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From: newsletters@...
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Date: Fri, 17 Jul 2026 06:07:56 GMT
Subject: Linus Torvalds just reversed his stance on AI
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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: OpenAI GPT-Red automates prompt injection testing to harden AI agents ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &nbsp;
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                                    <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Linus Torvalds just reversed his stance on AI</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">Creator of the Linux kernel, Linus Torvalds, has refreshed his stance on the use of AI in software development, reports TNS contributor Adrian Bridgwater in today’s lead story.</span></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Traditionally a staunch guardian of human-centric code quality and previously somewhat dismissive of AI, Torvalds has now pivoted to come out flags-waving, ready to support its use across the Linux codebase.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">“I realize that some people really dislike AI, but this is an area where I’m willing to absolutely put my foot down as the top-level maintainer,” Torvalds writes in a statement posted on the lore.kernel.org mailing list archive service. “Linux is not one of those anti-AI projects, and if somebody has issues with that, they can do the open-source thing and fork it. Or just walk away.”</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The famously opinionated Finnish-American confirmed that he regards AI as a tool, “just like other tools we [software engineers] use,” and further agreed that “it’s clearly a useful one” today.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">With some balance, Torvalds also conceded that, as of now, it’s “tough to know what the AI economy will look like” in the end.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3ngW60dxRw7G4ZphW3lGC3T8VZTvzW2k1GB61WSCzfW8SC5W91Ym9GvW3KtbVJ1Ph2xtW3wB14s7VNqp1W7rqkBL635QRzW6sKTpR50LbCHW5h6CQ87RNj8GW9cj8Y68b4Zb5W1FKtV-8NmL5nVwPHGB2pQybWW8HT-Gl8t7qcFW8cry4H1GXPTjW3Q6RbJ4nlZ0_W5rMd3p6DCnByW4sw3MB57F4-KW376P832GFmcyVH9RBH5t8dNSW4065ZP7H7zBdW4XHY0T705wpGW159LlS3J63lKW2gm-kW7g8mTXN2W7pfQVR9nYW33gsQd6jZ48hW98vXBP21hG4Bf4mJPM004" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="acvJrqA/">Linux creator Linus Torvalds tells AI haters to walk away from Linux, or go fork it&nbsp;</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbTl3qgz0W8wLKSR6lZ3n2W1Z3qNv7jbTNqW5s3_xB2F9LK9N3nG_Q6-c1ZMW3KxpgC8v30V-W2XrLmS4cSMDMV4c4Jk411hHlN974sWsYvWTzW3T2Vkr2XGDzJW5hxg074m92qJV6swml7QnmmcW76RzR14k70ZlW1R8SWk6kcD_3N3s_6Fg6_gK1W2V4C3g1BPDf9W7nt7Sv4PrgC9N3320xtdk3fgW3GfN_92xWdqxW72b4yL6d7BCRW1DptBG1kxjHNW8Hch7S8zR9LQN4WKR5H8d9X4W1YsTkp9hp2FWW3n9pzR3-Ml0cVsnh5y7R5dsfW8N1Psc7wFrgDW7Yft5550NkPQW70g5vW9dtk5NW7fzTVG692-CKf3DrKNP04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="taw49lZ1">GoDaddy opened its registrar to AI agents. Then it had to build guardrails.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3nmW1fVvMp5fZJH3N3xJgWw3TT_YVhNMh_3CvdDkN2GwBdytRcZTW6K9M7Y53p3GkW6FKy7h4Ryvp3W6v111h7rtrNqW5w971X1jywzrW2gGSW74t7lp3W8j5s4W8Sc6f-W5B4Tl38M8nQ0W5vbXj18FLVTWN7s2fl5l4SwNVyjCCJ6rXGrkW8gcMhl5cqg3qV7gPjt4NzNdjW2CQLzR7dL7f0W4JKd4x8N6fWNW5x7bp15rRMqBW4pMsW894tKYlW1rsSk06-ZNl8W5DM-V-3Fn_SyW7NF35G1j0nZhM5WCv2H2rBxW6HZNhJ8H2t8PW11YGqR84mST-f252nJF04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7SU8N5Dv">OpenAI’s GPT-Red automates prompt injection testing to harden AI agents</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3ljW6RY_vF4d7w5fW2KWzDw5f2qKsW7m121J5Bdt1KVcZd9-8jCY-PW5Xz2-C7MgDm3W4MPdWS8Z5-89W325x9J21K6JxN7W6TKxySjmsW1vy8G590S8HMW3841BN7_k9GDW62bkqT1BPbvWW74d9qM3M1FzBV_VH_v28QKvZN6NV1V3bgKHXW849sjM1JRG73N4d3GVDnjpYLW92S0hG7V_lKxW5Z7Dm884skRHW4dCFLz7J5n60VCwHYV5vQ6v3W6BPLyF52p0wRW1xjjQv45LhjtW6C-4dB6yc5KnW3VBLHH2ZHg9BVyBVcw54vDv-W2dtc8_2hnbylf8R2ZKC04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="GHdcQa6N" target="_blank">“There are no laws, only suggestions”: What AI agents do with your instructions</a></span></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3lxW7NWCZd4x_7_RW2ZTbpJ7YmpcGW5mT1KN6j_FwtV4Q-wz8lx3_yW6MZdlB2yYjs3W5zgjmB7Gw0cSW6ZNNNx4zmFYsW5Tn-2_4L2xsxW31nW8K5phzSpVRZM6p55fyndMVqXMdgJdK7W8_Xmnw263vqJN8sw5mMrVZcYW79nH4V7SjNL8W2KHv7w2MxMC5W3z09P-81mLSRN8xwG6m3dPYvN2vYS_YbLjKRW44VrsH4vMx6DW5zv1HK3Ns7Y6N8Ng7n5M_hB6W5vRyxs3PXHhqN7wR4XrPqCYtW7xZM_J7lJq7PVG--pS2fQGLJW28mBD342GpnXdTJ7fT04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2023/03/[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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3qgz0W7lCdLW6lZ3pwW5kCs7c7SSGxWW3CNDKx7B8yK8W26M_714CQFtvW8y87NY4kynBFW92tZy46gT3CNW9cb69w5LKZLsW1J0wsl5wqn4lW3JQ_gY8clzk9W93M0Ch5TsFhjW2DhBm05jkR8JW5J8ykY83J5_NW6NsgTd3p5XV-VnnKzh79nCG8W8LMH7W1dByGlW4bCq4P3nxSxmN45nG3F7HYZ3N27zltYl2DgWW12kzyZ2cnYkMW8wRgZ_311p1JW5xQzFx2lMWSyW1LWD9V59FdJJW1tKtV683mhRkW1VgfCm2r5msWW1c8wgC43NfXSf4kpMq-04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="wX3el9Zg" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/86596adc-thenewstack_campaign_banner_1.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Your Internal Development Platform Has New Demands </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">90% of enterprises have adopted platform engineering — but AI workloads, autonomous agents, security and cost volatility are pushing platforms to hit a ceiling. Broadcom defines what is next for Platform Engineering.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3qgz0W7lCdLW6lZ3kNW7wM4j58v3sHxW3CTnsy76cvLsW7M-b4y2DcFmwW1Qq3xW2K7pfSW1N9RRp3_hXjcW25KCP72hk3T2W6ZpLT66Y6K3pVjXCs74_yZ4sN18gzMKjYnSTW6XQHwp13sb58W1FJg8m4S-yztW4PZ30B8fgyd0W2B6kFc4cHwf3W33JLzp2rbzQgW8xrGlR4DJLT-W5bzK9V7FLK53W1Z9Q5m571vssN1LPYs6RBLgDW4bkNTd6fqjRBW1fqKK96szZtcW5GVl903hXjf1W1xYw_B4tJjLLW7Jn-4w13d4SjVhdCSj1VXCpMf6xPvx004" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="xfhxGKI0" target="_blank">Download the White Paper</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">OpenAI's GPT-Red automates prompt injection testing to harden AI agents</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3kPW6Mw-V379ng_KW7ZNyQz6y0FzWW6lgjQN1s_rMCVq9nhK5gJ78YW3XB7Kr6q3vlZW62MDbn3Zx84hW9dvqHB2GPVxXW8Wv50C1Qj5h7W5P0xHx12yG6gW1Sc9bT2X5kZBW63bscB5mWQN4W5HDBl12LrVl8N8q-d0ZsWg_kVwy-JG4gQcP6W8hS7rr6bClYSF41kBdmW1f7V447vQ8bsPKdW4B-qB895xhtpW6d_yWg2d2lz3W36HpzR8dz-yKW7JcXMm3DHHn7W5c799m3J7_TPW8By3wc35xPMCVrGB-93CDSn7W7mHx0k2QXNNCW7YqX9d7lxJj7f4sGSgW04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3lpW1l78d_869gQ0W37k4_H3L9pPxW66b4Fd2DV-JLW6_VZNH2hLrmzW4D2gVR8hLgL-W63HYjH5b8LnVW5b5q7-49W5XzW169y5Y7tPwQxW3b3QF-87GpQDW7B7tfd4Vc3nyW3KLhxp8c7qxvW1xqyTy6yJXnBW3lSbyR6VzPHxM6c3xkNn2d5W2WFF367mSJJ0W3w1tcc8StR9SW36yX7S1CT4m5N2lcNTjQhQ93W76GMzT5W57y8W5SWvh81rY9YxW2B6xnK2sZFkJW7LlVbz1m3hcrW10PTfd781tnwW6kpr7x7VCmthN6Kg2G2YKwmfW8-HyKM9hbj0cf2KTXtK04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="feFwEDGb" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/06/9228c0d6-logan-voss-v0sixwyivly-unsplash-1024x576.jpg" width="524" alt="Featured image for: OpenAI’s GPT-Red automates prompt injection testing to harden AI agents" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> OpenAI's GPT-Red uses self-play reinforcement learning to automate prompt injection testing at scale, already hardening GPT-5.6 against attacks without increasing over-refusals. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Now that AI agents are performing real tasks rather than just generating text, the old methods of manual security testing can no longer keep up. Relying on human researchers to manually discover vulnerabilities one by one is too slow for the agents. Enter GPT-Red. OpenAI on Wednesday unveiled an automated red-teaming system... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3pwW1QXSRw5ZdS3VW6fNkqf1MGWbXW1x176x64fFY3W4m-m7t5jVKLNW4n8HTS2th6TMW9dkFxV44ZWv2W4XBmgK35QXBbW7nm8FB7xrCSXW6Ws4y92sMRYQVNJTSH5LJCGnN5jvt5hLhB-TW182GtC1HvGvQW76lsjj7CrxBZW5qPrVc6HGVlLW8vzT0j8T76CBW5CM8Lg5BctrhW47JH9x8Hw7S8W38HkZR6mXfjsW6448RC7fmQCHW1nfSjY6Xn4R5W6bq7lh8hgtjPW54d-h22_pVdxW6Kvvvj913g51V8QRYc2C8w_rW8R8HWd6zJM1_W7D7TX02JGDc6f1vn6qH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="ho1Haa8S" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Software Development</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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3mDW55F-4z67PT7NW8DVHlj8KV6XgW7c0N799hvg8nN4KRT1VPgVypW1pS67L3BtrbqW7KJF1J4T_gwtN2xXLw2hDpMsW1JBTMm7_bRPnN94KNwLHyrKGW8_b4Fl5BV_ZnN3J4x5g8MkN5N41SWbmzP3NyW6hQgW6838Kp-W6jNKTY8FkQv8W8g82yp1DDxQWW133qbD6SFxqXW7s3JYH2y4XZCVMsM343dlvTDW4FwDzw1FwZvrW3trdW57lFtR8W8nBwsY65BmcMW1T1gf62PDQ5wW5mczyW44dkvWW7wkrBc2mK0TLW69crC43djmwlW2Q1W7h3NhHT2dhzcg004" data-hs-link-id="0" data-hs-link-id-v2="Eu/Wm1q2" target="_blank">AI hasn't shifted the bottleneck from coding to code review</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3kQW81gdsK2Gw5wJW7mLBFk7n5ZwZW3C60Rq7dfpxVW75zBXX3gfs4XW6Pg9Dg2h2h9zW4ZKfNF82z4-KW1g2qnl5JQfj5W32j0mp3f6k6JW8_P56W3X5JnmW41HXQr6TzmwNW2GWbrB17-NyTW29BjPS11kPy-W45g0x03MnfGpVWd9f59kYN0tW5tTLyd34HrDSW5KrVHz39Rk6kW1hRcV555fx-YW689sWl7CM5n_W1h5-Tq9kwtDDW5hP0LR6s60SjW7zCg1v8_thQZW53RVrR2rYBZlW5_K2tM3qqsXyW39nfVX2Qn9_MN7Dc_HCY2TnmW3fVNjr3wKyv2f6Qnq7z04" data-hs-link-id="0" data-hs-link-id-v2="nYu0fH2f" target="_blank"> Steve Fenton </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 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">TOOLS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Developer tools</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbTl3qgz0W8wLKSR6lZ3kMW22qP1r8-dfXJW4vjTzS6__7JxW40n2Gn1dnlS-W5S4xG_2yMyYfVswr_M3n9Th4N8YSZP-l0t5yW4pDRHX6zpG2LW1M2wyk86_30_W1Lmf8198Hv8qVQSMZD2FtTsFW2sVz7z7t36MkW5ZJR116xnklmW13DpbV8jQS9DW7lK38J5R2nlWW7BFxgc4wMJ7MW7zv9J65wv-NVW7c2Nlp329sqFW53CnSQ2c_KNtW2HpF0M7wfqG-W68xc2y3ptvZdW43pn0n4z1NqsVznZwg82V_G6W3TbQ-477B59VW5YmtdY7J395hVG1PT212vHPbW5C6zjq8wmGdWW4BKlWx40n_sMW6L9T_g6sjpS_f231qnM04" data-hs-link-id="1" data-hs-link-id-v2="V5NJnhK1" target="_blank">GoDaddy opened its registrar to AI agents. Then it had to build guardrails.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3mJW6Xs-l34gJQc-W1q5M_63cw5hLW7JvqSW96mc2LW51vYc579tCfsN19S6Ls2cHmkW4yx8j075TZRKW51cqhV8CCgbfW1yW10s50hDngW3XypdX3gf_WvVQvmY92YND12W90CYMm5v1nXzW5pgzWs7Z7QWVW8SkXrB4cj0YrW5tgn918VR2v-W56kK1x2cPPFbW1vBD9g2SCShYV1SdDx4WJfnYN5QqJy5G7GBpW1S9vC07JzhkgW2p9T8h1NW9Y8W2H-GgZ4XXWvpW3PW6n52GddR7W2-7RHg67Vjc-W4D23Cs5M4cV1W4BYnHX1wr71DW6fJbVc4VX76_f43WT8M04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Platform 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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3mfW4wKkLm4X_zhqW3MjtGS6Q5WbHMj4lTM7152yW76F9dh1C1s3NMpj2t8cGz-8W86klSX3JDHy3W4n66Wz3RGVQ1VfqYN11NP7FSW66Jgpz58VB2GW4nYcFb85kdXGW4mNszB3S4qCnW2Kct204jdJRKW4vZ-fG5W67CpN5NXNwXZ_Vc9N4ylw0CVvBN7W5X7q-09bH7XvW9cS1986JtsKHW2pmTv73ZmwPdVQ58xj50JHVsVhqlGL5-6Hf9N7Rytnqfz2zlW1YQDB-5hkb8xW11Mmb94rhTR-W7b2bP07DWxGsW209NwQ1xnz7JW6RhTPz1bz9LPd7S_Bv04" data-hs-link-id="0" data-hs-link-id-v2="1+WYzV/a" target="_blank">You don't have a deployment problem. You have a validation problem.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3lPW1WvcK18ptYwsW3srL4z7yS9CkVF5hbp2xJCFXMXt7gvBh9chW2GqFJc81_w5lW535jmw6zSQ7wW6410kn4yktbyVSpWRL4LRFW5W1qN0CJ1Bmj7TW2nSGFJ1WXXvWVvwGS41HBjKVVCqGnD8BgF9HW28WXWF2lJFdvW5X5-z81HLxy_W4znKP-8mJ_lGW3VnTQY3BQgblW8G1C_n5Mm8WfW6PM_Pm7f9Ww4N9dPs06L3SFCVZfSlX2J9mWXN3qSqMhn_TRlW5VVgQB262z1BW59-kgX7TPsdVW3z7Ztl3x6mQyW4HSWk74mQ2kPV1RzM16FYs2Hf1yfxvR04" data-hs-link-id="0" data-hs-link-id-v2="o9L0BuRn" target="_blank"> Arjun Iyer </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3lxN8G0sbbTJyCqW6-9G-v2ZgtKtN1zhP17KbdMjW2NvWKF1nHPKrW2LzyRY4Xc1S0W6jCR-m7CBVpmW6j_XSp6pQqsYW8D4jqW1ZsxwqW3WFGBc5_rKxGN191_HrnZ-rxN71GlZXPhgKFW2yFX7M6F4wyJW18NKPH8-vqyBW8v0zQx4k_phvW6YgmvD4pfl4zW44k9W177P4fSW1NpnBy1CZ67hW6sphks54L3QhW6dGdcc2K1XPGW5GChnX6bhw68W3gxtDQ5vCwqBW2zNM5z3jqBhvW4K6-zz8JKJQ0W4M8K9T3-P44gVm11kP3tff1pW7JTM3X1Yzc8lf6Z3S3l04" data-hs-link-id="0" data-hs-link-id-v2="23Qnl7Mz" target="_blank">Why smarter AI caching sometimes makes everything slower</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3mjW2Y0ZDw4w1QClW2w8_b-95SH0-W7_DGpQ3tCz90W7m6hxz5-SFf2VDhBN88T1XLzW4pyypj6scxLfW7slLbq7gy-0hN4vvQwRHskfkVHHcG17PBSK-W9l3QBR6162cYW2g2P2x4XkwmlW89cQss9c1vwZW5dl8fc1qbbPQMkNRM_mHKl5W4YWq5F2HdZMbW8TSlrk6G5lx6N3xpcCjwf-6RN22sj4b2z-BqV84F6h2fl0f4W7j0r5_1-9yRHW4fcK3j7C7XWmW6vrT7V1lm1PnW3KNNkD8Wg4KKW1xRy5F5xMkvxW4vC5qT3FtnlyW2_2PN27qVGfrf5MsY8M04" data-hs-link-id="0" data-hs-link-id-v2="s/BCl3Yv" target="_blank"> Zziwa Raymond Ian </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--5" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3ncW54t2zV41fmLnW4JkW644rb0YkW4t1-7V2NLVS5W7gBx0R40DKj9W7ywmsk2ltgrgW7y5Q_06RtPVNW45H29q8qQRbQW3RDn7K6yxx45W5qyqmf9dxLZ4W8Y5hTX4VK6ZdW5-mF505FWM3sVWJ7Lm4XcyKfW898MHG8m7TgjVnTg0Y417FsRW746dXl3W0Gy_W3H-qCF7lQxMdW8QPWNK2wdGVgW12lDGT4g0y88W6JBQgl37nP6kW1pKQRZ9541r0Vjgtdt8nbYJsW7GHkrK1hgk9mW6sqz056yYfPsN6gQ15hXZ1wyW7-BK-m6hCRxnW6MpZpT4C9vw5dwDfKC04" data-hs-link-id="1" data-hs-link-id-v2="OTMBQFkk" target="_blank">Linux creator Linus Torvalds tells AI haters to walk away from Linux, or go fork it&nbsp;</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23qgz0W7Y8-PT6lZ3lRW7zPsxG8l86FzW8n1xdk7-X5jfW4GwtVl4SxwLBVgS4HB4Y0G2tN14gsNSTvNH7W6Wdp771jrLkvW2jWNf76bfCzwW3BFdFd5nrww-W6Cbd4D73x64GW7nzjPF2bD9XwW4cl_HF4g3kVWW43SCYj2tFN0RN1GP4wNy7yCjN7CsbdCsdcSjW7_pwff7-L1rmW6fZf0f5dCqfhV3Hkcc31Kyz-VjS7K-6QXNYHN5tdgDvTlqY8W8px98Q1N3w9KW96ck939k4CyPN4wVKTq8bQLGW6cXn755vbgh-W1QvdbL5Rp8GjVf6kzs3yx6qLW5rY0qr797BHrf9c_84004" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2025/01/[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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23hCZYW7Y8-PT6lZ3ndN6ZxwtpqnzD7VLY67G74RYGwW5DFWvd1RV_CXVGn3nL6G6PRRW2MQ4tW8_xSRQW1Xb9KZ3GHxdhW1WF1np7tKb2mW3gKY-h4fwrgVW3l-VzB60nSJwW84WXql6Km1JyW6TQ4bp2Q91MCW1tc3ZQ3sXpc1W9jXkt32Y-CJSW251LlW6QjTRgN8DrLD2d48YYN7m5Gp93FdYLW2nsrbq7063VwW1zlP062wVNslW3VRnmT1P3hwgW71Cq4f8jnLjDT9pWh7X7qnbW2jKHlY2lb2k-W153qB26H-Z0fW7zfRNf4z6szxVblDqH6JBcsZW2_k7Mx2TDSj6f1xkvKx04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="csYrxLjU" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/720b48ed-getty-images-h7nptar_hhu-unsplash-scaled.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Most enterprises will hand root cause analysis to AI agents within two years </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Generative AI and agentic AI are reshaping IT observability, with 85% of orgs already using it. Elastic’s Thaddeus Walsh on agent-led investigations, RCA, and democratizing data access.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23hCZYW7Y8-PT6lZ3mhW24tCnR55NhMZW50NXyt7NtjkQW4rvhmN6cWJ8yW4b1RyX1F-xSlW75zk_G1T6yzSW82jPx47-wTXGW6lsGgL7PDCdCW1_4FFN3H3dMQW7V2Tjs7KGPN2W1Ztl212Z1MRQW4ZpmjT1ZCdb2M2CRp47BH-VW39LDxt5s9H6VW7VdMn056jkGXV8Dsv48MsZBwW3Kz8b637r-fyW9jNHqs2ZKn4PW4x-WKQ6jGrK5W6FZfqJ440dmtW2wvCkK1xPl9CW1Rxrwm22lQ0HW3wZB7f1dmd7TW9gHk1528vycSW33k1gP6fbTN3W3BqP6P6X--JHW34rw2m8LdM6-f8pwnLz04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="SPdh2knm" target="_blank">Read more</a> </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:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">WEBINAR</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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSs5g8t6W6N1X8z6lZ3m4W5f6jQ56DYDXnW6fQS4x4knccXW4rdT2Y5DSsjkW6CQdbZ5rkQP2Vtn2Mr2PDgM2W8m23Xc5gz6L5N4VCc0q85ZwSW65KnPl5Jvh2QV6dxMh5Xv-mmVMxXmC7sCFmZN7Mxbwwjj5dnW3STsJw2Mkj7rW5RcQXT6B2P1cVNP4gL66rx9yW6XXk386YzwxlW7fKqj36g1gpyW6JTtwd7jhST8W8YsGKy3ngcP8N6xT3YxWcrD5W8Gp7xm3Ml4_0W6JT-x07wfPktW1DC57v7TfmtNW53pdZr7cnxFXW4hgFPz96HYK2W5gc7jP4HW6zjW4F92b-7Y52k-W75bjT43nJm2mW61MCCf1Vv0P8V7D0NH8KQcDDW2_y3Tl7qX61TW3sXcYK7vZxMSW8vB7WV1q5MX9W4zhNr52CFFbZV10R3V6v7q_cW23VnCb5FMHClW5dqX9-8HLh6HW2xRtpt1scxJpV9H-TY1LJbJLf6qYlN204" data-hs-link-id="0" data-hs-link-id-v2="RFPCHj78" target="_blank"> OpenSearch vs. the black box: one open-source stack for traditional observability and AI agent evaluation </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Logs, metrics, and traces work great — until an AI agent starts hallucinating or overconsuming. Join us live on July 22 as we walk through how to monitor traditional services and evaluate AI agent behavior in production with a single open-source stack built on OpenSearch and OpenTelemetry. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSs5g8t6W6N1X8z6lZ3lgW1X27XC8TbFwzW8fDtZy1D3_KvW7zjzPN4dzM40N7K3mb-Hj6DKW3_Vmwj57CrcGW5Gqgy-56xMGDW357bWd8H1rBmV18FFN4NV_MtW303vHT2R-GhfN865smBSs2zVVWNr214PFRYhN2jzqLHx87qwW4l8jpp5xwyS9W8qGBqB68-_S_W8Gf72Q8zdSxqW8kJZ8P6Qn3nYW94zcqP3KnZFPW1cLkY91hMJ78W1jgW4524Jt4FW7RNfb-37RGB2VzQP5w2gl2KpMY38wxBmztFW4dC8Rj2kQck_W45Wz7v8Bccg-W6pMx4n6zsxYGW3Wy9xR3bRjZGW2HDDxV5J6zLlW2HC5mc273p4zW3_CgJn5hBGzGW81W-8k5flMf8W2bWdX07vsk1sN2X7V_28b3BBW5RCrHZ6NwQbQN6WQN3fZb0ttW4qvQJq4zwHX0W81GZNg3P6mj-N3Jhz7h-55D8W1gt2b081GGm_f7Lmdjs04" data-hs-link-id="1" data-hs-link-id-v2="3WzMfC8J" target="_blank"> Register now </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">AGENT</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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbTl3hCZYW8wLKSR6lZ3n4W6-HGw14rFGgtW6x27lq6jmCcxW6ZZQBJ4z9Ky2W3HlKT-4_VwYmW4gbqrt4GRNl3W71VG6c4BXfKpW4t0vn15mtXyvW8cq1gL5ZzWDDN9gwxckW9gBYW7pRYtw8lLYxTW3GV0Wv2SkYgkW31yqXc7rd7VnW4XrZvv91pHgsW2TwH3g4H3QmtW86v0j76pdkwkW2pTFdG2btyQNN6pLh2SFHCm8W4vdLPm46v7mlN3j62J64fNmgW8J6_cW6KvVFSW3BdNjW5DgXpMW158p9F2N4FLwW6sswhk7bK2LGW4_rW5K8gF4scW95wKlB1KlYHzW6RT_0F4_kt-ZW7BLjnC965CN9W4NVdvT2hGj5vf8mCjpF04" data-hs-link-id="0" data-hs-link-id-v2="WQJWBTaO" target="_blank"> How to run end-to-end tests with Claude Code </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Coding agents like Claude Code can be used for a wide variety of tasks. The number one task you might think of is to actually implement code. Learn how to increase the effectiveness of your coding agents through end-to-end testing. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbTl3hCZYW8wLKSR6lZ3p-V9bPcq6Kgl3WW8GtVjW5RrHWBW8sMB6H5jGQDLW8MstCJ5qwCqSVnlb_R32Z0V9N6sp6wlr0H6zW7Dd5db1Cn7JfVBrmRg1T3gT1VFhm4h5L-sx8Vxq0sw5DfWfLW4pRXR31jx2CxVDJ-hR8xGRJ3W8JG2y_5w1_6CW8K230S5jNVMPV26xtB6vT4dkW5nS8qd2bvgGLVF6kCG1d8rhRW68J13P2gVwjGW622k9l84b6W8W525Ylx7cxBdmW4r_fJw7CVtLrW3b75Xn42_yPGW2lXXZK6Kyvv8VMR7jS12JDSHW7hwGr95LLxNhW7GCX1_1qvq9XW4mF1wp8Fjrc3W5qrfrf60QTcwf5hMLWn04" data-hs-link-id="1" data-hs-link-id-v2="S0gyg52s" target="_blank"> Read on Towards Data Science </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">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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3hCZYW7lCdLW6lZ3ksW5-NJ2f46RC6mW2NDCN_4v8NrPW23Dxzp2hzCWzW11LJV943NGdWW2L3xkH3cJ0fDW74nsmx8bgMJQW893KGG26SL4JW4LCRKl8_xhyhW7rRRLs5C8kN9W6NHT7D4NSJpdW5h1_Rj1k2HgnVKRh-48dqK3NV7Sprv8k7mddW9fJWwD7vQS69W72x16C6m59F7V688XL5sPcqTW37RMWn1lCMjZW5ybX0g3J-r20W2g1Spp8dyZ_4W5G7M1D6d_xZvW2B6fG48tpYBHW3bYk_G1-tyt9W4jVXHQ4mc4WdV5mmc22PcvHmf34Bn4j04" data-hs-link-id="0" data-hs-link-id-v2="/0IwDfRg" target="_blank"> Palantir’s Alex Karp and Mistral’s Arthur Mensch agree: AI lock-in is coming for enterprises </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Palantir's Alex Karp and Mistral's Arthur Mensch are making the same case from different angles: Don't let closed AI providers control your data and deployment. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3hCZYW7lCdLW6lZ3m3N4nvXXTyf-7wW1FgdJ3303HRdW5QT04s7rY2-bW5DKC_05-Nrr-W9d6kgy2W3wDZW7cvHXk2sHzr1W14Sdw37vvT0mVBPXgy35573qW8n1H067hLTfkVVtv2x1p3P_fN93LJ23JTPkdN3yzBxxdzKdjVKlWxW7FXMTSVWL53331vLsxW6yNgCt5pDPqzW2dv14x63cqdVW6HzZ4Q8gJkN0W6lr8r86XjWh0W4gMpnW5YwHKYW31Vvbj9jB1L8VY1Gwr5lQTlHW7B4cGK3rj-vvW7Gkpp_1YQtSkW2fw1NS8W4PC1f3Fg2SP04" data-hs-link-id="1" data-hs-link-id-v2="KLLTfuR2" target="_blank"> Read the article </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; 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/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbRz5nR3bW50kH_H6lZ3pWW4QVzb619HyHnW5TJKD_3QPyrkW7wMnRr1sdXFBW2K2DWH5sRMywW4qxMDL22vN_7W7_cjqf1bY4dmW70B3qZ1s4lJXW1VQB1Z2h8SzvW7jBT8q7lXdD1VN26vy59jqxHW1WX3Qh2GfS9KW1ml0RR1MRqJvW2thx0C2Hk06BV_Czs35n1TkGW7hstK-4fvwxxN1yVhg5VBl_9W6NVSlh8ZH-8vVPRR7d54Sn_sW6DsHw-7rMyGWN8-T1QD469yNW517H4n1g2XC0W46b8JM3j0rKhW7TwD3b5s0qm4N7ghlYk25dPnW7_0y6l4km8_XW1QGRYR5-Jff0W6hSD3Q4HZBCrW7wTGJx1mKrBSVdwMjD7qNvY6W2ghSkx3fvp_3W7j-Fxs7gt2D3W5vwHHZ20tvQrf3TtLn-04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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                                    Plus: OpenAI GPT-Red automates prompt injection testing to harden AI agents

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July 17, 2026

Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSs3prCCW6N1vHY6lZ3lFN1_h12dsbcYYW12d2-C1ZyHhTW7wyrMB32yLzpW1228n96KFRYPW5ZdFNz9hCs30F75K9dB7lQxN8HLQ3lNx7K0W6tYStR8gXyqRN8Mt-4cV4FfJW967-S61LbqJMW8GVRgd8L_72fW7hqcBH4DR19WW8WWbqZ2Gdd3nW8BdMdy5vT2PdW6MzSBp4fl00rW3p_Gbj64xypxW2KhPhf4g_XCQVbkGkv7t0xMKW2yFWRM4KvGkPW9cPpfT69pmmWW1RVqzq8mW0WcW5Jhy9R9017mFf67LrST04 )

Linus Torvalds just reversed his stance on AI

Creator of the Linux kernel, Linus Torvalds, has refreshed his stance on the use of AI in software development, reports TNS contributor Adrian Bridgwater in today’s lead story.

Traditionally a staunch guardian of human-centric code quality and previously somewhat dismissive of AI, Torvalds has now pivoted to come out flags-waving, ready to support its use across the Linux codebase.

“I realize that some people really dislike AI, but this is an area where I’m willing to absolutely put my foot down as the top-level maintainer,” Torvalds writes in a statement posted on the lore.kernel.org mailing list archive service. “Linux is not one of those anti-AI projects, and if somebody has issues with that, they can do the open-source thing and fork it. Or just walk away.”

The famously opinionated Finnish-American confirmed that he regards AI as a tool, “just like other tools we [software engineers] use,” and further agreed that “it’s clearly a useful one” today.

With some balance, Torvalds also conceded that, as of now, it’s “tough to know what the AI economy will look like” in the end.

Go deeper: Linux creator Linus Torvalds tells AI haters to walk away from Linux, or go fork it  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3nRW13bWNq65pQkFN8blp2pgphdlW91bxYH2qxbbTN8GbPP8k14n_W49jrzF3cBH2DW5g4-Zf4WQT_pW57-zNY9ghzFkW6lZJ195V9cJgW4Vpcs07YjYnSW1YFgJx73d5s4W8Ll8qj7Z1PQpW6dDmp38zB3kgW4VnCTQ8sm3GvW1PwVJH7BNDsVW1nFFdy2m9rTcVxJJXj7TXSCdW1pPddV2V3HyPF4fSwH4_7CLW5vl3-l1TybTfVnbf0C2FRLmpW6HfGxB49C_6zN8PWC-zS72BkW7GHCb25PkN1PVXVTjL3hh5HGd9YZqW04 )

More fresh reads from TNS:

▹ GoDaddy opened its registrar to AI agents. Then it had to build guardrails. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3mRW71H8tr7_x-g5N5DpQXRtyPTRW3G7LJG3srKWmW998bJ35XR0NJW2hGs7H2Gl_GlW5t5h325w_WB7W5PfHzV4jlHpZW46zs-y6vvLdDMsV_vB9v9LlW4lLbb02V3fzbN5cBn4MDYPKKW68nF3J47W9MpW8HG0dg4p_FsWW39vypW4tSxHQW506BqG6XY_7VW3MVLK38lLZpSW5Czchm2lRf6QN3KQs1SRWrZ6W3tYr4G3dVxKJW749RFl1hJgL3W8P9tJr6r77dBVR4WwB1sFdJCW60ntQv3KFTlBW4FpmLr6H-Jl7W4T9FLj8f7mSRW7svlSD4zzXmGf88d8_l04 )

▹ OpenAI’s GPT-Red automates prompt injection testing to harden AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3k_W6f14hG53WrqmW4Lp0fP2D6hFdW6YpXT01v9wsRW4R7NvH7S-_pWW3jyzpf58DG1jN4BFV6Lg68y8W78gxSf9dJRS1N2QG0FVVc_pNW4Y5GFN91gr3nW6LLXWK22vxMcVk6V_y2DBhgvW4-7kjk8-T5t6W7-wsHf9ldYPmW98NVWv6Xy-ZnW6H6H3X7BdsgvW94lVM71zVYz8W1RBXDD6wFV2WVXyvPF3vPKsLW1Tyhdm7SWTGpV-KhcF8B2QcHW1DTLjs5mNhltW1tKcKT18L22_W8yGwJY2WQ2Q3VdCFYq4M5XVHW4PBFGC7hMpt2W5VZwPw8HjxGyf5ZqMWC04 )

▹ “There are no laws, only suggestions”: What AI agents do with your instructions (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3lhW9kmQ9f9bdbRyW2pdslH3bT-ZbW1-2mKN3fyPfcVmVy9D2DBrh2W8L2mt84g70CmW4w9BBD5wslnnN2M8SJCT4QJJW7487-D2_Bxh4W6bV5bB2zHqYKW55ydv44mJfjZW6mpkck66nBgXW2GkvcB892xtjW8hXxG62KDv-jW4TWRHY50htRfW82yXrk4P79MSW85lqGw9c98NFVDbly37NWrB5W858W5322cC3RW8SmfFh8CCx0QW8N4lKB6wRZyYW8fwJWW4tsfBkW6Kxqx18DmCH4W5CL83_8qyPwGW8Rlvny6_bc3Xf2JF5fg04 )

by  Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3nrN9lykc2Ry_hHN3M58HgfWZBMW7-Hb635bs5D_VCKFJg4RL6XWW5VbJh83c0vN5W4Rbg186n2nlXW5vs7R47WDX8DW3VbsRc88syyVN5KQF1LMZL2lVHWr-q6ftYs6W9dFZ9r7n_D_sW99rw5L54yjVJW9hcZjY9dkvJzW6D3dvz2FMPZvW72x8tV96jC9gW3cWb291RT9YzW8JD0_c67xwxWW5snDy75jRdq8W6t_9-C5ZZBqxW6Lgz1N3VjZpJW8gTZww1DR-7YW4lyvKT7sRw0wW4zS3vS75zVXSW6JnVT-11rNh4f1-mMrz04 )

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Download the White Paper (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSs3prCCW6N1vHY6lZ3lFN1_h12dsbcYYW12d2-C1ZyHhTW7wyrMB32yLzpW1228n96KFRYPW5ZdFNz9hCs30F75K9dB7lQxN8HLQ3lNx7K0W6tYStR8gXyqRN8Mt-4cV4FfJW967-S61LbqJMW8GVRgd8L_72fW7hqcBH4DR19WW8WWbqZ2Gdd3nW8BdMdy5vT2PdW6MzSBp4fl00rW3p_Gbj64xypxW2KhPhf4g_XCQVbkGkv7t0xMKW2yFWRM4KvGkPW9cPpfT69pmmWW1RVqzq8mW0WcW5Jhy9R9017mFf67LrST04 )

TOP OF THE STACK

OpenAI's GPT-Red automates prompt injection testing to harden AI agents

by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3n0W6mRS9d74Gj9YVTdCsd5ZTFD9W4s35HV7T532tN7VqXx6prdk0VSQJ8B6Nm30hVJdHKb47DZ4tW2vVzbk8Wt2d-W8T9vYQ39ZHV_W84cWDH5jKPmTN2JnmnQS1jPKW7B2KmW50g5qWW2TF5dc1C9yfXW4G6zyc7khxGnVrt35Y3v4xxHN7CrYw34MJ4XW8lCGsm4BS6y_W4j7YHc1PfNMFVwlcpg5-3csMW87z3DS5kDVc6W1dtfl23z-BYVW9fCbC99g4WwfN1MTtkJwkmH2W7kxvCn7M1JhyW3n6N5Q3gtRQ4f5-K2GK04 )
Featured image for: OpenAI’s GPT-Red automates prompt injection testing to harden AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3k_W6f14hG53WrqmW4Lp0fP2D6hFdW6YpXT01v9wsRW4R7NvH7S-_pWW3jyzpf58DG1jN4BFV6Lg68y8W78gxSf9dJRS1N2QG0FVVc_pNW4Y5GFN91gr3nW6LLXWK22vxMcVk6V_y2DBhgvW4-7kjk8-T5t6W7-wsHf9ldYPmW98NVWv6Xy-ZnW6H6H3X7BdsgvW94lVM71zVYz8W1RBXDD6wFV2WVXyvPF3vPKsLW1Tyhdm7SWTGpV-KhcF8B2QcHW1DTLjs5mNhltW1tKcKT18L22_W8yGwJY2WQ2Q3VdCFYq4M5XVHW4PBFGC7hMpt2W5VZwPw8HjxGyf5ZqMWC04 )

OpenAI's GPT-Red uses self-play reinforcement learning to automate prompt injection testing at scale, already hardening GPT-5.6 against attacks without increasing over-refusals.

Now that AI agents are performing real tasks rather than just generating text, the old methods of manual security testing can no longer keep up. Relying on human researchers to manually discover vulnerabilities one by one is too slow for the agents. Enter GPT-Red. OpenAI on Wednesday unveiled an automated red-teaming system...

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3k_W6f14hG53WrqmW4Lp0fP2D6hFdW6YpXT01v9wsRW4R7NvH7S-_pWW3jyzpf58DG1jN4BFV6Lg68y8W78gxSf9dJRS1N2QG0FVVc_pNW4Y5GFN91gr3nW6LLXWK22vxMcVk6V_y2DBhgvW4-7kjk8-T5t6W7-wsHf9ldYPmW98NVWv6Xy-ZnW6H6H3X7BdsgvW94lVM71zVYz8W1RBXDD6wFV2WVXyvPF3vPKsLW1Tyhdm7SWTGpV-KhcF8B2QcHW1DTLjs5mNhltW1tKcKT18L22_W8yGwJY2WQ2Q3VdCFYq4M5XVHW4PBFGC7hMpt2W5VZwPw8HjxGyf5ZqMWC04 )

WHAT ELSE IS NEW?

TAKES

Software Development

AI hasn't shifted the bottleneck from coding to code review (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3mKW7yC6kZ42hvtBW234zRP54mrxLW7DBzh-3XpH43W5_ttg41S_XNFW40F_w47DfkpNN7V57Yy_ZJvvW8-7l3946tdqFVZj5ww1f6tQjW9hXy0C2DD8KXN5kflhckkc4TW5nxXp06FmSXYW2wLFcj1yDxvkW8x1JmD6Ttv0FW7NK6xL6V7F6wVXlkDJ2-gvlTW7qzbCM1p-BMTW2b6mST5sPBvSW1R4n6g8StQysW2VcGMn8KZCfgW1-tyhf81fgjtV92d6-3WTsXnW4PGJjq9dWZDWW7G1GTH4FzfPFW51FL-B8GvRNGf8x70MM04 )

by  Steve Fenton  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3mKW51gXYz7yz4znW1wgckn4bqKygW4T92b05pK8xBW56y6MK66CBG9N14b4G0PW5n_W5ZzBh97FSDX-VrGFv7456nZ9N2d3015zWLDNW4wc9YB1mQp23W4F32hs6kgbKqW654GYl4lHGz1W7m6DJH7Sf2VMW7VpX1Q6LB9W6V5hDn-8-889WW3SD-xB3BRGxTW7zKM1c28HprvW6Qw6NM7HNRkKN69kkP99rgYWW3t7-Ls1h1Vk1W57wN9x6rRKbFW2YT3Bg1pTQ05W3sZDxB82cYJTN2XSBlPn4DxSW46mLb82Bb_Zyf1K69sx04 )

TOOLS

Developer tools

GoDaddy opened its registrar to AI agents. Then it had to build guardrails. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3mRW71H8tr7_x-g5N5DpQXRtyPTRW3G7LJG3srKWmW998bJ35XR0NJW2hGs7H2Gl_GlW5t5h325w_WB7W5PfHzV4jlHpZW46zs-y6vvLdDMsV_vB9v9LlW4lLbb02V3fzbN5cBn4MDYPKKW68nF3J47W9MpW8HG0dg4p_FsWW39vypW4tSxHQW506BqG6XY_7VW3MVLK38lLZpSW5Czchm2lRf6QN3KQs1SRWrZ6W3tYr4G3dVxKJW749RFl1hJgL3W8P9tJr6r77dBVR4WwB1sFdJCW60ntQv3KFTlBW4FpmLr6H-Jl7W4T9FLj8f7mSRW7svlSD4zzXmGf88d8_l04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3n0W6mRS9d74Gj9YVTdCsd5ZTFD9W4s35HV7T532tN7VqXx6prdk0VSQJ8B6Nm30hVJdHKb47DZ4tW2vVzbk8Wt2d-W8T9vYQ39ZHV_W84cWDH5jKPmTN2JnmnQS1jPKW7B2KmW50g5qWW2TF5dc1C9yfXW4G6zyc7khxGnVrt35Y3v4xxHN7CrYw34MJ4XW8lCGsm4BS6y_W4j7YHc1PfNMFVwlcpg5-3csMW87z3DS5kDVc6W1dtfl23z-BYVW9fCbC99g4WwfN1MTtkJwkmH2W7kxvCn7M1JhyW3n6N5Q3gtRQ4f5-K2GK04 )

TAKES

Platform Engineering

You don't have a deployment problem. You have a validation problem. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3mfW3z_mpJ98kq3KW7dyp8j97lvrPVGf9bB3s_KCTW3jR8Y77ZZSL0W2DlBKb8nQXzzN5TN0fc2hRftW6DD6W63HtsZYW1BFHj71BCL5sN8qW8DZsWHpTW5vzc2W1_PGxkW38k1sK5NqkjVVrdLm12-hWc0W8GlXyS5tKw07W3qLy1r94pHWbW95srDv6Vm5DKW51YtV68ZT87HW3x9_Bv54gK4VW3C2N7C86LpB3W2dRtJW9fT9-xW721cHM61vXJBW2TJg_S6jMkSvVJLSYD5B5w1hW7-wXBt4c_RqYW8_jH7f50YzbGW5CHLq68DjKt8W87snyc7f7MVlf957hZb04 )

by  Arjun Iyer  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3nJVh8bMT6q_MScW8SWcnj1rB7JRW5yb3Wl1Fnn31W4kHbFv4br9GdW62yj_c1ThHnbW62Mwdj8m37RJW6LV2yq6kY0CbW8ZbMcG7s-1crW4wfZ_W5mLzkJW8KDgkj8XKxMyW7b4-2D1DP9WFW8c2s0z8sTrG7W366qg818KcC1W8v5rrZ561ZQrW6Qk6yj7r8cGhW3SZ0FM4RyjnjW8D05N27mQs8YW8VTZ1k6wJk4YW2gCKTk7ZPG2FW2Rhtwf8xvwnBW5yMvYm93SDqmW8T7r8b6rVbfLW2B2mx14zXzmCW86XSV47r5xhSf6ggtfg04 )

TAKES

AI Infrastructure

Why smarter AI caching sometimes makes everything slower (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23prCCW7Y8-PT6lZ3pGW88zXCR8TgRrlW2RKm1d3HJMBsW2L5C8C83K_PzW3nqGZQ5GBg3hW88r-dC8Rzt1fW3Pf7Fb8plvD6W1KXnbX4n42XhW3k398k3tPcbTW36tM6C5xyrh8W9cR5lL7tCgKbW1KZqSw6BqzRVN26k79M-ZJjYW3rL59k1cxbhQN1-3ls7MWlzBW7BGPMv4sYf-1W5Zs4Lg1LYXd3W5Jbr6z9krs64W1hgBTk64z5KCW7lYWD61gDrc7N8Lr8v91C1HDW2j708040xLVjW7HqHVB2bBpVLW5-PwkN1KL0bLN3dLKxN5ncpbW6gCG7X2rVrLhW7YnQZL4Rw9t0f96p_dd04 )

by  Zziwa Raymond Ian  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3nKW6pqrTV2xTN8XW3HVMBp1khj4fW2QBPDx7lBVg8N50W3qZ5rTWNW2qRdnV9ldBG6W5_BZND87fMMZW6qbSXs8rjGsCW159MbX1l4GnSW5WDmMC9fRVkRW6CjTQm4T2ld_W38jVZ51YQQxrW3LHvVs7bDTXyW4MPjzH3KfPGvF6cYqG31r1tW3YW51w2g9JZ6W2KlfTy7Llkp0W13GpxN5VBJJsW16sXKy3FP1FpW3pLqDQ5rx-K8W7JqrGC21GP9mW7YZyPZ26BnwkW6HS9qr4qb__WV_Qsw94C65jHW2RKSVC7yvfCdf6gjN1K04 )

TAKES

AI Engineering

Linux creator Linus Torvalds tells AI haters to walk away from Linux, or go fork it  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3nRW13bWNq65pQkFN8blp2pgphdlW91bxYH2qxbbTN8GbPP8k14n_W49jrzF3cBH2DW5g4-Zf4WQT_pW57-zNY9ghzFkW6lZJ195V9cJgW4Vpcs07YjYnSW1YFgJx73d5s4W8Ll8qj7Z1PQpW6dDmp38zB3kgW4VnCTQ8sm3GvW1PwVJH7BNDsVW1nFFdy2m9rTcVxJJXj7TXSCdW1pPddV2V3HyPF4fSwH4_7CLW5vl3-l1TybTfVnbf0C2FRLmpW6HfGxB49C_6zN8PWC-zS72BkW7GHCb25PkN1PVXVTjL3hh5HGd9YZqW04 )

by  Adrian Bridgwater  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSM3prCCW7lCdLW6lZ3pGW2Nkygc1GlqwqVlsZPw3nlYzrN4rBP1tvkszQW56-MTq11SfLDW1X93Bq8VkdytN8lH122MG_3wW83BPrj6dsmK3W4s_Hxy8092xcVMplGJ16vnPDV2SWKH1vL4hwW6t11qs8plt_pMJLgdSx1SSGVXlJND7qsNvjW69NFYY1nd8mWW3GXP6x5R9yS8W6Km9ZH7TrtvKW7HYXZc1DVb12VFBlNw9bBGr9W396j8392hxvfW56Z5TM5qpmv_W55Gv0T4jDpRFW2WlDjt7qW2PxN8bGpdG-gT-3W5wMdW612M5KndtY7Vv04 )

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Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23gP0xW7Y8-PT6lZ3ncW5g7Pvg7rX92XW8xHgJV93MqjfW1Kt5Wl5zq8zTW73ksFy3Fv1RsW2TwWfs6PW9jGW648ylW6nwYP2VxGVq-2yjpdvW21xL1R8rGW9MW2_x1j526SQWYW1QBN-M4K45x5N87xhd-lpQb2W93l5YR5c5v6sW50j0YM4XghK0W6yd95J1M1zL_W7yVdK47k8kfYW2SJ_mf7xmzbWVkdPmJ50h0DCW99-GWd7N9WX8N99BWH2DDCtNW734DmK6FzVRqW3z42FB2dMm91W8D-l8p63lSDmW1QP_gq6QvqkYW6k0bHj3G5x69W9h26Yw4Cz-PHW2md_KD858mYWf7bxJq804 )

FLOW STATE

WEBINAR

OpenSearch vs. the black box: one open-source stack for traditional observability and AI agent evaluation  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbS85fkwKW69t95C6lZ3q1W3_2xD25WwvW2W5gKYGF1knDCzW7xWsPT7R910kW3qRXSt341pCfW57M3Dx7BSQG3W6YC8Rm4hzrwhW5R8r8396G_0hW10MCbF2fsLr4N72WS59SJNTPW3cKNMQ5_PcdPW31cz985vX7p5W4HCPn53T9bV4W7cVJmy3j4gwRW8-SwyM66p_z8W3LWGDR6_XWxYW8zP6pn2YJDWYVPFYb98dbDvGW6_rbfN6lP8y8W5rVnV58JX6T5W2dqJlg1ZcZf8W6LdBPZ3TS6scW3Jj4hS1KdYSsW3Qjsjz6_tk84W3Z5myh4cGSPvW44pSqZ3-QND0W40lpby8N79CgN7qhVtrFxCZbVLMgtV42xFWKW3PHHX23cdtmdN3G04VycVp1gW8Ryc5M5twkkDN1mFpK-pm5_TW3V0nz021m9B7W6ldPqv1yywXhW6LrgPZ6vx6HHW26zGxX8Npk6Sf4SY7nd04 )

Logs, metrics, and traces work great — until an AI agent starts hallucinating or overconsuming. Join us live on July 22 as we walk through how to monitor traditional services and evaluate AI agent behavior in production with a single open-source stack built on OpenSearch and OpenTelemetry.

Register now  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbS85fkwKW69t95C6lZ3q1W3_2xD25WwvW2W5gKYGF1knDCzW7xWsPT7R910kW3qRXSt341pCfW57M3Dx7BSQG3W6YC8Rm4hzrwhW5R8r8396G_0hW10MCbF2fsLr4N72WS59SJNTPW3cKNMQ5_PcdPW31cz985vX7p5W4HCPn53T9bV4W7cVJmy3j4gwRW8-SwyM66p_z8W3LWGDR6_XWxYW8zP6pn2YJDWYVPFYb98dbDvGW6_rbfN6lP8y8W5rVnV58JX6T5W2dqJlg1ZcZf8W6LdBPZ3TS6scW3Jj4hS1KdYSsW3Qjsjz6_tk84W3Z5myh4cGSPvW44pSqZ3-QND0W40lpby8N79CgN7qhVtrFxCZbVLMgtV42xFWKW3PHHX23cdtmdN3G04VycVp1gW8Ryc5M5twkkDN1mFpK-pm5_TW3V0nz021m9B7W6ldPqv1yywXhW6LrgPZ6vx6HHW26zGxX8Npk6Sf4SY7nd04 )

AGENT

How to run end-to-end tests with Claude Code  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23gP0xW7Y8-PT6lZ3mPN1mtnrsVk7L9N6flvJrwGYLKN7W8KPX80RGrW4MN8CH3Rt_JhW2Vq-VD5W9J2YW5qvPFY4lrDl5W86kt062G0yx_W7dBbkm2R4R4KW5ckk9-7Wd-T_N5p8clPW4fNLN71LmCphNdxdW4XvbDf173QhCW2-4N9b5fFpmCW81VMK01bj94_W2vcQRS89_fwDW3WP5-76zD_5lW4sbnQL1FgNJVN48-d02Gw011W4Q9fzc5Qts6PW8WBPW14lHPp6W8PSVtj4WLHgDW8vy1Y97RT-2hW1tf4fb4mx8B4W3f8sWY6n81JPW4LRt1L2nnfk2W2yTSdZ7QDLgSf4tXDM404 )

Coding agents like Claude Code can be used for a wide variety of tasks. The number one task you might think of is to actually implement code. Learn how to increase the effectiveness of your coding agents through end-to-end testing.

Read on Towards Data Science  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbT23gP0xW7Y8-PT6lZ3mPN1mtnrsVk7L9N6flvJrwGYLKN7W8KPX80RGrW4MN8CH3Rt_JhW2Vq-VD5W9J2YW5qvPFY4lrDl5W86kt062G0yx_W7dBbkm2R4R4KW5ckk9-7Wd-T_N5p8clPW4fNLN71LmCphNdxdW4XvbDf173QhCW2-4N9b5fFpmCW81VMK01bj94_W2vcQRS89_fwDW3WP5-76zD_5lW4sbnQL1FgNJVN48-d02Gw011W4Q9fzc5Qts6PW8WBPW14lHPp6W8PSVtj4WLHgDW8vy1Y97RT-2hW1tf4fb4mx8B4W3f8sWY6n81JPW4LRt1L2nnfk2W2yTSdZ7QDLgSf4tXDM404 )

INFRA

Palantir’s Alex Karp and Mistral’s Arthur Mensch agree: AI lock-in is coming for enterprises  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSs3gP0xW6N1vHY6lZ3l5W4vnZrq8yydzCW44DgYJ7wcdKrN1B3DXmDJkGPW2b2cBK23QPlDVG-8JD8QShQ-W39kkpT97Qqr9W2KjmQy4kv64-W7CKFPv4hm_Q3N7t71w0CcF44W6F6LrW2Nj87lW6jPQ__193PvLW65fLv16BKQDYVRZMfT8_CmlKW1JX2_27m7yFWW8-9ZyJ7KCjPBW3T1PhL78kwrmW2-Q24C5WR6dgW3q522b5KMcYLW5Z4Ztn7Dnsj4W12TPqy43VKdcW5fCbT17JtX8QW2Qdx712v2KCcf49NBlW04 )

Palantir's Alex Karp and Mistral's Arthur Mensch are making the same case from different angles: Don't let closed AI providers control your data and deployment.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VW8hzb1YsY9zVMVDMv2Gyk42W8SvcRS5RzYHKN5LPbSs3gP0xW6N1vHY6lZ3l5W4vnZrq8yydzCW44DgYJ7wcdKrN1B3DXmDJkGPW2b2cBK23QPlDVG-8JD8QShQ-W39kkpT97Qqr9W2KjmQy4kv64-W7CKFPv4hm_Q3N7t71w0CcF44W6F6LrW2Nj87lW6jPQ__193PvLW65fLv16BKQDYVRZMfT8_CmlKW1JX2_27m7yFWW8-9ZyJ7KCjPBW3T1PhL78kwrmW2-Q24C5WR6dgW3q522b5KMcYLW5Z4Ztn7Dnsj4W12TPqy43VKdcW5fCbT17JtX8QW2Qdx712v2KCcf49NBlW04 )

How did we do today?

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Warning

Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.

It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.

Absolutely ignore those links!