSp3pNr4QVq5KyK6DgNvXW4l9NF622LhfGW7ZDP6C5RZKPdW8kjnXR2q4NncW4V_HBd3ytR4HW7bCpDV1H17TrW5TnPLf4v0HMJVdZsJG3GwvX1W4Zyp-j8NWXchN91Gzm_5xb7rN2g0-_SsmvPPW6WyRF28PP7JnN8j7qzmDvSxbW7rP43Z8-8hLjW4yYSBw84gyLSW2r06_w7R0FndW7WVtXv8gsSf_W4DVQM-4XqNJWW186pSP1rlFgxW5Mty5w61fn35W77dZHP4r_Q3Xf5LF_3P04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="kePcs5oZ" target="_blank">Save your spot</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">GPT-6 Astra aced the hardest AI benchmark. The asterisk matters more than the score.</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3pPW6hZ01h4mGw7FW7JN3jr290_8CW53lNvH7rSNfSW3Zv1fT8-s8cPW5bpGXS1qJQv2W2mk4K94--HMRW3HYjj-5xt_4KW8FztfX20xwWRW5n95zF3MpDgMW6mz57x3vlY9NW4BH7fN28xql4W4yVtxg8PMHxxW1Jz2_8814jhWW5_pF4952yQb7W3DhlmB962_BvW6b7Bh01Wrg3yW6d6Lxp3nzxLrW2BLXnZ7lHG2GW1rzfsG4SCzKQVjjv0N7_wn_DN2BWQLzR7ndTW3sBrkN3jg62nW8Hhfsp5QthBnVrWm2J8WQYJMW3rSzyy2lMsqvW5MnDsr1jCWXnf1xDXYs04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3pKN5ThGp_vfWS7N6zVv13Y7G6GW3Cs8VH2wSTPTV1GWlf1VQPD1W6SKH-c2y_jJqVvnTyJ5Njf7jN6X4xZ2mj4q1VqPWDj719FKvW47g-Dm8QB_FKW8jPCWY39yB2JN75jm9LV30cQW7QnJ4V7KyYKQW1Vwcqj54412qV6rQ2m4b6mvxW8VDBJs5JGrD7W82WWVn4gDzJvW495jmZ5xXS3rW8w4HmC85KzMWW1n8mfM6zJHy-W72gdPv8_K7WJW4_40C840gLgHW3sNsC52-ycfpW3Pg2SZ7gs9RsW6VhqKZ3pwWJ5W3pqXwr6h080qN7FTFr_3RkkQf3HmZJz04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="0ITLAZbB" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/09/929b06f2-luke-jones-38tm9xzpxiw-unsplash-1024x576.jpg" width="524" alt="Featured image for: GPT-6 Astra aced the hardest AI benchmark. The asterisk matters more than the score." style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #142640;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> OpenAI says GPT-6 Astra scored 98.6% on ARC-AGI-3, up from 7.8% six months ago. But undisclosed test settings and opaque reasoning complicate the AGI question. </p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> There was no mistaking the divide in March with the release of ARC-AGI-3. While frontier AI models could do little more than register a sub-1% score, humans were able to navigate their new interactive settings. OpenAI reports a different story for GPT-6 Astra... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3pdW49HF9v8m8wR5W3sfQ7-6tWspTW5B4DnV1lVrnZW7JykXD4LMFD-W7fQFNJ8Gz_gDW2ZhrNQ22gT24N6w8-HYmMXCRN3Wzwlns8jFMN8rQVsDh5TFMW16Q6zQ6-LKQwW4HCbwF4MD5Y4W58Wj5b6fyrprW1zgnQ33qhdD0W40dYP15kl7pXW3hV5qT315-cHVNN1_882FNMKW3bS11X2wpxW0W8s4KXK4fsrZyN6-xpdWYl3K1W5ZNFbF81w5cpN2JDWVNSXNnLW7vcTtD8trVfvW8jkCC93CrN1JW3fDV-v8F35yxW397yxJ3y5z9FW3R2Vt01YTFhZf71CkdH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="5iQWJhS9" target="_blank">Read more</a> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGC3qgz0W8wLKSR6lZ3kwW3n5yXw7xzfwdW8rgK7W5km65mW832xJz19F4mSW8lKgfc90ZpW5N8S1hq-lW6M8W4PD16J1SbRsYN4JcVqYSw_BCW4q19S734HB3qW4LKX3h4YSPrsW2cgrDJ3wmRnLW4Lhw7r6FVR3rW3nV4nG8CNZRGN6hxcYh8Y2q5W4dFZ-s86T4LRW3_m7HY7MT4MSW8ds7VB2s_zhYN65H1L0fR1wNN4--DGq2Zgd7W6fwzf74r9l7xW7t0BNZ7CTd4wVjRWht8rhJWkW74p-5G48Q4MlN4t5ZVtHX779W4nNkGN43FXbYW8SNyFg2wyk2vW57Mw6_4j9QsYW3SSyKj7_Qcf8Vc5tnL40Qfhjf2zS2j004" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="rvLMkO9n" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/a4e20716-michael-pointner-0f7ogh3aeek-unsplash-1024x683.jpg" alt="Featured image for: OpenAI spends $1 billion to expand Daybreak to defend power, water, and banking" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Security</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGC3qgz0W8wLKSR6lZ3mLW7QfTZ27-53k9VCgG0m7SxpkZW4MwkXp2dGnPfW5VYw5L3cjVBrN7CGB4cnDpZFW1KhtDt7jH9f9W85dZxS1XJ57DW3qJ5BC3Dbtb0W1XxCjf2j3RBGN1075CFp-KFtW2hnbTS49MvwTN6mQZwNB8GY_W5_hh_j712-r9W5-Ss6g9jWqH2N6Jvxysqvw-XW2FMVll3BCwQjW73P4RK2w58v6W8nn-F61S_qbWW7MpWsX1tr1llW8jPkXK6c0y0FW5cwMSr1jYh8kW339l4v43-Ms2W6hvgC-3tT33rW2JX8s176VmQKW4345hY7tHFR8W43-xsM1g85RQW37K7DJ68RpFDW6nSwQy5l5_jNf6xK7YM04" data-hs-link-id="1" data-hs-link-id-v2="3fr7g4Ib" target="_blank">OpenAI spends $1 billion to expand Daybreak to defend power, water, and banking</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03qgz0W7lCdLW6lZ3pKW4d2q_l6_vWsfW1FSVtz1DqDjQW1MrlpN4vKVwJW6Lq_Rp522JsnVywPwJ35qTz7W8Z0xJ67tDlsNW7RxsFv6WjJTsW4yqsn53fdg9qW4PJjyF1cZf_7Vbtgb41mRnrgW10kq3p73cV3vW8w5TGP4_-PMbW1Bn2jg2rDVXVW8KDfPp3yp-msW3tvWCW56jrYvW64RT2j3Kk_0jW1_3Ws32x9NNLW7-Mvk29htB4NW5gZwT59l3k-gW2Mw14r4563F8W94P7qq2pS9KqW5BR_T_6gXXKWW2Mc1Kb1R4bZTVlr6hm1JP5cjf2R5VST04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3mxW8tQj1s8bR0FZW5BWJkD5_1RGcW1GlbQf46Cqq8W5rZlxy8mmSRQW2rpxw1447KxmVFXFhz6bGzKMW3p6Ty847DtXWW5FBKTk16SwY6W4bQfDf9brCZMVdW6m21jTq9TW94rqJ28xLPmRW4DmctN26WGRZW968K737NYbbwW582Q2x1sSVf0W2L9k_h3MVlXmVPKxft3qzggRVLjGvh8fhKkzW3WJHsf8VFr31W3LgrCw7mjr2gW5KFfKL7tF4_jN80-zsQ_ymd0W1Rz3DQ8YgVhKN9f0YlWnxL59VCPdHL1WVDCzN48B9Fqk0zwrN33-gl86kQfKdKpB7l04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="w0yZ+cXi" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/be5ea9c4-for-thumbnail-14-1024x576.png" alt="Featured image for: How to find failures without drowning in tracing data" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Observability</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3p1W1RQfDY5vN7HTW3hPN5q7T0w__W2LJdQF6fpXgfW6BTCbB2YKFZmW7bM5Mk8nCBvQW6ggbRN21myl7N3gWqfl8tz62W697pZr6G5ZZ6W8KdTNZ8X0gsrW4CwXNF6T5Ch4W3ZLftk6cZnFzVk-5Fg363qbNW8BLjXN8pCGGpVHMgNQ5Bmc9lW1Yy8tH5Rt8M-W52-C-25R9Rh9W3q694q3dHbD3W7nCmjW5JfTrfV4ndfs1fXJBPW4B2Bcl3KyDc0VLYFNb4pDLy3W3h8r_q8kFz7VW4_SMfX8v46BBW87Xhpf4Vj0rCW5HYBYc6SxnX7W7P2FN49c9xhFf8myBJT04" data-hs-link-id="1" data-hs-link-id-v2="aMFj+c5g" target="_blank">How to find failures without drowning in tracing data</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3m8W9lH5_k3K4K-SW2-0yrV4JBn6mVWx0VK4pqdKqW177vFr6SZsdpVs0-k23zB8jzW7MHX2b79NLbhW7sstn86shY99W3RMWck5rMX17W6DrdxL99cSzFN3DBfqBhxCZNW44df3j1HsPTGW78bWVP2cKRKwW4RhF4X97BdrFW3y1RFT5tGr4tV2TRXz3Qk0cPW3VqGhs9ggVqdW8rVkTB2G8nZvV4mvBP7JKtxWW2BhfVZ4yBYD_W2N75Yx8WnkypW9f7Tjf29_5bJW2CMS263YkpGRW1yP0F06C5PYkN2r5V7k7tgm6W4B8g7w85w_f0W2Wxk1F4N3Y01f7kRXgs04" data-hs-link-id="0" data-hs-link-id-v2="ODKWwpE1" target="_blank"> Alex Wilhelm </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3ksW8c2BN83B3NknW4glxPN7hCTr1W8JXh5P6Xx25fW2bgkyv6fhHb4W2Bs7SK6wsdxlW7Q28N31GdmlmVCwTnm5mgPF3W6gN0Ky4KXcwyW71jHmp6t2vWyW5SK81-8JdVPHW2YrsBN5ht75fVk1SRR2F4kzLW5kQc838wmk3zW5FxXFX8GQDRzN2zK-WQ91fFRN48P4wRL0cnyW3B2mB19dYvwGW97HjGw24FyK1W4JLGl24jrQByMRcVKcg68rJW12t-L62KgJX4W8yyNbr1S49WXW8cyDsw28npWjW8V1kk8774v77W8W2w1955Xr_BN5spR1sSVmKzf8Zsy_g04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="DHmLF0CU" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/86928606-ruliff-andrean-_ktxstb1sl0-unsplash-1024x576.jpg" alt="Featured image for: Cut GPU inference cold start from 8 minutes to less than a minute" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3m4VwhF939kMcjyV45JZy7F6VJwW4vxc9x8HHZG3W451lQ73zLm-JW3yY82g7_pq4TW4vj4wr4K0D9HW6t885G1185x3W97bbT-8mNKbqV_20t86k4zNdW5vlnvb6_m29RVD_wyv3rwzNNW1d797b4PVCDyN1V3CR6MHgqxW2GL73Z2XfDlSW9lzD0h5VS7zcN8sPjxPckJR_W5sgzRF7p4ql2W8zWwL83z7CBQW2-9QbC2TmNRWW16CZ-W3SfRTCW7vNLfK1lpv4_W1xCJkn5CdCcmW5fSq7w41-XJJW5jHLK798d5tYW63YxCC3FxZCmVQlnHh7RDfyxf1Lg3w204" data-hs-link-id="1" data-hs-link-id-v2="VBPJcFGv" target="_blank">Cut GPU inference cold start from 8 minutes to less than a minute</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3kHW7Tdhv88vG3HyW1KmfVx45kyrPW7h64QY6pwCvYW2WlqxS4q1TtyW2H74rl40ZlNRW7_lG768TpVwjMhmYbKBKLYHW2lTL2m6N5tGwW4hfLSy231NTcV7Q1Cn8KgZPPW4bsD5R4dd3-MW6Q22Wv3t4yjkW95SsHy6-3JxpW5cCrwx9f2YR3W4WlQBr5lcmmDW3Knr7Q7YQsg8W902zVW2JXbbJW1-ZlFc1hw62pVpPbmV3wH1hTW1KrB1X887FGdVC_gZc5nsfqKMGfDZTrbKHcW6zZjfP8mc5GBW5Jb3Wb4dG_3kN40y0xRPNTRwW58sjsL9cyBRZf3-6FC804" data-hs-link-id="0" data-hs-link-id-v2="3QHbzYs7" target="_blank"> Sajjan Gundapuneedi </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGC3qgz0W8wLKSR6lZ3nvW6nw6YB6DY1Y7W198sv24-3-_YVVbhMG5LtdgwW6SbybC9ljlW8W4XDlb72v4xGQN6KwysMnbV7FW3-769s2TzXmBVGxdD42sSKbjW4Cd6ry8d1QQCW7HXxKB4TGQmhW8pF7PV63Kxv9W9g5xRy56LnnRW1YgCLk2cwc-WW791lb_77y7YwW3Cdm358FpWnzW5pTgGv6YJcFLVMTxPw6KmNTNN3g2lm6JH54nW5sgtf11TzDsTW3JRkW94y4LDhW2GV-hK5bXF8QW2qdcsP6_bzPgW3KjKRM8BMTcNW1xKKlk5bvWxFW3VW7V44ZtytLW8mVPjJ2Lk_D9W5905386MgTl_W59KKVg4Y3Fkff2lbYkl04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="X/fbpK92" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/40e08666-pablo-merchan-montes-ky6yrouqe44-unsplash-1024x712.jpg" alt="Featured image for: The systems guide to production token optimization" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Engineering</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGC3qgz0W8wLKSR6lZ3kKW1LRvJ-1NntSjW1SH3PS22GtkBW7LLWl8124WpWN1tpKZlFQyS3W6qpq743M8J5xW3MNjfZ5Mrdr0VB9HP33rn6G-W3zgf4F70X59-W40MzDy551FmHW1Xr4fK4shC-SW2b9-QS5gN5mjW8-sqTh23R2XLW37y39d8dyjpPVQQxGW9bK7_LW4nmXYh316CQ_W25h_0p67kpTMW9crKgW8slf-yW1Lq4nH76rvv1W6nN6Hp2D3mhNW5l9jMD87rx2yW56G3by9bBhjpW2W7J4b4zhfttW2qnrkC4p6GH4W7yBj2097xCYvW6VXwxD5FW8CyW1xMFY21pMdHYW9hZ2df2Bq9h4N1Czs5_m_pyvf4xjxb-04" data-hs-link-id="1" data-hs-link-id-v2="7iyxI4Zp" target="_blank">The systems guide to production token optimization</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; 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letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3nVW6qm2LX88f8tGW1_509z2LC-TbW4FjNZr6DCsm8W2G0rJq2w67vjW3F7l5B8yPYb2W4sZPcD8SdlnHW5dWd1j59hpt2W4DDz8J8LkfhdW2qkNXM6M48pxW3ZYn-H6ZL_TtW2dr8qt2dZQJqW81csDr1_wGxzW72hPTd7fkYpGW4KpCfd9f2JmfW1KF9rt66PQhnW560-9Q6dN_Y8W2hM2XZ8pF8f2W8k6yct3TK1SxW4ZgJkx3hnMMNW6bg4TN5gz2cXW8pRfkY19qm7tW2CBYws61k1z0W3nWTb37lJ8BkW51nDjy37KCx8V4vvdM1PPvg5W19vSpL8c8lDqdnkplM04" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3p8W2Hs2bJ4ybZvXW4RLRqK79KBCSW5v63R96WC84RW8KzXyH2wSZVBW4HZ9sh8mBDngW2y_qyq1Fr59NW12Rmx94MKFgnN3RhxKLBxnxzW8BK0q36wZyHZW1zlg__8d3CDGW5y7bRj1Mk0MjW7V6JGn69JNl7W3G4QjG66PRQDW1Sm6DW9b1MVjW2wRCjr1K0K9GW3__F8_135nNVW6N9y0G38VbXdW4j_Y618bNy2QW4n8PJH5Bd7qZW3FgHsC1Vxsp9W92_W7K1XcG5SW2vmRKY2-x4VkW6BJ4Z85nPyMjW4T-k7g8dcWTJW20_xqz6SzrvWW6Slhv84r6btJf4bZQFC04" style="color:#ff3287; 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letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3mZN8KV9ZDl4_Y-W2yjT5N28xpq7W2s2p5z7G-y4DW8575K24WzFpcW2kZ0PY2L5nVlW6YhKyL2zk9dDW2McY5P18FlMXW874HqS6XtcwLW2ttcJ04f-r6dW4shn7w3fN_KHW1Wvj2W2MdbBpW133X373-___5W1QChrD33kCj4W63Pq0F8XhWmwW98k2s8894Mj4N2LBJ7BdMg30W6K6MPZ6ycKzVW8PlV706F9DpsW78HzWb1VGyHzW7dcCyc76_2LYW74MNz_3WLFhpN2rhPc2LRlGyW203q6G3cjYfzW5YQ-Pn5G3-JRW3nD_g427TGQYW5VfYcw3VCv18f30DW9F04" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank"> Paul Sawers </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3lVW3R1v9b4lxK8BV8Fz7072rqGYW6GwjZM3t7wMCW3zKGHr2Zq0QxW3nXXB456dd-TVn8pY26Z166GW5cGG197zgpq0W77mky16H5NTlW7qyN016TnByQW800_gP2HlSgxW6DKmPf4WbFsKW2rrLb62LYH0xW2WfKTT1Y99SSW1J-D9M6ZbmcLW6Mdh6d3Zs-y_W4D-HHW3nSLfpW5kpW-y2HSYzQVblvQS5rXKzkW5TxN5Z2lbMwWW17XpTX4X0BTLW2hv9JG1Gx-tBM39795Pl23GW6Nfc067NX3wFW7x25T68whWK4VwJXbg8BRjVmW59Kspv971518f2tBJ_K04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="Hr2TZ15h" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/9043436c-conny-schneider-kzgkkl7__ww-unsplash-1024x506.jpg" alt="Featured image for: It cost $33 to build a virtual Union Square. Here’s what the agents got wrong." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3mDW4WqmL34BPkCcW8D8fST8fBQshW8sbP_w7f4hMMW2xH1Br5JZycBW1yTMwH2FnnyBW2k7XGN3FqnbJW78CYD18BFKG9W3f2lPR5hx4Q_W37YXSG7J64pNVcNFR74h4FTYW7VnpvD86zBKfW1wzGb19lQfFsW77rJxs1bbBzFW6S7Mq96bYgPFW46gm1r1s2PqcW97nkd86-S85-W8lc9H_5PflPgW45y9wD5JnqrQW564w5K7gQ0ByN5l0YwYHPLx3W6Z--1d1Lx9T9W96mwp_1P2Kh4W6wLllr34LnxJW5GxwgZ1-grkrW2881jn7sBYnmVp3L6b2y-Cpxf3Y2P5v04" data-hs-link-id="2" data-hs-link-id-v2="mCrrac03" target="_blank">It cost $33 to build a virtual Union Square. Here's what the agents got wrong.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3pXM7j711rbxjvW8ZgFy-5D-8CvW3g1JJM6P20Z1N62r5pD2lQkhW4Yk9FG6JRGCrW6zHkPQ8J_mBlN1N1xXBg5szBW3Xgwdz8mVyKXW6hmzwQ1czRM_N3SZR1yHrMPgVV4V6X3qH-V9W3W3MTY2wRZ2nW4hqfGM2kLqSgN73QFr4Vc3VZVrZtTw1rkQskVbJJXy7zCM2KW7FWzm35NBtYjN2C8BBlJq6vzN23yNbf2hGV6N80mk8cfKTmCN2dk--3SZrK3W8pqn2B8CZ2J8N36SzJgNpkgjVr6Y8N3-nHKlW68kStP3jX0NVN2_V5_VNXlKRdMM-Xv04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3p_W51D_h_73hprmW4tY8kM83lKkZN4XtRqsDsbk-W1lSSWM3n6R9pW8jb6g-3h_MWjW3WYJjP5YgSF6W73nGgl4WQTdVW1ZLMJz6myCJ-W77mkmX6RclQdW6NJ2LR7rvR3_W98Mm5j6dZ-2RW5KfRNq534G_gN8VQcGGqZ8VfN3bM3hC5FkzhW6bpBbL1rXP7dW69FrT69636chN8d7_ZHhmZmTW1vnfGl62M-wWW3RC8Vv4G2hyNW8T4T8K4x9mdMW5wyyPF5DwtJgW5yk3Qh80phWqW5pLw5x6M9qZvW6FdD7T24RRr7W3psN3t3s_8_8W2HkgV-7m39Cdf7hSfb804" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="A5FkbINt" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/ba098e5c-local_ai_consumer_blog_ifa_sept_3_kv-1024x544.jpg" alt="Featured image for: Nvidia PAIR lets you put your idle Macs and PCs to work for AI agents" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3lzVzNhKb7bjRcSW5L9VYJ70QcdvW73Gccx2tRkzlW4wC1WY4TfxJkW4fyxHS1XWNrqW2JtSlB3zskPwW5NFL433Sb7VMW5S6m-q9bNRd8W7NPlfl724BNQW60Z3wL4gKCH2VJLb-v8-FGzxW4G1rnH6hvg41VDgPZr1JFy8wW6Gn-WM1xlr4tW3XkvJ04XBX1PW4vWT582_0LNtW4l-zyL3Wf-2fW1GwsnR1CznwjW17cHH78lxp3DW2sVzMD9fyncNW2lRnn88hFp9qW3_0rWs3fMQN9W4l88JF1ZbJ4xW6rfjcL4LgtvqW1WNx-27rlbb7VFh96Y4-h1Llf7qzpg804" data-hs-link-id="1" data-hs-link-id-v2="VYSvpF4w" target="_blank">Nvidia PAIR lets you put your idle Macs and PCs to work for AI agents</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3pLW2LbpF-1rzhWbW82kn_H1SCRGSVVf6tP6mLwv9W3g4BTP67P0Q2W7BJkQ_42fjfBW1KVlGh1PRwjzW5br57R55X-R1W29CZwN94C0r2VRw0rt8bjK9vN4sqxNWk_0GrW4fCTVh69TmDtW76sL2s7JKfyfW4sd3Zd9h6RzMW13JMgF7Yy8P8W4ysqYT4PKSBkW6r01dC3nkN51N382qQH20Q_zW4hxJpf87jzDnW3ptDRb2lpGCpW8C31y13bFsx5W3s7TNt5Gj-nzW8Pz7785GpJYXVLG5tr3K_bBtW1yr0vT6MtMysW1b7_yR1dTJgGN4DjHG7wCq58f2-4DkK04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGC3qgz0W8wLKSR6lZ3nKW4t6JG96SfWYSW2TRJZ-1LN-QPW3f7-6L3kKWKfMZ48f5dfCvVV5YgyZ7Xy3z8W7K6ZxD8MVymrVHj_pr6BK53GW6btTTf2kvWCHW6x6RZB4vdBbXW6wbjqL2XPCY0W5Ktl714xR_tGW5g9qXk7zpwVgN3yYd4KVybnXN7RxmxPQPMz8W8jg7lC8gZVjCW56sSL345XbdSN4bKfVMtLfygW8kdCvp21k11lW1S_nTr17kpmqN94_r0Lw4DYXW75Sk5r1kQ3dmN7pjXpvX-8YCW5MwFnC7WWqqQW7p1CH36p4lmBN48b3C3WMG53N6qzDsxv96qrW6g8tfx7zChFVV-C8Lh3nR-Pgf8zlzkF04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="Ss2enq/2" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/5c5fc5a6-allison-saeng-bfnxe4npsog-unsplash-1024x731.jpg" alt="Featured image for: Want to scale AI agents without breaking anything? Retrieval engineering is the answer." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGC3qgz0W8wLKSR6lZ3p7N94X7cKJ4YXvVX7JB32WLxNxW8Q107p2KKftNW74xrkn43XhYFW24cFx88dls1zW7zpynr3pN_VZW3Cht-v60GM1mW4GZtd16h4465W6T2Vy144hPLKW2WdGtc7R_F4tW2NGd0b1GvSbBW3VsPh_9gKs9zW1cnLkt6Nxnj1W19rPsv6R07qfW6lljWs741cjHW7kvk_K1BGsnFW4_r7yq3HXSPyVgQrN88KRLK2W2MZRNY3M0W3qW2g6f1H7llnYYW8yDgdP8n3wZ4W1k36t91DSBR6W92kK1D5VLLCYW1vw0D_32_9jhVSNBKY4CKTTlW75NqPY5g6vFxN2_BCGD_BXZtW7Py7Xw3J6dKLf6NLHjs04" data-hs-link-id="1" data-hs-link-id-v2="+xcG02Ht" target="_blank">Want to scale AI agents without breaking anything? Retrieval engineering is the answer.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3qgz0W7Y8-PT6lZ3lWW4cn9LY60zQwwW1N44Qj6jQSl_W2FQLRc50gWcRW8RtRxj6q6WqlW4NDZS-7tZ5M2W2_Kw2G3Py1TtW6TTcKP8N730nW7r86gm2lx9l5W1ymgwv65RF4RW8gbp0q56xwJ2N4StccD9NKryW7jXZdj61pfydW7FLMMH4r0sB_W7x0T9C533PsCW6-X8hb4m1cNzW8K0WQL3vjLzkW5tx4yl956wydW5zyhg251k-8BW3H2v5k8NklQXW1pGCHS8rLqNlW5kDLGN5Yq61qN7h5Sx4hlCHCW5YKVPv4GvsKqW5dlw8k6NNdlkW6DnV9b7_ndbKW92F5-v2Rvlwpf5p1qmz04" data-hs-link-id="1" data-hs-link-id-v2="Eqp6dm5T" target="_blank"> Alex Wilhelm </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#00aff4">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2022/04/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3qgz0W6N1vHY6lZ3pBW1fHRP65ylbrDW71hDNM1vQ_3VW53yKZw1RWp56N3GsGPGlhhxKW6DJc9C1vB-BNW2QLpdz7869HXW88hX_K8Lm9KcW6LDcP21zxlwfW2W21Nc8f7vKCW2-rgMv4NlKzWW5dfj699fwdKvW1MY_Nk3NWMHjVHSGQ_1lyyf5W4jsbpz8yWJr8W5Y19LS8XsqVhW6pX45h31p7CtW7tNB-r1w2dCVN2L3dsqwB7QDW6Cc24g2B25qvW4wTQpd2b9P37W8VwRYx2F3142W6fq0tP4bGlL8f6JSxbR04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="fzvJ6g1u" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/fd037190-tns-daily-newsletter-platform-hub-1200x600-2.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Define compliance rules once, then enforce them everywhere </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">With Octopus Deploy’s Platform Hub, Policies introduce governance capabilities that let teams experiment with deployment policy enforcement. Reduce manual audits, improve trust, and gain confidence that every deployment is safe to run in production.</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3qgz0W6N1vHY6lZ3pGW2LgMKx7WDznnVmN8S33l_k7tW6GCJnN4_C7XsW6hn4cQ4nlrplW4qfC1-4RmRRBW3tMqsg5lpKhSW3GVzRy2-GryNW8L1VDS9kS2sYW7qNs7s3B4lg-W5SlLzn5xMsDNW581rNc5HLjr8W4q10Cq1yd4LCW8DZk7L3-MZ0tW8whQCt2llZvRV1SS9n72-JzZW4gJ9XH4NDC9dW7RDP655gnCpMW61zhQ28cT0V0W38lWNR6bgqQmW4vz2Sc5NcqSqW5VfH1q4DRcq9W1QY93w9l79H3dWKYlx04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="bIzsVuqU" target="_blank">Learn more</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TOOLS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03hCZYW7lCdLW6lZ3pKW4D4Bt57Cfy37W5q8YJ83HNfgZN5qlh8yvsS3hW5khGDq3Lm_M-W8J9knC2pC5TLN2q_vpT5prQwW6p3tCQ3vHBx2W2qlLHG7Qmq2cN2Vtv-8h82hDW2r1-3L7HldRnW4Qbjjc5jHKB8W2nQvp75TLyhCW4NkQCZ6dQgJ4W3fJ6R_4l48y2W3Y5XZ987nRQrW6GrcG_5CFC_kW82Z5cD2DZ6HNW9jjW2q7HfwqMW6LfYP13yMF7xW3-jzQ932wVHBW520hWK1sSrMpW4kN8222bJhzpW75ZKLG6gfpnDN3qDSLkykrH0dcZJKj04" data-hs-link-id="0" data-hs-link-id-v2="ukBgLCRX" target="_blank"> Top 10 best LLM observability tools in 2026 </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Your app passes every uptime and latency check, but users are still getting hallucinated answers and made-up citations. That's because LLM apps fail on quality, not code, and traditional APM tools were never built to catch it. This guide breaks down 10 tools, from open-source to enterprise, to help you find the right fit. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03hCZYW7lCdLW6lZ3mSW99T38V5zQtnCW5PLJQC4T_LblW2b15Dh8rSwRYW6-cQYT3dQYhCW5WqbR347jV1FW9htTRM29PKL4W5FnYwx24shmgW1X6cwq8ZvvtcW29G6V672XNZsW7fHPCW3gmzTsW2djT6_6vFy7VW3hZ3Vg6yQR_DN4xgTk5QWdWmW7BvP9N8qHwG0W2w1L7D2ftk51W74r8vl4-WLK9W3rtmcd2JHxKRW1V9_kb1mDBWxW1pdH5f7P_tQBW6pz92H4-nB-6VZsCFw3LYyNwVtpzrM2RVBzpVytf7Z1x4vVNW7w-T3F2tZJDrf8D457F04" data-hs-link-id="1" data-hs-link-id-v2="rN2VMvJu" target="_blank"> Explore the guide </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">INFRA</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3hCZYW7Y8-PT6lZ3lfW2T2V8Y8s9PFfW6XgcNj6mX7_8W1Wh2S951bzP4W8jZpSv3s1r3HW8K1rNZ8GK0rKW20_HWs1xzKZpW7xGvjN2ydxFzW35Ff1X8c99kYW3Bh8952-gpKwW8rrfWB3bYTLfVyCq241J_TB6W5FNYKD8BLf9sW3KdLcb8n1gBGV8z7XK8xTjznV9dNM37BCx7GN8XhLch59Q1RW5xXwXy2k7HBQW1GQFR86BpBpDW927ymW62wj15W7XZQcz8ck1mBW2lWhYW4yhNp1W5mTXcg6L8JnvW73hPlF5_hNhCW2Q27Bn94Hp6pW1HWzG37Y-W0VN53YTLzNJ6w_f5P746404" data-hs-link-id="0" data-hs-link-id-v2="44hKvVUS" target="_blank"> Observability has a data problem. AI is about to make it worse. </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> OpenTelemetry solved telemetry collection, but exposed a costly storage gap. Bronto says AI will force observability to rebuild around the data layer. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3hCZYW7Y8-PT6lZ3lwW8FKsnZ3D9NG7W32B4sd5Cvh_gW44FpHT6ylcbvW4F1jzb8WsLPZW3F41012RbhwqW9gnHNf7N-rdGN2n7xXLTWpVVW8dhWWH3Z9fkqW99smkh8wFRgkW1LMXgX3Q66DHW8d3vQQ7NrbtvW4Gq7Fd3n4BSDN226c4wlXR5CW1Y68K57lBpy9W29txvS1l8gF2W4Lswwy4m-0M9W42xnjP3lHQkCW21bnGN3dx8__W92L7w838FSwxW5bsKMD53Z2ntW53LNqz1mdMS0W6qrX7V70j2MHN3jpzJj8J3FvVZRXb55kghh3N9bvqNxX0bL6W5ZtjSK5H3YKnf1hcYb404" data-hs-link-id="1" data-hs-link-id-v2="LQTJbiim" target="_blank"> Read the article </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">WATCH</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03hCZYW7lCdLW6lZ3m-W8_N6d11Ykgj1W2Q0S661SSHRFW5T_HT963VpQjW6V2n_Y6cyMs2N6Glj25B9yWrVrrkgd4lrZSNW3b4-y28dx_3GW7C1Zdf7SJ3b7VK7Z8P1Fwl1rW73YVdk1F7-_gW8XJZSb4hLmxPW48BZ288H7DrYDF5SBcKb2QW6ntcQg6FpnCBW2YdD2B8dSLytW6CxZsY61W_L2N6jM3HCc_STyW6WcjSp4BV-DSW3_47tW6LXfDQW1NbnPX3n9BZxVlhXyR2XMsT9W2XfMJs2XM48kVpP7q46RvS1TW5hMfGy4W5Rf5f4Fx7PM04" data-hs-link-id="0" data-hs-link-id-v2="Ll8Jstjx" target="_blank"> Why Todoist says less AI can deliver more </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Todoist's maker is betting that generative models should translate intent into predictable code rather than remain in the execution loop. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03hCZYW7lCdLW6lZ3mZW794d5d2Srm26W40n0_17TZrrrW7mRR9H7BmYkcW8VYnSY2_zt3JW73FSFW70xm7NW409w752RyNBwW7zMqtx99Z7KMVPPcxR8W9VMpW90T-BM7myYSyTZ_-p2lhHqLW6F082K3CSHmDW3J8BVS2mnblXVYtbKQ3wsyDHW1t6vRc8dJ9Z8W6Ps2CF4qyK5jN8tnq242CD2bW7CXsrg1QDCvPW5HLQKV3rPnXPW1J9B7Z7rWdBNW2MzBZy15qGjtW8H3qT55L04sfVwCfQR30b5VfW5YDzFr36dz0sW2y4qZq1mj6JZdh5NMH04" data-hs-link-id="1" data-hs-link-id-v2="+XZC0m/E" target="_blank"> Watch the episode </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwDR5nR3bW50kH_H6lZ3lGN3Gdb-nzNvcfW4-7NpL2NXVRJW6h-VhQ2WbZDHW1zDFwm5t9sBbW54nPdf4tSSw2VhDM2r58w9GjF2khS7dmWdyW3yzsv56-7ZLVW6JHxP81jcr_fW3jp6lH7PFYr1W6fFWHW4K18n7W7FZqVh7fy023W8Zwwtn5MrF9tVSBDX458w-x-W4lgXwZ6wCxh7W1Zl3Gp88zhwzVJsMMm8Tmb0sW5Cykn-5jKw9YW2pjjWf54BXzXW4_s84X2FlY5GW4KHBZQ4cWn-0W4qmlzQ7mdR29W5hzFvn3BtZ8cW1lKpqz5Szg73W4Dp84Q3kFNxDVC0HP82whz1rW1dGyBF3L6vHRVC57g794df3QW6thlZF30l3f_N8gGrHL3QGQKW4kjLtk7cpdL2W6Cq-pM584T7cf76DnQ604" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="vlMlS7rH"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/6b6abc92-tns-daily-rate-bad.png"> </a> </div> </td> </tr> </tbody></table> <table id="img-family" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 28px; text-align: center;"> <p class="family-sup" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; font-size:13px; font-weight:700; letter-spacing:2px; color:#00aff4; margin-bottom:6px; margin-top:0">ALSO FROM THE IMG FAMILY</p> <p class="family-title" style="margin-bottom: 1em; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:22px; 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color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; line-height:1.5; margin:0">Insights from the brightest minds in data science, machine learning and AI.</p> </td> </tr> <tr> <td style="padding-bottom: 12px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03qgz0W7lCdLW6lZ3mbW81h8J32j5qMlW81Pyg534bqf2W45FTc36LyyHzVn2H-p1YJWn7W6ktZg24vCMTmW7kHLHw5HrvwvW7lKy435ZvRfdW26jDgL3lZypKW7S40V68SZq2DW3wdsqT2tgms-W2pJ0Xl3yzVnjW7BNsTL4mRqqlMZBZ34J4FCFW18_g5N6FQspCW803JhS971RhmW6KvwPt7dwQR-W4xXjWQ5dZ6FkW7-s4Qn3JvB2wW2LryyX51nmc8VDBQJj50ktC8W5-DWK921wF1SW8RZj0l4d54r7W8gwr3b8jFnZdW6tdvkG5KYQWKf1dPPMs04" class="sub-btn" style="letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; display:inline-block; border-radius:4px; font-size:14px; font-weight:700; padding:12px 18px; text-decoration:none; background:#00aff4; color:#ffffff; margin-top:8px" data-hs-link-id="0" data-hs-link-id-v2="SXE97fDD" target="_blank">Subscribe</a> </td> </tr> </tbody></table> </div> <div class="img-publication" style="padding:0 4px;display:inline-block;width:33.3%;font-size:16px;box-sizing:border-box;vertical-align:top;"> <table cellpadding="0" cellspacing="0" border="0" width="100%" style="background:#fff;border:1px solid #e8e8e8;border-radius:6px;overflow:hidden;text-align:center;width:100%;"> <tbody><tr> <td style="height: 50px;padding: 16px 0;"> <img src="https://cdn.thenewstack.io/media/2026/08/714a0cc7-co-logo.png" alt="" height="40" style="max-height:40px;width:auto;"> </td> </tr> <tr> <td class="img-card__desc" style="padding: 0 10px 10px 10px;height: 80px;"> <p style="margin-bottom: 1em; 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                                    Plus: Jensen Huang promises, "Hugging Face will remain an open platform."

View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFq5m_5PW69t95C6lZ3nXVjynsL8FqzrhW3x_0pC1mnPJlW1mKxGc6c_ht3W6zhDdP5q-w6_W7cfkSd40rCMfW4_0Wx16TBpJpW1hlS315gtbv7W4FvShs9m4N4LW4HRhSd690mY2W53s1Gl2_DbMtW5fdw1T2vk2BzW2Hl_cJ8f99j4W4cZTtw4bZ57TW7j11sP5H6TwNW8n1pRV3qhL_pW1tx16B2hLY-XW7v13_W5VQm8-W763pV96HBbHdW685mJ53YWQcqW2Dj31y7h5SWTW88J1hv4DVchtW69SlmJ7RHyhcW2v5h655P9nm_W7VZjn-4LLWZqW5Hz9fJ1lltSYW4yRbn-1wt-74N78N4xyGm_VnW8pqR4b8V8J49W516j7b8YzBPmW25lXGn4cgh0fW153fj43k6Z8bW3By_Tc917tLVW6cv6mw43S8d_W1MpY1l1M2mWnN57rDGpZkS_nW7vkz-143KCqZf6gTZvM04 )

The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3prCCW6N1vHY6lZ3n8W79jC6y5bkGZ6VlY-Ql9ch033N7qYg0Qcd933W5CpXpH3dFqMqW1Lvk696s2tb9W3_v05J3x9n8cW4HG-vM1cnVm4W3SzwYR32Smq6N8YDRF6wdClsW3nH56K6Gx74tW655D168dl9jvW8PRdVh94hlVFW1lmTWC6-z0ZpM2wvhkHGz1kW68h1ng7BJcx3W85Y1cy3_VXy8W8lL99G5sXDzXW1gRd6y30Vc9SW58zZkt3-dbn1W4X3RQH1SHY9ZW2FCvff3YkkddV7HF-V6yVqzBf5PLhJT04 )

September 4, 2026

Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3prCCW6N1vHY6lZ3nkW72k63x3qzznLW17w8006FKVtCW5mzgTw943T7TW3SfQ4Y3tv5KXW457M-l3h4tMKW9kNsGp1nMByzN1rm2rxnFPm1W20b3Wm6kTWPbW7vPR5W8yzXWcW9cxCPp5PBYrwF4sg13j-TRdW8dBv0B16rfmNW3m0ZT18F_L-vW8r9GCY63XvBBW3mbbyl6PxwLmW4ncCxm2MDJycW8W5xwQ2_XvFTN2GFLTsp02YsW6V9NzK1FpY9SW8g2QRJ5jryHSW6rPwrB5zBLbCW7YsdVv52g3y-f6b_0bd04 )

“Welcome to the AGI era.”

OpenAI launched GPT-6 Astra on Thursday, and President Greg Brockman welcomed reporters to the “AGI era.” For developers, Astra promises to remember more as coding jobs stretch on. It also comes with higher token prices and safety checks that could stop a job midstream. Enterprise customers already in OpenAI’s Daybreak program get access first.

Astra scored 98.6% on ARC-AGI-3, writes TNS’s Frederic Lardinois. That score reflects both the model and the software helping it work through the test. Its coding results, however, do not give it a clear lead over rivals. Long coding jobs can leave an agent forgetting what it already tried, and Astra has an experimental feature that lets it keep notes and search earlier messages and tool output for details it needs.

Remembering why a fix failed could save developers from another round of debugging. But OpenAI also warns that users should expect slowdowns, pauses, or blocks, sometimes during work unrelated to cybersecurity. When Astra’s API cybersecurity safety check steps in, will your task merely pause for approval — or stop altogether?

Go deeper: OpenAI launches GPT-6 Astra and says welcome to the “AGI era” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3krW86fkRd25WXz1W3b41kJ10-BM0W8TFnCb5nl8VyW25WHCg2Tpp1pW1v5xL13sHKzmW8vq3Kh3-szLnW68kR8q390tl1N1lZ0DygB_WmW8Qv-g72RBQ7GW7dXbk31P5qr2W8p1b6F22t-YVW7vHbDq8KQpbvW8C72Ny97TsWlW272np13hrj7dW2q4_3X7LMYN0N5XHPzrr0R7cN8dWSDnhF5sPW3rnVH69fbHXVW4S8PzT43_DwjW9ljWf_5DGzSrW5lpDZd2PPFfdVQG0MG4VxkHjW70rQS68K311wW134vBq3rd2N3W85p7W03WSrqKN2c9vmcj-ywwf2N0h8H04 )

More fresh reads from TNS:

▹ GPT-6 Astra aced the hardest AI benchmark. The asterisk matters more than the score. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3n2W59f7ZJ75WgldW8GvyJC3cp2y3W6S5yGv6Qgj7gW1c1nPJ1H7M8DVHB0-v8d1ncKVRfgcL5G5Df6N49CVzMjNf_3W28K6Rs3_D46hW7GTGHM4f-DjzW6P4wrJ5_YVVTVnnx6P5mCLmzW1n_Tm671141cW2l-QYH7-16R8W66gFyp6zhrfRW8CrhQ14wMg0KW7pmYz281ZCTqW91mrT051NWyMW5SYvP3914bn0W8MKtKr2TJWj-W55D2kf9hbHDhW73lSGY36grZtW52_Gfp5MYtBTW5wgmTD6cflsbW4_pZxc8RpqdQf1TwbR804 )

▹ “Hugging Face will remain an open platform”: Nvidia strikes $12.9B deal for the ‘GitHub of AI’ (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3nnN3P9YJ5VL4r0W21x_937pCsZkW72DQ4l8gVYFjW60FKrn6n4Vx1VFGm4X6_fB4XW4pZ3Mw18fJjSVJh1X47mNGwKW9fhlNB7K-0PwW31mx3l83TJhwVVXlH62yLT3wW6PTH5w2zSPJcW3yynNb6TXD4DV1BRQ_64dTg4W1gKqdS8QjfCLW2g77z7997xYHW5XM81S1rG9bcW2cXVV-4cfhx4W16tPJT9l8cycW3VxT1g2HFHY6W9gKCvl5n3NynW1H_qH21xghmzW6ln4SW7BWMSfW3m1kyy11fk9YW1C-TLq31Nw_nW5_6Nrl52HyZdW97V98f5yQBHVf4JkJW404 )

▹ It cost $33 to build a virtual Union Square. Here’s what the agents got wrong. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3n1W7947Yz6SHDmmW6LzYcW13MH7TV9N6NJ2KCDq9W6KfcPW6g5Nk3N7qvqlf7DWhmW1dPSpp7GSgC0VVp-G15sCMTGW3nj4ks5tfmL4W6hX0wq807Hs2W51q5Yx8-s-nhW1p4VT_5c3-NKN7BprjR9y_k5W3csDPD3rVz_qW8ZDTjQ5zF6dnW1Wj_bk5l8wMVW1ysg-44Vc78TW8bxjm05NFlpzW2XGyPf40-YrXW8TctjX33HX7BW1NK_1b2P7ScqW5wzDyt8vJbFXW41p_dc4jGpytMB28_CxyY_tW7wk9KQ7-tCwGf4H5ZP004 )

by  Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3m-W4vQ6T18YpzgyW1zTrKg3vlWGpW6wgJ--3_7L1MW88WhjH4p-_54W5wB8-C5JTKhMW3CljfH87YjHXN7Qdk3ltGKXBN7B144j_1CX6W2VBQhz4DYSllW86MdHh8gX7TCW4gzVX53bDgVBVvVmbx2Q41T7W2Yx-NH1FnTMWVJ78d26Y9d8TW99CD266bh15_MwVyBgBKMdbW5dk8zc8-Y1NmV8sQ2F92kr9FV5xlnV9cn-cGW97jRwG8gWLw8W91ZVpt8v43vNW1Q8h2r48Q-V_W3qT0pp7MZFqdN4HbJvkJD3Ngf1z6bt204 )

When agents overwhelm your retrieval layer

More caching and a bigger vector database won’t fix what breaks when agent workloads, not human ones, hit your retrieval layer. Join us live (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwDR5fkwKW50kH_H6lZ3nfW2NxFh7597vNJW4F9Tfd8fg77TVb4RR61PPFvVW3d6t267mZt_BW233h1t9jW9-7W5ffRk07CdrScN3_-NB_xjDNPW8jSjsb3Y-X6wN3h5l1TdQd3KW7zlBv11Qqh63N318_63bBHPpW3Hfmf91W_pvLW7C-hwS4jBnnLW9frkdZ8WmjQJW8TFXXl6WdWfGW1YjXF14DZw5CW7sH2FG3b1RJdW7V56vw2mhk9fW2PSkXz8P7FR0W7mXT6W949YmHW729K365yT1HbW4P2_rP7zJ7GsW5YYFxB5x1H1jVC4z8D8RkcvvW5rRZM71r4tjsW3B-7fV2Ddz_YW49qGV9785BckW3JGJ_j4QKh8VV1k0MR53Pn3LN5tLlQ4DtYwBW8dFS8m8WvvtBW1g-zsg5dLdYBf7pjxvH04 ) to see what actually happens under that pressure and learn:
- Why a bolted-together pipeline breaks where a unified retrieval layer doesn’t - Latency stacking, stale context, and relevance drift under concurrent load - Where this wall shows up in production, before you find it yourself

Save your spot (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwDR5fkwKW50kH_H6lZ3nfW2NxFh7597vNJW4F9Tfd8fg77TVb4RR61PPFvVW3d6t267mZt_BW233h1t9jW9-7W5ffRk07CdrScN3_-NB_xjDNPW8jSjsb3Y-X6wN3h5l1TdQd3KW7zlBv11Qqh63N318_63bBHPpW3Hfmf91W_pvLW7C-hwS4jBnnLW9frkdZ8WmjQJW8TFXXl6WdWfGW1YjXF14DZw5CW7sH2FG3b1RJdW7V56vw2mhk9fW2PSkXz8P7FR0W7mXT6W949YmHW729K365yT1HbW4P2_rP7zJ7GsW5YYFxB5x1H1jVC4z8D8RkcvvW5rRZM71r4tjsW3B-7fV2Ddz_YW49qGV9785BckW3JGJ_j4QKh8VV1k0MR53Pn3LN5tLlQ4DtYwBW8dFS8m8WvvtBW1g-zsg5dLdYBf7pjxvH04 )

TOP OF THE STACK

GPT-6 Astra aced the hardest AI benchmark. The asterisk matters more than the score.

by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3kzW2WMs2G6kd5svW3Qt4k62jcxcBW5DWhHh5MfTWQW2xKB6P689NQFW1dVswm5BWYSHW3YvMmW8y9wJ2W2WQ1CC41--KsN7WmQ6PpsC0QW91gBb58nfQhdW444sd37v7JSmW3GQ_qT3Qj1NfW4MvHVB73BbjYW7Qlkgp2cbCMsN3BMrrwt41LJW8qKzQj2y0SzkW75_QvV3qnb4tW5S2kH86Ppv-6W30qn_13nRZB_W109bcj4S3m-7W7xdBmL12kZDnW91JKbM2NR5q6VC-gjV6t8B98W7FS7TY5h8tD5W7rf-HL7Dv54Ff2ZbZmY04 )
Featured image for: GPT-6 Astra aced the hardest AI benchmark. The asterisk matters more than the score. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3n2W59f7ZJ75WgldW8GvyJC3cp2y3W6S5yGv6Qgj7gW1c1nPJ1H7M8DVHB0-v8d1ncKVRfgcL5G5Df6N49CVzMjNf_3W28K6Rs3_D46hW7GTGHM4f-DjzW6P4wrJ5_YVVTVnnx6P5mCLmzW1n_Tm671141cW2l-QYH7-16R8W66gFyp6zhrfRW8CrhQ14wMg0KW7pmYz281ZCTqW91mrT051NWyMW5SYvP3914bn0W8MKtKr2TJWj-W55D2kf9hbHDhW73lSGY36grZtW52_Gfp5MYtBTW5wgmTD6cflsbW4_pZxc8RpqdQf1TwbR804 )

OpenAI says GPT-6 Astra scored 98.6% on ARC-AGI-3, up from 7.8% six months ago. But undisclosed test settings and opaque reasoning complicate the AGI question.

There was no mistaking the divide in March with the release of ARC-AGI-3. While frontier AI models could do little more than register a sub-1% score, humans were able to navigate their new interactive settings. OpenAI reports a different story for GPT-6 Astra...

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3n2W59f7ZJ75WgldW8GvyJC3cp2y3W6S5yGv6Qgj7gW1c1nPJ1H7M8DVHB0-v8d1ncKVRfgcL5G5Df6N49CVzMjNf_3W28K6Rs3_D46hW7GTGHM4f-DjzW6P4wrJ5_YVVTVnnx6P5mCLmzW1n_Tm671141cW2l-QYH7-16R8W66gFyp6zhrfRW8CrhQ14wMg0KW7pmYz281ZCTqW91mrT051NWyMW5SYvP3914bn0W8MKtKr2TJWj-W55D2kf9hbHDhW73lSGY36grZtW52_Gfp5MYtBTW5wgmTD6cflsbW4_pZxc8RpqdQf1TwbR804 )

WHAT ELSE IS NEW?

Featured image for: OpenAI spends $1 billion to expand Daybreak to defend power, water, and banking (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3lvW3vrZ5T3QBdGTW7YXj4C8g5YXCW8BrDzQ68X5-lW1PTdNV5rYC_PW1vS7mk3Z2GnTV4_zBd5qrqhSW75Dv7W18_CbKW86WLH_3S7JbFN2rkrs_r5HjTW58hGB67VFwpzW3FDtc-36gQW5W1vLzTb1G-vm-W7j_k7P3LBWvZW5LlfD52CHyT3VpLcqx7ZF8jpW8NvMW47VxJ9_N7P6vBkTS1_dMS6wxjyGy-tW4TBBv332hmWGW8N3lYy3VFM26W1xGlBg57DCj-W4Ng8m84-vMRTW3NW5Sj99nHyMW8H-pSL8VY_d6W1M4NmF942JWxVW8D5B1yM4ZYf6W85-n04 )
Security

OpenAI spends $1 billion to expand Daybreak to defend power, water, and banking (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3lvW3vrZ5T3QBdGTW7YXj4C8g5YXCW8BrDzQ68X5-lW1PTdNV5rYC_PW1vS7mk3Z2GnTV4_zBd5qrqhSW75Dv7W18_CbKW86WLH_3S7JbFN2rkrs_r5HjTW58hGB67VFwpzW3FDtc-36gQW5W1vLzTb1G-vm-W7j_k7P3LBWvZW5LlfD52CHyT3VpLcqx7ZF8jpW8NvMW47VxJ9_N7P6vBkTS1_dMS6wxjyGy-tW4TBBv332hmWGW8N3lYy3VFM26W1xGlBg57DCj-W4Ng8m84-vMRTW3NW5Sj99nHyMW8H-pSL8VY_d6W1M4NmF942JWxVW8D5B1yM4ZYf6W85-n04 )

by  Meredith Shubel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3pkVWbJKK9fgkkMW9lb5X82lfZjMW50zY1_7ZSkRfW27NYy059L1DGW7HVjY_3bD20mN83P652M09ZGW74g1Mq2Zs9JrW6yPZQq8-bfTgW8CKND43wFW2-W3Qx4_471H9LmW4kB4yq6QBsBRW1DySPZ7cXBbrW3g4GPn39QWGpW7gDRRr2nTZXpW4R0qjN4mdzx0W1y6RN58KXDDQW9bxNPY615WWMW112wzL17zPNHW75gGp51tXY4tN86nkX3nnTD_W1NVCmQ1DHdfZW70wQxy7TxmcLW1njQ507Kfl5mN862Fn91LJHrf2TDFPH04 )

Featured image for: How to find failures without drowning in tracing data (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3lpMr7SN0HycBlW8xQRNd1x3GDLVcm9Db4MwwV6W4p4Mzx7mTs_-W7KqCRG3vNkPsW4RqN_280G14zW4CJKkF21R30lVFFY9G1SY0YdW7b0mZB1S3kmyW51H-8-2YnprJW7dTvG43TBZVPW3868cs9cR9hwW8YdtF219rvvcW6cHHHt2tTzWxW4rH0VD2Gqc--W8SmHqp7kHQQMW51mzvT5tskmwW1582_F6DXysfW475JY551NDT5W766RbP5f3g3fW3-9Qqk5hQscHW49jNrd1dX52YW8YlkmH7P3DYcW3-Sr1W6S_QTqW85ln-86-3sVSVcmk406kVw70f61YXTM04 )
Observability

How to find failures without drowning in tracing data (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3lpMr7SN0HycBlW8xQRNd1x3GDLVcm9Db4MwwV6W4p4Mzx7mTs_-W7KqCRG3vNkPsW4RqN_280G14zW4CJKkF21R30lVFFY9G1SY0YdW7b0mZB1S3kmyW51H-8-2YnprJW7dTvG43TBZVPW3868cs9cR9hwW8YdtF219rvvcW6cHHHt2tTzWxW4rH0VD2Gqc--W8SmHqp7kHQQMW51mzvT5tskmwW1582_F6DXysfW475JY551NDT5W766RbP5f3g3fW3-9Qqk5hQscHW49jNrd1dX52YW8YlkmH7P3DYcW3-Sr1W6S_QTqW85ln-86-3sVSVcmk406kVw70f61YXTM04 )

by  Alex Wilhelm  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3mHW8cgNc98mHVGmN6W5bDTG1kGcW4m4NvL7gzcCyW1f1s-X1k1q-LVXypXN1QTm3mW4XBd956SCt0gW5RT4_Q22K4_yW7VFcpp4cMCyQW4vNLHZ6S48WSW5PWFWd16V81LVs95Dr2YKCNkW1z0nG_4x-lSsW24VRhn56MRQXW1wDHQ441Kf9rW7PVMRm2L8WpHW7dDcxr9jtfLBW49M6Kn2Gd_f3W8HLHZC6bJyZsW96yshV5wCVnDW6JW0kH7JJJlZW7CNpRZ3RFCTYW89cyDH5F-PKMW5DKMNG7k9LnsVm41xz74v7_5f4ZWtgs04 )

Featured image for: Cut GPU inference cold start from 8 minutes to less than a minute (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3kNW2S34Kg4G1CdTN2QJCJ9P37MtW2Q7LHz8tGtCQW1rYtTM1vn3RbW4mVwkL6RlzyXW91-CWq53tpmRW49Lh4c3rwyMnW1CXsVW9jhBgyW1dFsxZ78Njt9W5ryhDP1gJqVTN1KLYDDmJZFSVwtxSt6-9HHLW8sfsp_9jJrrBW6sxl0Y7B_SPCW5sV5DR69_B1gW8cPh3l1dm0MvW2Rk6C742q8wVW5595T197c4H0W9cHmjy2XtbN-N6PVh8CgrSPbW2b4vkN3Bj7PHW6BG4ny3d6k6dW5gT1809cC-lGW1q3jYw1JsKT6f1JNkNT04 )
AI Infrastructure

Cut GPU inference cold start from 8 minutes to less than a minute (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3kNW2S34Kg4G1CdTN2QJCJ9P37MtW2Q7LHz8tGtCQW1rYtTM1vn3RbW4mVwkL6RlzyXW91-CWq53tpmRW49Lh4c3rwyMnW1CXsVW9jhBgyW1dFsxZ78Njt9W5ryhDP1gJqVTN1KLYDDmJZFSVwtxSt6-9HHLW8sfsp_9jJrrBW6sxl0Y7B_SPCW5sV5DR69_B1gW8cPh3l1dm0MvW2Rk6C742q8wVW5595T197c4H0W9cHmjy2XtbN-N6PVh8CgrSPbW2b4vkN3Bj7PHW6BG4ny3d6k6dW5gT1809cC-lGW1q3jYw1JsKT6f1JNkNT04 )

by  Sajjan Gundapuneedi  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3kHW4vCqdH3YdPGQW50lrBB5lsXHXW7kmXnn4Wv1C4W7CX17q1DspbTW1yCYGs2hnhtdW1LqlM83rwkDJW81WzST8XrcZYW2_2FYl26X182W3HKQkz2kc6prW7CT9L61bh3SvW1qMk276-Q-b6W4F73SY1v1rF0W26WbT65JD4B8N7MMtm381Nj0N49YmFlK_tHyW8GWrlk2-gFPfVn-fDg2BRmZyVnB4Vb5PqGszW2nnPvC4PDYFkW7y8pmP6VJ0cXW2XQ3994wHnrwN6QqjHrWyVvsW6s5nf666y4JrDCRg1WX_3Bf4rqQQF04 )

Featured image for: The systems guide to production token optimization (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3lgW23bC189fxV78W6xPhdP4bwN9JVbW2hF4PhmFBW5kXNjq4mlDT2W6Y8kxq3ltKbpW8vm3pC7bk0hGW8h2Cqd2f5srdW4kGl5895dvJ1N2NZp7fNWf9zW6LrR7k3wxZS_W3wDGR58VJD9ZW5pRyTM5P_2zGW9jqmJl6HGXJ1W68t5VX5nBtSrW6QZlmF13ZTB5Vn0VYn5tq8V6N2sM9HtsKlMVVWk3vg3jP_pgW2MRWqj55pXVkW6GskhT7MYVZRW2dWpJB92qzZcW7n7tlb1zKrkPW6MrxlW7vS1GMW8W6lk85pfsq9W1L90gl9bj_V8W2DMJ7m4nLWrYf1hbGDz04 )
AI Engineering

The systems guide to production token optimization (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3lgW23bC189fxV78W6xPhdP4bwN9JVbW2hF4PhmFBW5kXNjq4mlDT2W6Y8kxq3ltKbpW8vm3pC7bk0hGW8h2Cqd2f5srdW4kGl5895dvJ1N2NZp7fNWf9zW6LrR7k3wxZS_W3wDGR58VJD9ZW5pRyTM5P_2zGW9jqmJl6HGXJ1W68t5VX5nBtSrW6QZlmF13ZTB5Vn0VYn5tq8V6N2sM9HtsKlMVVWk3vg3jP_pgW2MRWqj55pXVkW6GskhT7MYVZRW2dWpJB92qzZcW7n7tlb1zKrkPW6MrxlW7vS1GMW8W6lk85pfsq9W1L90gl9bj_V8W2DMJ7m4nLWrYf1hbGDz04 )

by  Boris Chabeda  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3mTN1L-X7MfnxQlW7d9DTY22VQL3W80xBlg1yyx7TW1jxDNL7D9dpfW2m7-r27LPQgNW4gk3jV7BCFMkW4FnmpJ82NcwtW3L73bC3mSqMBW7gZFjD7KVdm6W80Xws71FNTsyW1w79-N5fpPzMW5fK4x06mrhbsW6cNdSw4zH_tcN6FvsSHrnYjbW6Y3f561JBxrHW181zZn1_4PnbW82fxsQ3zrY-RW4GBqgq34VRVwW9gn2TK3sd9vGW2zfQpl2ydgkdW8bvRXR1Pwsg8W2CVL9J7PRyl1N1r5tYV78GX-W75r_dv26ZTczf8Vdyk604 )

Featured image for: OpenAI launches GPT-6 Astra and says welcome to the “AGI era” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3krW86fkRd25WXz1W3b41kJ10-BM0W8TFnCb5nl8VyW25WHCg2Tpp1pW1v5xL13sHKzmW8vq3Kh3-szLnW68kR8q390tl1N1lZ0DygB_WmW8Qv-g72RBQ7GW7dXbk31P5qr2W8p1b6F22t-YVW7vHbDq8KQpbvW8C72Ny97TsWlW272np13hrj7dW2q4_3X7LMYN0N5XHPzrr0R7cN8dWSDnhF5sPW3rnVH69fbHXVW4S8PzT43_DwjW9ljWf_5DGzSrW5lpDZd2PPFfdVQG0MG4VxkHjW70rQS68K311wW134vBq3rd2N3W85p7W03WSrqKN2c9vmcj-ywwf2N0h8H04 )
AI

OpenAI launches GPT-6 Astra and says welcome to the "AGI era" (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3krW86fkRd25WXz1W3b41kJ10-BM0W8TFnCb5nl8VyW25WHCg2Tpp1pW1v5xL13sHKzmW8vq3Kh3-szLnW68kR8q390tl1N1lZ0DygB_WmW8Qv-g72RBQ7GW7dXbk31P5qr2W8p1b6F22t-YVW7vHbDq8KQpbvW8C72Ny97TsWlW272np13hrj7dW2q4_3X7LMYN0N5XHPzrr0R7cN8dWSDnhF5sPW3rnVH69fbHXVW4S8PzT43_DwjW9ljWf_5DGzSrW5lpDZd2PPFfdVQG0MG4VxkHjW70rQS68K311wW134vBq3rd2N3W85p7W03WSrqKN2c9vmcj-ywwf2N0h8H04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3npW4jShln8hwm6KW8kx9Xv8FbQ6kW79Yw9394H9BgW2SW8jW8YrxT4W6cRTtn2zsVCjW2lz4BJ3YWq_wW60MH-g3jNGRCW2064xr5_b20MW40qcr944QQPNW1kLw3P5wYz4fW8fHYpb1994bkW4kT-c26F933jW32YmFP3d0J1CW1JVRTX4__m2yW9fB2cf722c3jW2pQFfD8qMD-qW7m9y_k1fDs3lW5rZJMz8Wwn9XW1qRvCw53rCnPVt9c512B0BSqW2Ns8GC1nWkBfW4R0ccx2tFQyvW3hDxzj3L_flDW3Nr7h18CyHvpf6nfJwF04 )

Featured image for: “Hugging Face will remain an open platform”: Nvidia strikes $12.9B deal for the ‘GitHub of AI’ (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3nnN3P9YJ5VL4r0W21x_937pCsZkW72DQ4l8gVYFjW60FKrn6n4Vx1VFGm4X6_fB4XW4pZ3Mw18fJjSVJh1X47mNGwKW9fhlNB7K-0PwW31mx3l83TJhwVVXlH62yLT3wW6PTH5w2zSPJcW3yynNb6TXD4DV1BRQ_64dTg4W1gKqdS8QjfCLW2g77z7997xYHW5XM81S1rG9bcW2cXVV-4cfhx4W16tPJT9l8cycW3VxT1g2HFHY6W9gKCvl5n3NynW1H_qH21xghmzW6ln4SW7BWMSfW3m1kyy11fk9YW1C-TLq31Nw_nW5_6Nrl52HyZdW97V98f5yQBHVf4JkJW404 )
AI Models

"Hugging Face will remain an open platform": Nvidia strikes $12.9B deal for the 'GitHub of AI' (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3nnN3P9YJ5VL4r0W21x_937pCsZkW72DQ4l8gVYFjW60FKrn6n4Vx1VFGm4X6_fB4XW4pZ3Mw18fJjSVJh1X47mNGwKW9fhlNB7K-0PwW31mx3l83TJhwVVXlH62yLT3wW6PTH5w2zSPJcW3yynNb6TXD4DV1BRQ_64dTg4W1gKqdS8QjfCLW2g77z7997xYHW5XM81S1rG9bcW2cXVV-4cfhx4W16tPJT9l8cycW3VxT1g2HFHY6W9gKCvl5n3NynW1H_qH21xghmzW6ln4SW7BWMSfW3m1kyy11fk9YW1C-TLq31Nw_nW5_6Nrl52HyZdW97V98f5yQBHVf4JkJW404 )

by  Paul Sawers  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3nWW7SgF3H1PKzkrW7lnhpq7BPj7FW2TcQdD6k5S6-W5sgCzk1RsXhJW8ykvpM4lj4jpN5FNwnz9K_Z1W1n_mGV7s6fdvW5mk5mx6sJ6dHW27SpVW1SHbxkW2lHslV8lJpz2W5GqmPj59MWtBW1FwkSx1ZTwd9Vx26mw5004fsW1C2rMG6r2RdLVc_-125tQstFW7jGr551vL7SyW82QvHZ1Kj9lrW5rzz4C1Mgr7pW4CBR_-95NlT_W5gyR_X66wbtXW797Fwl4qYcvBW8J8YvQ1SwwwkW4508Xj479JsBVFsqJ-8Jnrq-f7tFFhT04 )

Featured image for: It cost $33 to build a virtual Union Square. Here’s what the agents got wrong. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3n1W7947Yz6SHDmmW6LzYcW13MH7TV9N6NJ2KCDq9W6KfcPW6g5Nk3N7qvqlf7DWhmW1dPSpp7GSgC0VVp-G15sCMTGW3nj4ks5tfmL4W6hX0wq807Hs2W51q5Yx8-s-nhW1p4VT_5c3-NKN7BprjR9y_k5W3csDPD3rVz_qW8ZDTjQ5zF6dnW1Wj_bk5l8wMVW1ysg-44Vc78TW8bxjm05NFlpzW2XGyPf40-YrXW8TctjX33HX7BW1NK_1b2P7ScqW5wzDyt8vJbFXW41p_dc4jGpytMB28_CxyY_tW7wk9KQ7-tCwGf4H5ZP004 )
AI Agents

It cost $33 to build a virtual Union Square. Here's what the agents got wrong. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3n1W7947Yz6SHDmmW6LzYcW13MH7TV9N6NJ2KCDq9W6KfcPW6g5Nk3N7qvqlf7DWhmW1dPSpp7GSgC0VVp-G15sCMTGW3nj4ks5tfmL4W6hX0wq807Hs2W51q5Yx8-s-nhW1p4VT_5c3-NKN7BprjR9y_k5W3csDPD3rVz_qW8ZDTjQ5zF6dnW1Wj_bk5l8wMVW1ysg-44Vc78TW8bxjm05NFlpzW2XGyPf40-YrXW8TctjX33HX7BW1NK_1b2P7ScqW5wzDyt8vJbFXW41p_dc4jGpytMB28_CxyY_tW7wk9KQ7-tCwGf4H5ZP004 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3kzW2WMs2G6kd5svW3Qt4k62jcxcBW5DWhHh5MfTWQW2xKB6P689NQFW1dVswm5BWYSHW3YvMmW8y9wJ2W2WQ1CC41--KsN7WmQ6PpsC0QW91gBb58nfQhdW444sd37v7JSmW3GQ_qT3Qj1NfW4MvHVB73BbjYW7Qlkgp2cbCMsN3BMrrwt41LJW8qKzQj2y0SzkW75_QvV3qnb4tW5S2kH86Ppv-6W30qn_13nRZB_W109bcj4S3m-7W7xdBmL12kZDnW91JKbM2NR5q6VC-gjV6t8B98W7FS7TY5h8tD5W7rf-HL7Dv54Ff2ZbZmY04 )

Featured image for: Nvidia PAIR lets you put your idle Macs and PCs to work for AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3mmW64LzLD2fG_JqW6LjDJs7m1P0DW7VkdYJ7mjSsnW4PyN8H3RbFFgW9c7fGk1yW2vfMjcBt29PSjFW4JSg9Y5QS-RJW12jVKc3jLSvCW1-wbSB6Bb90yW3fM4KJ1hG4DlW5F-8sd5GBPkTW1YjM9l43xR5xW8GK76D8vM8jyW8KgfT148C-4lN4YTFvdvnYpjW4nPH7C4vQtxbW3VZmL11Ybst-W999JQL2T2F6QVZZ9ms3g6JSqD39vQl_3vvW7xGXHc5QgGDFW1BsSP73yRrjdW4nFckh2yNPTPW9kgwL23trCTlMxJt2yZ9kGxW2GRGl89kkfGhf30NpNT04 )
AI

Nvidia PAIR lets you put your idle Macs and PCs to work for AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3mmW64LzLD2fG_JqW6LjDJs7m1P0DW7VkdYJ7mjSsnW4PyN8H3RbFFgW9c7fGk1yW2vfMjcBt29PSjFW4JSg9Y5QS-RJW12jVKc3jLSvCW1-wbSB6Bb90yW3fM4KJ1hG4DlW5F-8sd5GBPkTW1YjM9l43xR5xW8GK76D8vM8jyW8KgfT148C-4lN4YTFvdvnYpjW4nPH7C4vQtxbW3VZmL11Ybst-W999JQL2T2F6QVZZ9ms3g6JSqD39vQl_3vvW7xGXHc5QgGDFW1BsSP73yRrjdW4nFckh2yNPTPW9kgwL23trCTlMxJt2yZ9kGxW2GRGl89kkfGhf30NpNT04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3npW4jShln8hwm6KW8kx9Xv8FbQ6kW79Yw9394H9BgW2SW8jW8YrxT4W6cRTtn2zsVCjW2lz4BJ3YWq_wW60MH-g3jNGRCW2064xr5_b20MW40qcr944QQPNW1kLw3P5wYz4fW8fHYpb1994bkW4kT-c26F933jW32YmFP3d0J1CW1JVRTX4__m2yW9fB2cf722c3jW2pQFfD8qMD-qW7m9y_k1fDs3lW5rZJMz8Wwn9XW1qRvCw53rCnPVt9c512B0BSqW2Ns8GC1nWkBfW4R0ccx2tFQyvW3hDxzj3L_flDW3Nr7h18CyHvpf6nfJwF04 )

Featured image for: Want to scale AI agents without breaking anything? Retrieval engineering is the answer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3mvW41tNkb8dJpwnW4tkNGr3x73TzW6BQNDg24p-V-N4GXc1dTKVQKN95ZQrZf6X58W1Xwy1L7RD_RHW27ZvB86ff7RKW4s42Fn6q5w9nW30dZKC4fz7-xW8_-b3L5KhPsqW8Lkwv_6wL952W5XpN5R2gdD-ZW3HPr3t1nWhmcW2GtbxK3jTXmjN57fQd_Sqh6qW9dmD-J8fdnhvW5gxYGx4Ld6JDN9gMCZT5DRkXVjs7Jf12YBDfW7x2CPl2WHnxXW3PnKHw6cpBFNW7WBP7x7x2ykxW16_4dh68Pgx1N5D5nc7VjTKTW2dDkP01hhXrNW3W0r-y1rB1prf8kqG5K04 )
AI Agents

Want to scale AI agents without breaking anything? Retrieval engineering is the answer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3prCCW7Y8-PT6lZ3mvW41tNkb8dJpwnW4tkNGr3x73TzW6BQNDg24p-V-N4GXc1dTKVQKN95ZQrZf6X58W1Xwy1L7RD_RHW27ZvB86ff7RKW4s42Fn6q5w9nW30dZKC4fz7-xW8_-b3L5KhPsqW8Lkwv_6wL952W5XpN5R2gdD-ZW3HPr3t1nWhmcW2GtbxK3jTXmjN57fQd_Sqh6qW9dmD-J8fdnhvW5gxYGx4Ld6JDN9gMCZT5DRkXVjs7Jf12YBDfW7x2CPl2WHnxXW3PnKHw6cpBFNW7WBP7x7x2ykxW16_4dh68Pgx1N5D5nc7VjTKTW2dDkP01hhXrNW3W0r-y1rB1prf8kqG5K04 )

by  Alex Wilhelm  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03prCCW7lCdLW6lZ3mHW8cgNc98mHVGmN6W5bDTG1kGcW4m4NvL7gzcCyW1f1s-X1k1q-LVXypXN1QTm3mW4XBd956SCt0gW5RT4_Q22K4_yW7VFcpp4cMCyQW4vNLHZ6S48WSW5PWFWd16V81LVs95Dr2YKCNkW1z0nG_4x-lSsW24VRhn56MRQXW1wDHQ441Kf9rW7PVMRm2L8WpHW7dDcxr9jtfLBW49M6Kn2Gd_f3W8HLHZC6bJyZsW96yshV5wCVnDW6JW0kH7JJJlZW7CNpRZ3RFCTYW89cyDH5F-PKMW5DKMNG7k9LnsVm41xz74v7_5f4ZWtgs04 )

FROM OUR PARTNER

Define compliance rules once, then enforce them everywhere

With Octopus Deploy’s Platform Hub, Policies introduce governance capabilities that let teams experiment with deployment policy enforcement. Reduce manual audits, improve trust, and gain confidence that every deployment is safe to run in production.

Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3prCCW6N1vHY6lZ3nkW72k63x3qzznLW17w8006FKVtCW5mzgTw943T7TW3SfQ4Y3tv5KXW457M-l3h4tMKW9kNsGp1nMByzN1rm2rxnFPm1W20b3Wm6kTWPbW7vPR5W8yzXWcW9cxCPp5PBYrwF4sg13j-TRdW8dBv0B16rfmNW3m0ZT18F_L-vW8r9GCY63XvBBW3mbbyl6PxwLmW4ncCxm2MDJycW8W5xwQ2_XvFTN2GFLTsp02YsW6V9NzK1FpY9SW8g2QRJ5jryHSW6rPwrB5zBLbCW7YsdVv52g3y-f6b_0bd04 )

FLOW STATE

TOOLS

Top 10 best LLM observability tools in 2026  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03gP0xW7lCdLW6lZ3nKW2rwz4q1T222-W3RTt-Z9lr7kTW23Cr1W7ktvSkW2VxCjC8-cK5rN374V5d1fnrQW82P_nd3CDz_SW4DnM-t4mj0rwW3kr5C_5tlLhNW9lc64c7n-m4bW7-x-1_6P-fWZW4sxJTF6SmjtZW1vrRBr6g9KzxW7hc5636rXZ7FW2rl97g2nY50kW9ls8bc3kyk5DW7HnktX7Lmk0tN7GhSw5GWWYPN1pMf2mmq-fYW5C0Zkw8NVldqW4HLvSb22YT6YW4Cl8564bZxJ1W3lyKdR3jQbJVW3RJmpY3W2lkrMK9sQwC_lpzf7ZHqyv04 )

Your app passes every uptime and latency check, but users are still getting hallucinated answers and made-up citations. That's because LLM apps fail on quality, not code, and traditional APM tools were never built to catch it. This guide breaks down 10 tools, from open-source to enterprise, to help you find the right fit.

Explore the guide  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwG03gP0xW7lCdLW6lZ3nKW2rwz4q1T222-W3RTt-Z9lr7kTW23Cr1W7ktvSkW2VxCjC8-cK5rN374V5d1fnrQW82P_nd3CDz_SW4DnM-t4mj0rwW3kr5C_5tlLhNW9lc64c7n-m4bW7-x-1_6P-fWZW4sxJTF6SmjtZW1vrRBr6g9KzxW7hc5636rXZ7FW2rl97g2nY50kW9ls8bc3kyk5DW7HnktX7Lmk0tN7GhSw5GWWYPN1pMf2mmq-fYW5C0Zkw8NVldqW4HLvSb22YT6YW4Cl8564bZxJ1W3lyKdR3jQbJVW3RJmpY3W2lkrMK9sQwC_lpzf7ZHqyv04 )

INFRA

Observability has a data problem. AI is about to make it worse.  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3gP0xW7Y8-PT6lZ3pgW5D79-s2gmRMnW1wcVjm43SkJ9W5NwCKs5Nc-ZFW3ZpThW6crLP1W5YnFs82KnMyLW5kbw5H1_8KqlN6X7vsTSpMyBW96QbCX45Pw2qW7m86wY8nWvRLW5YkC0R336cPFW3J6KCp3kdH6hW1QPW3j6YDgPKW67kqcv7dlDdZW6BP0T47NyXFXN5_tbLV_S8vwW8vNjNv3PWBJ8W5W80Dx1dH7hcW3ftNxN8tyVfyW8DLg-X5pGjlTVNwMhS7GpTXSW5v195y3x56fZW94QMpw6zBVTfW8f0P1j564g5nVxVhfS30fwyNW4dtD2B5pgpxGW41nsWH3NcVR9f4nT3Tj04 )

OpenTelemetry solved telemetry collection, but exposed a costly storage gap. Bronto says AI will force observability to rebuild around the data layer.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwGj3gP0xW7Y8-PT6lZ3pgW5D79-s2gmRMnW1wcVjm43SkJ9W5NwCKs5Nc-ZFW3ZpThW6crLP1W5YnFs82KnMyLW5kbw5H1_8KqlN6X7vsTSpMyBW96QbCX45Pw2qW7m86wY8nWvRLW5YkC0R336cPFW3J6KCp3kdH6hW1QPW3j6YDgPKW67kqcv7dlDdZW6BP0T47NyXFXN5_tbLV_S8vwW8vNjNv3PWBJ8W5W80Dx1dH7hcW3ftNxN8tyVfyW8DLg-X5pGjlTVNwMhS7GpTXSW5v195y3x56fZW94QMpw6zBVTfW8f0P1j564g5nVxVhfS30fwyNW4dtD2B5pgpxGW41nsWH3NcVR9f4nT3Tj04 )

WATCH

Why Todoist says less AI can deliver more  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3gP0xW6N1vHY6lZ3lfW6HXYBJ6n8XJ6W3hDH4p1JJTRRW2y6hDs7-Qd1HW7RcN8538thx3W6PNvZH3_H3T_W2sLFMV8bLBjGW8g8Vgm9f7b4SN4MzhN8KppGkN4VYvdTjkpQMW6JWYN-7VHFTjW5JJ0TP92FscgW1lHdZs98g6kjVjxkLw29CVLpW1TTrxV76wjMyW8mJ-rJ3n-D2QN5tgjkDzlSrfN7jYpfjZgQbnVbpSXw24wZgPN7NnVPVLb5gKW1vC_6X1RC8JmN6r4vl7QlBlyW7zR8XD6CMFBKf6VHrRR04 )

Todoist's maker is betting that generative models should translate intent into predictable code rather than remain in the execution loop.

Watch the episode  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8grv8tbT3SW5T-3r243-Q-GW6-Tm8p5TwZMQN3DlwFK3gP0xW6N1vHY6lZ3lfW6HXYBJ6n8XJ6W3hDH4p1JJTRRW2y6hDs7-Qd1HW7RcN8538thx3W6PNvZH3_H3T_W2sLFMV8bLBjGW8g8Vgm9f7b4SN4MzhN8KppGkN4VYvdTjkpQMW6JWYN-7VHFTjW5JJ0TP92FscgW1lHdZs98g6kjVjxkLw29CVLpW1TTrxV76wjMyW8mJ-rJ3n-D2QN5tgjkDzlSrfN7jYpfjZgQbnVbpSXw24wZgPN7NnVPVLb5gKW1vC_6X1RC8JmN6r4vl7QlBlyW7zR8XD6CMFBKf6VHrRR04 )

How did we do today?

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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-RtW4ry9sh1QmC4KW2Ws8112HyT2yW3_LVkT3jf5y1W3gpHyD43T7cNW1Xhc6f43NynCW38t-9P1Lpd4tW2YrSqt1LlL7hW2xJM7D4mF2SXW2KY-Rf45CHShW3d3B523bv_B8W4mBb8m2sLpWbW2FM4sW3BVXZpW3QBKkK38rs0vW2nJqLr3H65MKW43ZxDw384KRDW41D15S3bwr5sW1X2fSX2KzC92W1Qc8DD1Xsld9W3_HCy63_XYrfW3z8lcB2TKTVyW3GSrZN3R1ZzdW2sT3qh3BQsfnW41n4Gh3byYWZW4mccGh2-B_dZW32lhG43XZ9C8W3W2JGb3B_T65W1BxKXv2PLH1wW4cwV1b47Vq1NW3DN93B3M9qshW1V0rg94tvPc7W4cyVmG4pn_wtW2CZx-64hHcWQW3DYL161LB_fwW3BV6vN3zbqTgW2MxhT91Z9C6TW2PtwVM43zhDwW2Fq-KJ25dT63W3jp0mx1BmWX4W4m9y7j1L9xfBW4hLThP2-L3S2W232gNH2RP0CZW2Pl0mW2WL4FFW3h_p_d4cGKskW3_ZXl33bqVxTW38bC5k3d38JDW4kdJ-Z4rwW5LW2zG2pK3H8CBWW3XxhdD1_8VMvW32zMBd2HtmGgW2Kxpz73JT2P5W2r4r3c3gnMJLW1QzM963_rdlBW3VRj4g3jdGX7W2WzgQR3NMJB4W3BWlZx3ghp3cW2RDFzB32m5z2W1NmQ8V38hDz3W3H91kq32mZMjW3j14q73M9mc70&_hsenc=p2ANqtz-_pVOs84hx5mE__tlQnntD2DD3TJGUrjK_GZu-oMtbPITLX3UtDDulZuvoy0q1deLmT3eQzEQRnUBvAWz57FlmbPOeCrA&_hsmi=437404012 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-RtW4ry9sh1QmC4KW2Ws8112HyT2yW3_LVkT3jf5y1W3gpHyD43T7cNW1Xhc6f43NynCW38t-9P1Lpd4tW2YrSqt1LlL7hW2xJM7D4mF2SXW2KY-Rf45CHShW3d3B523bv_B8W4mBb8m2sLpWbW2FM4sW3BVXZpW3QBKkK38rs0vW2nJqLr3H65MKW43ZxDw384KRDW41D15S3bwr5sW1X2fSX2KzC92W1Qc8DD1Xsld9W3_HCy63_XYrfW3z8lcB2TKTVyW3GSrZN3R1ZzdW2sT3qh3BQsfnW41n4Gh3byYWZW4mccGh2-B_dZW32lhG43XZ9C8W3W2JGb3B_T65W1BxKXv2PLH1wW4cwV1b47Vq1NW3DN93B3M9qshW1V0rg94tvPc7W4cyVmG4pn_wtW2CZx-64hHcWQW3DYL161LB_fwW3BV6vN3zbqTgW2MxhT91Z9C6TW2PtwVM43zhDwW2Fq-KJ25dT63W3jp0mx1BmWX4W4m9y7j1L9xfBW4hLThP2-L3S2W232gNH2RP0CZW2Pl0mW2WL4FFW3h_p_d4cGKskW3_ZXl33bqVxTW38bC5k3d38JDW4kdJ-Z4rwW5LW2zG2pK3H8CBWW3XxhdD1_8VMvW32zMBd2HtmGgW2Kxpz73JT2P5W2r4r3c3gnMJLW1QzM963_rdlBW3VRj4g3jdGX7W2WzgQR3NMJB4W3BWlZx3ghp3cW2RDFzB32m5z2W1NmQ8V38hDz3W3H91kq32mZMjW3j14q73M9mc70&_hsenc=p2ANqtz-_pVOs84hx5mE__tlQnntD2DD3TJGUrjK_GZu-oMtbPITLX3UtDDulZuvoy0q1deLmT3eQzEQRnUBvAWz57FlmbPOeCrA&_hsmi=437404012 ) 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!