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OpenAI says, “Welcome to the AGI era.”
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Perplexity launches Portable Computer
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Selected Message
From: newsletters@...
To: [email protected]
Date: Wed, 26 Aug 2026 06:04:38 GMT
Subject: Perplexity launches Portable Computer
To: [email protected]
Date: Wed, 26 Aug 2026 06:04:38 GMT
Subject: Perplexity launches Portable Computer
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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’s Jalapeño chip tackles a problem that AI agents make worse ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#48607a">August 26, 2026</span></td>
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<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2026/06/9021806d-dig_logo_blue_web-1.png" 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: #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">Perplexity launches Portable Computer</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><!-- wp:paragraph --></p> <p id="h-perplexity-in-partnership-with-nvidia-has-taken-computer-its-agentic-ai-assistant-and-brought-it-to-the-desktop-in-the-form-of-portable-computer" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Perplexity, in partnership with Nvidia, has taken Computer, its agentic AI assistant, and brought it to the desktop as Portable Computer, reports Frederic Lardinois, Senior Editor for AI, in today’s top story.</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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">While there’s a lot of interest in local AI right now, getting started can still be difficult — and expensive.</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">Portable Computer, announced on Tuesday, definitely makes it easier to get started, but to run it, you need the right kind of machine…<!-- /wp:paragraph --></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsygK3qgz0W8wLKSR6lZ3m7W1mggGK8sYZjvN4vbTKxHlPQWN34yfPmPYPP0Vy5F221KLnpQW1H_2P76yK8vlW7rF0RP7kFDsSW1zN2pK92QT8kW87j1wv4RwhZSW2pLhJs5c9JwzVt15rh4sZ5cTW7x8vxd842g0nN4h0TKsT0-PVMgCjRnKpbg4VHqqQL7Qs3DVW12B7_W7JXR2VW9117Pf7MSZ4KW2pVJWG97Qs-HW1LpnPW7dkcgCW29v2yr8WvSmQW4S_d8667dLGqW6ZKH2V3GF5QCW6_NHp73vwjR2W8185yX1pXsV7W4P5yGP7yLf64F8_JXtN5QpFW2GvGqg1S6J2-W6FQlyT23lV7xW3QPYp69kRBZTdlHb7z04" 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="HydebBPU" target="_blank">Perplexity’s Computer agent can now run locally — if you can afford it</a></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3ptW7DXYW84Z-yvWN2sCYjLhPQF-W3g2TGW2LmpfXW1VLdGZ29VQVxW5vWBmz5Xw2w9W1DRtSR94rnQPW5LGWPp3PBYtLW2TWVg948tbX9W6Kz9842C5fcyW11mfVn2y3kY7W8sML5W2JxtlvW644nh88FzKZFW2HT5B699P2YVN931BP7JwV84W6txmC_95_k9HW8rxtHJ5RRXLWW4vcX367b7jMqVnR7xt8PNjChW1mW76p13VpB2W3zlNm663WdKDW62CLNG1nddxlW3bSXCt3rLsgdN34vJq6G4ycvW3kflMC4CB8XnW7PlBL689ftmXW3vQjcR2btpRKf9jPhfq04" 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="nfMlaYKN">OpenAI’s Jalapeño chip tackles a problem that AI agents make worse</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3mBW3bGJc_8qCRsNW8f3MtR8gKlX2W7Y-gm_3ZZwbwW6y4Dly1K52w-W8x_ZK75NJxRMW4pKFFN5MkZjXW8jvwtv3PZSlxW2mHH-32_YDzVW1zy96H94Y4_CW94NTRH5MTVpPV_bNtT65ZG3mW91g_-W2MvQy6W76KyQ41K69tSW4Z_w9g4k28syW3Fy-zf1j66xYW5gRJ-r33ycvjW63LCKN2Y8B2VN8jxdRt_Ms10W1FtX2r8BK9jFW83C9Vz3_sDDrW6clGVd8VJzFRW1nSxrD73ZP2pW1_Pp3_8fhrm3N4g-4HKz0gm-W6_jFm34ywJpkW6k6TnV8bTqrhf6SnCpF04" 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="MieqVbmy">Anthropic gives chat and Cowork one memory</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3p2N4RfvtlCqqLNW7Z3FK53qcfy3VDyLrY92ZRsKW8ZTkf3311LvVW8yD5KD7JpNttW93fqgP24r4bnW5TTQQt5SvrDgW6FMy-_7-frZrW1FGfRl535CrRW5F2H_24T73FHW6DqfRR73kL54W3rT9N627mGSYW87t15X8cMnq3W8QH4rg51BWj6W5V8bQv3wRPwqW5NSCNB7W-G_mW6hvNFQ1_F6DjW7ff55T2GbKzZW47zzt21gMb2NW34Cpx-6vhBbLW2fgpMC33MG3BN60_6gjHV97VW2Bs16v7Y6k83W2Bvh212QhLPcN3-SRPfk11-XW3DydzL6X1HxQf1xFnfF04" target="_blank" rel="noopener noreferrer" style="font-size:15px; 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Anthropic had already closed the feature request.</a></p> <p class="p2" 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>We’re looking for hosts for our Sponsored Podcasts and Webinars. 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Digitate’s ignio AI Agent spots the pattern a week earlier on your own Azure Monitor or AWS CloudWatch data. Try it free for 30 days, no credit card or POC required.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsyfR3qgz0W6N1vHY6lZ3mPW4XtWc26GJ17XW8Tbrp64qdllhVV_dMR6cb7RxW41HmH81whXhLW2Jf9Wg8hKhcHW5jQNS42Hcz82W7gG3Jv6w9mC-W8xxKN_4bvP1SW1Y_nPC81mrKbW8PcQ7C4mdfgvW6_54vH4qPMs_N1bfkrrmlgG7W75L48r7VfRVxVmgSjv27lrlfW5FCMKC8bBhljW81xJ-Q7RhyFGW2jyV8T8BBYdQW41r5bn3RHR_DW946RyJ4_pYFFW7Bzbk63k_VJnW3-l01L8xh0VvW5dbpts5FYqz7f12jM1P04" 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="3+X4PQhR" target="_blank">Get free trial</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 wants to claim more of the AI stack with Jalapeño, its first custom chip</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63qgz0W7lCdLW6lZ3pTW3WpDBT2Klp-GW288kPZ1VMW7JW3j13vj4vyZRXW4z09gC97YTwmW5d9Vxq2P9h5nW2dtqt0548J3DW3GlQZ32X8dkWW5sK3qD8KsVQRW7kLTH213skW6W40XtJq6CqBlvW7BV7DW7f8hvMW3_9R5912fQytW48-RXp3shKvYW4tqvr-4cdpvfW7BPmlg5G3zkjN19tnhpkBKpjW3qPsGQ2ZzMTqW1hRfxh5TZmySN6nMrxH9_DSMW1mWvhj8qWwMQW57Y5JR2Dy_y4N6qH4lRD4KMSW2mPgQr1lRFR4W5p--GM5F1qdpf3VFm_K04" 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="JZrd2Rni" target="_blank">Meredith Shubel</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3kxW3T13DQ5399ynW8v0fMk3Y6J_jW7RSjwR93g6VYW5gpvng2gL2v2V-XzT533VQMNVqLbvY17c6KkN4-YhHh2Ys5GW8ryVX47MdKnLW5Dn6ff8gQxNCW3V0_Gg3Sg91fW67pwwG5XnnL2W5SsXC47cVRcgW2Bj-s32P91cKW6zf6pl2pHK7DW4lQ_LJ8nlLC2W5gyCvx7L1cgpW121XhB6C4npjW2sDhf85swS3lW6rSHfW16WPcbW5BWLVm3PR_NzW5flTnD2JWh32W33S8Nf2kM35yW8t_r4K8wpKGRVxPpd041sP-4V4fypz94_X03V2VybR7DHyLgf6qY1nn04" 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="6kVEaHnw" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/06/b82c1e57-summerizze-q35cbyjazwi-unsplash-1024x819.jpg" width="524" alt="Featured image for: OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip" 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"> Co-developed with Broadcom, the inference accelerator is the first step in a multi-gen roadmap, marking an uncertain future for developer flexibility. </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"> OpenAI on Wednesday announced Jalapeño, its first custom inference accelerator, co-developed with Broadcom and supported by Canadian electronics manufacturer Celestica, and the first step in its multi-generation compute platform. The AI company says... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3q5VB9FLK2ljbC0W1QGc5B3gzZP_W3rfX0w2GPPxVW16qpJ_6XpQzvW3fTr1w1_VcQbW7k5MJK20jvCyW9h7xx223TrY1W2VWg8q1jn3X_W5k9G4Y5JvcCLW5_yrNC1cn7xnN73ztLT3pKMXW87XwGM88JgfsW661hMx61RpgqW5zy3Qv5tFJnwW6N-7Zf1JfQ10VwrdBh4hgqQlW5CJCZm36r67PW98C9XN792FzQTpd5M661gmCW27NXt92swG-vW6B3S8D7PwCXXW4LPVRk3Fw3-LW10F64q4fB0n9W85CWvV3kRHGKN4_JJmwgG5q8N8T6wgQ3Cf8mf8th9zW04" 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="WAVkOzAV" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">CHAOS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3pjW3jNj1Q7cV2j8W8DZ5LP2FNvdNW4wDGqD34JvJqN40f4bF5xVmTW9krTS453QQZxW3tQCP16szhkzW7G4_wR3wfMpQN7-ccwM5Vk8mW7MG_M748R7tbN5lJj_w-mgSLW2ZHhxY6nC0ZTW8jqcKN8-8_mYW4QQzHZ4Y-s40W96Cz144tZ82pW66RTKv3C529mW6zcJTw3vPtqdN4gg1svL5WdLW1-Xq9Z4c350GN2TF_3Kvfx8zW6WBdXv2TJZGHW5X71TS8w3v4YW5wJLpH1RvRzKN74F7F2_DQWsW86C9Nt6ynXRkN5WbYC-5dMyXV3177F913m_5f9c5vtb04" data-hs-link-id="1" data-hs-link-id-v2="rdQ/luxt" target="_blank">Shopify's CEO threatened to ban Claude Code. Anthropic had already closed the feature request.</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3lgW3ZVvqK9cCH3fW5Y4pTq2NrXCYVbnmFT7xgG5gW4QS6cl63lHn9VyyJJb2j42DZN1_GkdX7mdspVK9xy46b5SSJW6sv7Zv6_z0LlW7480vl6d67K_W7gXP5L726FlKW7c6BV493CMzSW1K-zNP953m1VW1fhmMt8gMjwXW8rl5qq2KZ5y7W3g3B8Y5C59JmW8xrzWY2WRQDnW8tphwQ6RQBsrW3YBFDW5_xvl5W8Rgsp12WWLZ3W8R5BnR1_48lTW7Jx3yK1-kWSNW6jN4cg6MjnC6W6g7pHT93cPqrW3JWWBG4nCQDCW2gksPP77SlSLW3NTByq1XWjW2f4JKQqW04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">FLASH</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3nXW801YZ44gFyXvW8_8xTg68ZNWsN82nM3CjJNNvW2jg7Th32kDKGN2G7lH7rgz2xW64Z4NN5Zg58HW2LMrcK6KfZMNW93B8Hp6Hv7tfW8p31sR42b1s2W4hDmX238c1dxW6g-sHM51X78GW7ySF-P7HKtcGW53j0_X2hRQsSW5zCzhk39NnzJW5_xqMg4d24tRW4wkd-73Ndt1CW905Xsc8SfrnxN7Vrn8qsNZtZW1bz_CX4b19SwW38HZwD51ZZBWW5MwQqJ3rpJdcW83NMHz6TW2vBVmZcDf3t44-9W7WD2JF485VWdN3NJy3lxysrTW9jn9LW7x9Jm9f5BWwQl04" data-hs-link-id="0" data-hs-link-id-v2="iCa9daeZ" target="_blank">IBM's new Granite 4.2 models add reasoning and stay dense</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3n-W7Rrm_663dwbTV9Rg2Q7ypwNhW8cWzvc5r-xjcW5w1P7W7SRC06W5K_pbK8NQ-bjW5l4RtZ7xMYZxW8mfWLt1YBMczW73lGL-4W2Zk0N3FHpXwKcCfrW1M7X1q5jPmsTVqMTgF6nzHwVW6mfX0P5cyL4ZW6jjG9N69ZVbyW2B9qxF17bR9_W8lMwdC92xVmrW7jKn3x2kj_3pW1b6h8G74Lt7yW6hkhF417dNh_W4gy2RM3P2WTHW815z4L8GyNQCW24QP3S1R5khnW4djrZV2pQCrkW4T-C8Z29gh-yW3XMjsF7zb74KW7lDX462ht6PlW4c8BBX63sDXsf76p4Gq04" 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: 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">PIPES</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">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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3pgW3dgCcz867SntVtMJCL1yFlFCW8zrFDM9bMFdcVGsCsb8dNnPjW1KJBfr5NNZNMW583cyT1HTG3bW1dC1lh925tYNW2vpgr37s79QPW7TbMmX34ZcckW5syNgy2psTw1W2-Nqnf6WKdG9W17CYFH5ngGrvW4Wj6Vb7dc70QVK7t4m2v1SLyW6y9hMB1fjGRBW7xwC4T64tz8_N28D17lMRB3dW7HzzCY7v9WrVW6dnywk46drDRW30bH7z1KNBjfVtWpng3JQR7RW366gNG603lsZW8TBrvS8Qwkc9W2x3X5Q2vhyYJW8nnh-57TfJV9W3t2H4C2rlgkdf8SynN204" data-hs-link-id="0" data-hs-link-id-v2="IfzVOxNq" target="_blank">How telemetry pipelines keep AI agent costs under control</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3lzN8RkSDw-bJhTW534hhT4N1Tl1W8w18nK2_X7qDW5TTRFl21Wkv6W5_7YvP7gsSYfVsDkRR8cxsqnW6f7n9C3Ylm5mW4zN-Vf1hvSHvN1lMNqR441mWW2-Fqvp58jG0JW2k8t_G5dN4VGW343M5c7WDrLxM2W16WCKz__MW4CLVzVGcHW7pwSMG2VwlDqW55rBkH8fJ4B1W4Qqxcd7B_LqhW8h3WTc68P_RCVWbcdc6BLG_-W6TS-Dz6Mr9bmW5phkkT8qqtGPW7JWLDM6MbC1lW8zx2Gj2pZKXJW52hvH93rQKjTW1R5hJy4sJ1brW367sh76TtZzgf3MxkDK04" data-hs-link-id="0" data-hs-link-id-v2="8GFoATE6" target="_blank"> Megan Carnegie </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">FLASH</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3pTW4MR0tk5_rtd4W2KXb261xxWKTVjJ2wV1LmmNFW2z9Gw71xSWRFW8bQ0LK6ns6-8W2GFMq88tFLYMN58H3z0kC-3qVnMDSG1S3xp2W5lfd582p9qYsW475Dmr8PH0nvW3NLLMg5Xjz_FW8TR1FK91r3Y_W5-_BC66QYlc8N1zDQjYPj2HjW2tX20B4GVBc5W3Z_FQh9gbd1cW6KJbgY2c4ShTW3Vwrrf5Nvbx_W22_bVT1jdwbFW6QhjP43ngjvgVHtn1F4QVW4GW1_86kS7xQWQvN3kZYtMsTjQPMxYWv9yP7GZW1QKwy325MpmtW3Pnt4b83JC65f22DjqH04" data-hs-link-id="1" data-hs-link-id-v2="IqbFXOKj" target="_blank">Anthropic gives chat and Cowork one memory</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3l8W1BtS_j7gP-GMW2YgJD312tmdXW31j2Yl3rtMG3W5FpCrL7TdQHsVpwF5Z6KlRG6W6CjWtK5ltDDlN7tw0_8WtkmKW12K-W96yY65HW3Y6dst8znVVJN44Jmt8CpP-0W8Xcl4j7JqVnwW2sCzps5L5r1CW92wRLD6TkYp7W4kr0qk3BKpGSW4NfMNh6cgn1kW8MQ1f42RpB0YN4JZ0pTjn_mFN7dM1zt7-7mbW3YKLyd5kQHxLW4G1XZk7jfscdW7XMdHs3vHbw_W271qQJ51CfW_W2JHLRV17sp92W4hTRW94cydgdW6lwYHX5sVtbqW6cdHLm5WBjhSf33KskP04" 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: 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 Operations</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3lPVmKdth2nJ-jwW9bqPzZ96qQ3TW4b6YTg5GwXMsN6bGw5-CSh6zW5r0B__1nX6lcN4K_5L01cR8kW3tkc4m1qH-x9W1flqxh3V0V6KW56yjnm3-Pq19W7pmdzB1ykF_sW6zDgcZ7rW157VWmf0K28XgswVvbhlb1N-C1qW6cN76s885fN_W5xGbk82tHVq0N4nDP8dYMZ2mW2nF4t04Fx6nSW1yM-PG1MqJQyW2Pp2r42dw_ZpVtbcTV94gdTHW8bbpV764cktHW8jjMK04Z1fs1W4SZ1C55LSsWzVM0VS46PLN79MCv7sjN367rW3s8B8g6lsTtXf4GF6HW04" data-hs-link-id="0" data-hs-link-id-v2="bwzB5kxu" target="_blank">Tokenmaxxing is out. How to minimize AI spend without sacrificing security capability.</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3qgz0W7Y8-PT6lZ3mBW2qPZTH7M09D4W5QRXqT9j9MdfW2HPCHl8W-hPxW62pbj16xx-PvW3hQWRl8MnsF_W7wWcDg77TWxYVw9JhQ1Vjy08W9g_b_X5MxCKTW5NCgdv7PhZBWW7jrQW37RcHFQVC2NF745n2TWW7RfndF9kZ8DVW5Vz2tv5SjndMW8Ypp4k5YggmXW50-LvR70cgJTW7-f8jv5L8fmnW4vK_dV1GFq8zW73bgnN8WhnWkW8ZCJx_1LWN8HMHNpv1XShJlW755Lvf3GgCJmN2k8DGd8-PqDVXdzzn434GJyW3LH-p26LWkFhW8wNVhK17-cMDW7Ymkgd6m_-9Tf3-w1YM04" data-hs-link-id="0" data-hs-link-id-v2="dsMk1SSK" target="_blank"> Matt Coons </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2026/02/[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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsyfR3qgz0W6N1vHY6lZ3n4N2q5z1wj97TKW7qQwHT1wqz37W1vlNr145RJ4rW1pgqMp2dV7S3W9k7TBl7DFQmXW17h6dv46-5-tW38Ldbs620hh-W1RMk682bXPH2W90_XnB53RSmYW8LMfZt6m3JyfW20H0S47X-_PkW426tW31MdC1vW3Lx3Df7BVpJjW8Gmwqq44LH-kW1lNzN89hxYYyM4BTZwJnFPlN8RnwcxqLH4kW7kTsqM4rSbWgW54gB-X48QTBwN5BLm4_nNPR2W36z4ld6rnMWtN6TBqn28zfYSf8ftcd404" 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="2Jcbfa+J" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/efafe84b-mate-horizontal-1200x600-4.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"> Is your SOC designed for AI scale attacks? </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p data-pm-slice="1 3 []" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Mate’s agentic Security Operations Platform investigates every alert with full business context, scaling your team to machine speed.</p> <ol class="ProsemirrorEditor-list"> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Closes up to 85% of false positives automatically</li> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Cuts investigation time to minutes, not hours</li> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Runs on a live Security Context Graph of your org</li> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Backed by $35M in new funding to scale the platform</li> </ol> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsyfR3qgz0W6N1vHY6lZ3mQW2ZzJFW6sJ7blW2yRBlF1-B9VpW5F6rK28-P6HvVjTl5B32_lxVW33L-tb20l7X0W3PnpH48snx5cVVpqJw6jq1WqV9vM5z1ybSQBW2MZbbd4Qlv2QW2fs3H14ljQ0LW2CLQQ614nkHVW33MFd24WD0S2W2Jh3fd6-_9rMW3_lp365L3bklW81-rTR1948XPVVVLqs25vTPbN8Fdd3ZPJSMWW4fNDRC21GKjCW2fvfGS8XNyw2W9jy_q04fy6t9W22m_nz4_nJRQW5PnHgH3grVBMf668k9q04" 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="pPDOSS4l" target="_blank">See Mate in action</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">HOWTO</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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsygK3hCZYW8wLKSR6lZ3lRW2P3xbB82m-ScW7Gb7Bn7PpBm1W1xgCpZ8M81yBW6HV0cX6yc4RPVCP1Zt4S4K7-W4tQjS62Fb9qKW3t6z3t8gYg2zW7NZsLF5RV_51W4RbZ_Q4lhnwJW5sV-Z57krH64N1bC1TrS71c5VT0dcD221zhlW8KV4R-7CSY2RW1D3flh3mTyjvW37fGjm2JZ0Y0W63WTMW8SttzYW7XV_m5734PMPN82wpW8KsMnKW3RT8x82SVLsXVvGbZG7LJZljVBGVjQ4VR5M8W8FGV7h7rTmtfW7QJDQj8Bx8ZHW3YFRPt39Fg9ZW6l4JP17Zt_z7W4VStWz5zplf5W1t-rw17qBtzFW1tFt702QdbXVf25_qXb04" data-hs-link-id="0" data-hs-link-id-v2="eQSZCkGh" target="_blank"> How to fine-tune an LLM: An end-to-end guide </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"> Why fine-tune? This hands-on guide to fine-tuning LLMs for the real world provides a real, personal example. Learn when to fine-tune, why it works, and exactly how to implement it in practice </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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsygK3hCZYW8wLKSR6lZ3mlW7gDjBJ4Nm11WW26vYGh8NY2S1W3XFjRw7NjzRvW2RylWP16H9q0W7qKXlW3b23p1N1MQDgY8PK90VxZjNP7qKZjnW8jWl046P-gC5V7ybK031BylzN8hFkJgQj5fKW71wjqd3FDGpgW7FBwfh5nXnRSW7YdCVd4ndff6Vt5myQ19KYH_W96mFdK4cgMTMW1rPk415d1rVwVSfTYt2TB4NNW4NjgZW8mYzgTW95nNV65-l6M1W2_V_Ry1cqJf7W78Fq8k6sQhrYVrC5715n95z5W1qhg5844JLwBV2S_0353N8mgW2sbkRx34TtGXW8--NxS8TKRtgW41c8fd4W88MdW4zBTDg2NHnskf5qFVbs04" data-hs-link-id="1" data-hs-link-id-v2="Yd1PoVRi" 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--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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63hCZYW7lCdLW6lZ3p_W4tc0Zh3mKMQ3W4XL5Qd4xDCp_W7W0sS36n34BDW1JTX7k3XBYjQW2yfzJm1GB3DNW9503Dm4BcKRDW2sZMhy5df5yhW4fHT_51V5TMCW7QP1_p2F9v98W3SV29y7jR3BWW7S4bBh2cHFdyW2WR0SR5sby29VBxtct1ldFg4W8jCf5S5cYhpwW39cH-d7dfKgkW8Yb8hM5YndK_W2x1Cny4pXJhGW5hmX5B3Z4dB5VtHB1J8vRNnrW5Q5ktQ7YJKVGW97RHH87S4R-HW2XQV8j1LffFJW787VxQ5kmJD3W31bpdP6bGZ-Yf1J2K1l04" data-hs-link-id="0" data-hs-link-id-v2="dZ0GtvFc" target="_blank"> Stop the token bleed: building token-efficient multi-agent systems </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"> Discover practical architectural strategies to eliminate AI token waste, reduce latency, and optimize multi-agent system costs. </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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63hCZYW7lCdLW6lZ3q5W5Hf8YM6n6DMRW3z3q9-5mkgMYW2FPl-96F7PCkW5H8h1Y2GxxrBW6zRrwH7yC58jW8cKTLq7gZz7ZW4z19wh3v7zs6W8M9fJj7kQ0zXW6brGpk6N7kqtW4j51hz5vz589W2XFXHP9f8f2CW5x9xqJ4hPDB3W1JlLkG7-QNsrW26HHfF2Njb4JW7lLwW36RcL4WVQkdTk71dhF_W8pYs192zmXL8N968-G1zTjWSW3cy0dr9fFJXrN43cHCcL1BbxN4nFN54VgTfLW7CWH2t5171_tW4vjwXg77Jzv_W2nCXv32WWbtqf8GM3P804" data-hs-link-id="1" data-hs-link-id-v2="seGzNbj0" 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">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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyfd5g8t6W5BWr2F6lZ3k-W93dNbm3H6x8jW1fxzxf2T1ZKnW1dtnmb2Y-zCTW2113gc550VLRN6RykSVJWHkPW6WHTtz4jpT5CN7B5kfCNQ5d7W6KH4jk7J4HvtW1_X5sZ94rDCgW96Bvp85H9mWBW36x34w5clj20W8Q0JRk6yf4mmW8Nc67B3Ms1h0W3BkBTF8Y5X6nW7hSxG67RN5D4N9fX46Wnr6tfW7mXbRJ9kGhhNVC_BXd7TMQ-yW2GbchG8m__z4VR1bbS70GCMZW8tPmgS7_5T-7W5S5m9s7PNMTDW1nr7FF86df8YW7h5cmp1yNzCvW6Y0Txh12hm9XW4P33bv3tM2RrW7G8pW62_Nft3V1GcNy3PRjrmW2Pb-Ty5YsP0WW2fvvq34R0_FtW2BQ_4g6SMJWwW99YzDY5jMM66W819_9D9gLpbhW4qrRcW6bWxYLf5WGChT04" data-hs-link-id="0" data-hs-link-id-v2="2/hdy8tJ" target="_blank"> Human review vs. verified pipelines: What catches bugs in the age of AI 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"> AI agents write code faster than any team can review it. Pull requests are up nearly 2x, bugs up 54%, and incidents per PR have nearly tripled. Join us live to see where human review still earns its keep — and where a verified pipeline needs to take over. </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/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyfd5g8t6W5BWr2F6lZ3mPW7XgLCJ58Hl45N5v2gR85PyXLW8Yj5KT6XKqFgW83vGX91x5jPPW180pXt4XKz7sN5H_g5jFTCW_W43pptS2K7bnFW8mpKtY73Q31vW2-xX_j2DXwyxW95XSRB6qXdpHMp5BQW1mJjtW5LkMX418PPYqW6_r8vD67RqqDN6QSGfh3lp2rW7DyqND3ZsCxcW1sblKV1M-Pr_W66g6pY1-YqQ5W3KhV1S49Dj5FW5VKJjy2ZgsB5W8zlPjD7Y0mvMW7RNvgF970Nh8W8HR7301b15hwW96v94v8x64jMW8H6-YR5mh_cpW5YDkw83LndZmW1zJw4-56nQQkW34cs1779D2KkN65X1gtx1my1W4K5zY27L7PbqW99smf01K7qm2W5j6Pqw39WZtGW50pKYN1gNdT8W39-zSF3JC_syW4GjxKX6YwL3kf6VL4H004" data-hs-link-id="1" data-hs-link-id-v2="on7nESso" target="_blank"> Register to join </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%; 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Plus: OpenAI’s Jalapeño chip tackles a problem that AI agents make worse
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August 26, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsyfR3prCCW6N1vHY6lZ3kYW58yMZV2Dlh9WW5mNQwP4Vd9WsW6ljCx55Mwzk3W1yS--v7dSWfXW7dkWlv8CcgDfW58dhQ_38qf_4N5HD9vKFJBT-W7QvBy33QrwGkN4FP3_XVrBWsW15SX328m83gnW8tT6gP8PC0HwW3yQD5r4nrD_yW4WCNvh4yHpb8W1LL6Jv2Drwk0W2-7cjB8LVZybW13d3GW7LwHnJW4N9qT42Hl6klW4mpjwy5HXrqxW40cCv-3kpTl7W44M7JW7R2nRhW6RPYWl6XB7VTW2ZDCZr6-wL5pf70j9hY04 )
Perplexity launches Portable Computer
Perplexity, in partnership with Nvidia, has taken Computer, its agentic AI assistant, and brought it to the desktop as Portable Computer, reports Frederic Lardinois, Senior Editor for AI, in today’s top story.
While there’s a lot of interest in local AI right now, getting started can still be difficult — and expensive.
Portable Computer, announced on Tuesday, definitely makes it easier to get started, but to run it, you need the right kind of machine…
Go deeper: Perplexity’s Computer agent can now run locally — if you can afford it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3mSMtG4CgVnPTjW5sdy_r97GzdJVxwv5850SzzqW8PJ38g9hncnBN6YBL4TYnxtzW26s1Sp4K_nxGW9jkwjv2BHR9SW9dSPlr1N8F3lW2LVb3R4f6JH8W6D11rN4wvlRZW6CVf2v6SmXKMW3rjc1c7XhfbvW69KfFH27ltn5W21k-vN6m0fRLW5t-5HR5NpJg1W19BVx150g8tlN1_DPXDyx54wW22-2HY3v29vxW6zS2RY5mpFySW4MgdfB589NmXW85sd7R8Ppk3qW3hlLnb2wtH5JW2Cs79-7bb3bKW10YM5f3WR2jfW5GsrRJ5KDpVMW8bm24m8DFnSqf3vjVcl04 )
More fresh reads from TNS:
▹ OpenAI’s Jalapeño chip tackles a problem that AI agents make worse (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3p_W8_Pf7M1BlZ93W53PvXR3GJ4MYW3kW5yY3bJ7GFW7z2fdv528x0QW96xfYn7qYV6ZW2kbqth2LKNcxW57y4kK2S8n1RW6YLpVZ9jllmXW3rkvPK1gy70zN6nW_0hsgsl-W4y8LJb4028PtVmYKkl8x0z1zW2h8QDb33HTlKW2HHgmY6tdMbqW7km2w-2pW6hrW5tPr0c39kbHXW91mBSH1JMDyPW30v83c5Jk1RsW8_7gfv13MV9pW3x554L17mzP3W79Yzj-2ctgD9W7KdgTV4pQrT4W8vg52B4-pJCRVZ3t-02rXWGwW7cl2Jl1xMmY-W8HhGmn1NkyfYf1cSwF004 )
▹ Anthropic gives chat and Cowork one memory (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3mXW69q-Xv3k_rFHW1NWvtq2PryC6W4wgRtY7JtVr9VhvXZT1JbVVvW37J-v_8lxSJyN77QCXSp09zzW26pRDh1z-THbW3v0Wn65xphQ8W62tV1L7cvBHlW24K9qy4_Bj2TW8bCcGJ2hK8LrW2-Rjnp2pB0fTW5jQmSh7_K9sNW3W1R7R91ZJrXW1k6qDs3JQ_GMW5Ppp4q3pxNBQN3SJpt8DNdDRW5p1Nd886ZNvfW54bWw12-CmSBV20Rcs3PT-2-W2cX1dd2RJ3LXVGYGjk41gyVlW6TgLZ11_jFtXVwTf694-VMQ5f67QJfq04 )
▹ Shopify’s CEO threatened to ban Claude Code. Anthropic had already closed the feature request. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3lfW1r8GdL1P4BpHW51Xt7P70N3b4W2c6h1v6P94tpN3zn-bDF9HfmW7xvM2v7QfcVXW528rlh9gTP5hW6Zcj-R7tnn4sVJS3hY7dy1lQW6dJjsx8dpXPDW1YLMl013Nmp8Mglj15rLlfqW2YX5cl2X8TbpVvPxGd84WLD9W2sty366M2388W4r0Fjp8wwr5mW7QZ2266bx1-PW1N8ZdG16HKc7W2vb_Qh3yL45GW74Xpt845vKVVW3wKp2m70x7YnW9gRk1p8QHyhSW31g-nN5mlpDLW8C6vnP36J4qvW5PR-g14NtXSrVXcSJm8kYnxVN9l34L0BFszTf4DFR0j04 )
We’re looking for hosts for our Sponsored Podcasts and Webinars. Can you lead engaging conversations, put guests at ease, and bring stories about technology to life? Apply here (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsygK3prCCW8wLKSR6lZ3p5W5Rwzy28sY_MSW1ClDZV6LyNX-W7Z1JWs4c2vVKW4hr7fN2sGjmyW6qVbxC9kn6cGN3D20MZyVCMkW59Hb-H88xJdYW6wZXGK8VKfTxW10Nsv53QNy1ZVmZBX422DzPDW2PnD1B7rKflgW94lGhk54w9tBW3TyRQF5lm11LW1JRkn850WB7GW8Sh5DM4WWmf2W4bXpkF4bJw4-W8jZjF038kPB6VzzSCz8J9N1qW6vwrzB2TfrC7VVPjbK7MvqzxW2fPPLc3zFssSW24cQWF22GWVNW2kPcTy8-bkFtW6GbD-N7sHyqmW2Rw-P79jrNNbV4RgYC2ZfSFxN8GwZZgGQd0RW8bgZbR77wwQSf58ptfK04 ) .
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3kJW4ym2n2228M2dW3fNwRP5fVv-7W4277X_2ZKDMWW2PXnWv8HVm10VrDHSQ7rlFTyN4ZWcsfVTGx6MDbwshHQP1PW8CRjpk6NjWGCW5lT6V81BHpWdVSd4x04MkHwwW6y27Xd2w1m1bN6rX9tDl8bf5W63pBbX5yFQ-MW6MHckN5vndJyW4K-KBd7Vrcr9VWP8Yx8dCJj4VRlXw66rR8tMN8PJRc0Js_z-W2w-DMH1r41R6W91R-Fn1FSy69W7HcSfJ4MkSkcW46CzFz87Wm3gW33lFzb6r2nqZW7JHFmT2lDQF4f5FgnZz04 )
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TOP OF THE STACK
OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3nmW3C19NX6jRqvbW8yZkjf1pv6HZW5LFBCp2X-QGXW2nYYgD46HR88W1Gwv4c5kdVwTW5FCC6D97xHh5TjHPS1ldGtZW6YmxCw8zy7NRW81qW8M39pBT6W8vfwN281yyr5W2CzMQM46VCM_N2f6w0JjVxCRW6-hS8k9lx7lGN3Hs8Pft6kKBW65kZ_R7pBKT3VwNcjR8VcKw4VCkyJ05BV5fPW7KYztH9cBT4dW7cs1KM2NzJwkW3BnhJX75ltpsW4N5QK_88k48TVbRnNL6Fcxv5W2CVFKh1nw717W5PyPv02fQC-1f1D93vj04 )
Featured image for: OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3ksW1hgtd-8Ymj35W7vLYkg2p0SlSW71dv4T16hNG0W76RmKy8yhKKmW5Bwkp_4hhqb_W7Jpt5P4Kvt_hW6GbGpZ1hQM8yVqK-Lp94bWslW23bL554CZ9wdW2yWPpJ62MtQGW987dKS5XjTCnW2h3gF46lBrqJW2MMM6Y41_wkVW6V2_2F1NX9nmW2Sg-mV1p5Ym8W5dlyhg6ppWWRW6lG45l6Fscn4Md6FPFRYT-8N2BfgwxlsjkrW7GLdhV4SvtJdN50LbBYyN1s5W4yc14G8pD8vHW30-sVl5WT3cSW1b6RXP733x9YVSYNDC7phbDqN5q2C49fZ52ff4WZL2j04 )
Co-developed with Broadcom, the inference accelerator is the first step in a multi-gen roadmap, marking an uncertain future for developer flexibility.
OpenAI on Wednesday announced Jalapeño, its first custom inference accelerator, co-developed with Broadcom and supported by Canadian electronics manufacturer Celestica, and the first step in its multi-generation compute platform. The AI company says...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3ksW1hgtd-8Ymj35W7vLYkg2p0SlSW71dv4T16hNG0W76RmKy8yhKKmW5Bwkp_4hhqb_W7Jpt5P4Kvt_hW6GbGpZ1hQM8yVqK-Lp94bWslW23bL554CZ9wdW2yWPpJ62MtQGW987dKS5XjTCnW2h3gF46lBrqJW2MMM6Y41_wkVW6V2_2F1NX9nmW2Sg-mV1p5Ym8W5dlyhg6ppWWRW6lG45l6Fscn4Md6FPFRYT-8N2BfgwxlsjkrW7GLdhV4SvtJdN50LbBYyN1s5W4yc14G8pD8vHW30-sVl5WT3cSW1b6RXP733x9YVSYNDC7phbDqN5q2C49fZ52ff4WZL2j04 )
WHAT ELSE IS NEW?
CHAOS
AI Engineering
Shopify's CEO threatened to ban Claude Code. Anthropic had already closed the feature request. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3lfW1r8GdL1P4BpHW51Xt7P70N3b4W2c6h1v6P94tpN3zn-bDF9HfmW7xvM2v7QfcVXW528rlh9gTP5hW6Zcj-R7tnn4sVJS3hY7dy1lQW6dJjsx8dpXPDW1YLMl013Nmp8Mglj15rLlfqW2YX5cl2X8TbpVvPxGd84WLD9W2sty366M2388W4r0Fjp8wwr5mW7QZ2266bx1-PW1N8ZdG16HKc7W2vb_Qh3yL45GW74Xpt845vKVVW3wKp2m70x7YnW9gRk1p8QHyhSW31g-nN5mlpDLW8C6vnP36J4qvW5PR-g14NtXSrVXcSJm8kYnxVN9l34L0BFszTf4DFR0j04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3lPW6hR5Wt7k1KrtW1DG6x35K6yGXW8DGlQj9lHx1RW82-qsV9lbwQ3W2kjRGj3MmKT5W4ymK9789ZfQwW2D3WlN5PnpyyW7M3fXz7BR9rTW6L8hX41qryg3W77Vghv8Q5JYXW6SsSR08l-FhQW5xF2fL7Nl377W2sY_0W1xL0TtW6mV2yl8Fwd6-VqwqpC4SYBCSW8FcK9J6txd13MDwqlrdBcX-W3H4zpg1rJfH-VhHVRt7n2tQxN58_R2XKd4QRW4SCvcn81856XW8n48ph62HnH6W6CTFWz7hZgYVN7-X4Nbg0MgNf5SVs7g04 )
FLASH
AI
IBM's new Granite 4.2 models add reasoning and stay dense (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3prCCW7Y8-PT6lZ3ksW7jY0Mh7_qh0kN4x0NwzwS4fYW5YVGDq8Tv2SLW1kRFKD6Wh8d9W7_mTpF6hZcNNTMR-S1Qzc8nW32gqn98pxX2pVRWF7P7N9pB-VQQv1k8KRhRsV9vVSc1txHkFW6LJZbY6Z1BJ3W7mhZ8h1dkS-rW9dCCQ2584-16W2sKGBq9hG0RgW90w3f_6xQ8_xW895H3Z6Kr0TVW65ys372-m4FyW2z66dC1n1_RnW7tgTNM3xq_qcW67PWNN2GqQ6BW99vZlj1ZVTjYW8ZqXqP27FmQyW4KGwdR2FLCcKN3mg0s0_M72PVM-Ddn97cyH2W3jRJsQ8zgWmTf1lhFCj04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3l5W6FpYSS46xLWnW3rqN_z3SCbDlW6TqkP87Ndl73W5rvGGg10Qs3yW2H-QHS51LDy4W2xk47T5msCzyW7J3lxr9jdgJjW4mpZk02SLTvnW19WHR58nw-YsW8zcCqc7whWkLW7CzBpj2ZkVL5W8MRCmW7rvb2xW6G4bdV5RYT7XW4Y62Lz50Z3qsW2xdNWb6rRxbhW4zfRTc3CNmNmVplQXL8xXvwtN6rpY0sv3b1MW61tZDT5bDZk1W65lbPy6bYSVNW69M-Dg90WzssW5bZ9ZW11CvpPW8d6q996x-cV1W7V8Ymn3tg5s1f4Td7wl04 )
PIPES
Observability
How telemetry pipelines keep AI agent costs under control (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3kTN1JWYNP8JpbYW5mQPyq38FnFBW7lJb6q1GgVqxVSXpBT4H-vhNW70rS3Y7MBbrWV6kf2X2KdX-PW2BRtgr3Jn1y9W12g4XC7br1cgV7Y4BF55l1zXW7YHytc3NXgSRW8NVBk478qszCW42d4N44wzzv6W87ms7k23hWbqN10gDYW3ckLjW9dWG2N81qthnW4t9V0x134FxTW4rfkHS6kVkxHN5Y1MzbXCWWxW1Plymw77QFNfW3b78zy4Lz8HXW21rz483C4QQBW7qScnK6X-7KPW1b72TX5ryfB0W14dJXp7YtLbjf7S6gz-04 )
by Megan Carnegie (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3p7W8zwQhP2666zFW5rvzZp6CHNMmN4xwM2fKyl3kVFkRHL4jdV_nW2L8j-z15-YzbW2nSyTR1jMSRWN6CSP0Pqc1ThW39sKjV8msnpgW88D7Z247hcndW3_xyrY8dvwdhW70VZ8f6LjnbsW5vwGDj1z9HtMW6Hv1bs5qnCRPW56DCvP9bb_fzN5g5hymZvfy8W770Zc76H_T_zN45vH0fwlGDCW8LCD9j5MXMZKW8cBh0z6y2PrTW3_8FQK4xXY9NW7CnGnz7kc-rGW5ZBz1C4qbHHbW64v34F13CrDMW28zvKY8SNcDFf8rZlTd04 )
FLASH
AI
Anthropic gives chat and Cowork one memory (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3mXW69q-Xv3k_rFHW1NWvtq2PryC6W4wgRtY7JtVr9VhvXZT1JbVVvW37J-v_8lxSJyN77QCXSp09zzW26pRDh1z-THbW3v0Wn65xphQ8W62tV1L7cvBHlW24K9qy4_Bj2TW8bCcGJ2hK8LrW2-Rjnp2pB0fTW5jQmSh7_K9sNW3W1R7R91ZJrXW1k6qDs3JQ_GMW5Ppp4q3pxNBQN3SJpt8DNdDRW5p1Nd886ZNvfW54bWw12-CmSBV20Rcs3PT-2-W2cX1dd2RJ3LXVGYGjk41gyVlW6TgLZ11_jFtXVwTf694-VMQ5f67QJfq04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3l5W6FpYSS46xLWnW3rqN_z3SCbDlW6TqkP87Ndl73W5rvGGg10Qs3yW2H-QHS51LDy4W2xk47T5msCzyW7J3lxr9jdgJjW4mpZk02SLTvnW19WHR58nw-YsW8zcCqc7whWkLW7CzBpj2ZkVL5W8MRCmW7rvb2xW6G4bdV5RYT7XW4Y62Lz50Z3qsW2xdNWb6rRxbhW4zfRTc3CNmNmVplQXL8xXvwtN6rpY0sv3b1MW61tZDT5bDZk1W65lbPy6bYSVNW69M-Dg90WzssW5bZ9ZW11CvpPW8d6q996x-cV1W7V8Ymn3tg5s1f4Td7wl04 )
TAKES
AI Operations
Tokenmaxxing is out. How to minimize AI spend without sacrificing security capability. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3pYN5XHX1pjRwNyW4Vz6pW3kKrW4W16rqcM5hskDsW2wQLdz6Xy6BWW6fyj_64QD42SW6TPVk94K0CpWW12MgKQ2qsFgrW2z1G6725x3gqW2rvywj4jq4gwW98Yycw3w6Fs_N8HxSDKBl2_bW7BMvB796hdBDW4psRKz7glBNFN99JZxr4HTWbW29wM1f7Jp1n4W3Xl1j78RnRyGW7GJ4nC5LKS4VW2zdycT6fkzy5N276Hz3cgXWXVxhb8p9bw7kQW39Lv061Smd5jN1PbPqfbtBdDTR5MX31_tkHW2PNg4r1HmGXkd6SK7q04 )
by Matt Coons (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63prCCW7lCdLW6lZ3l_N72HrTBYNhC8W8Wn7l95SG8_9W3wPRVw7fY4W1W353LfF6p4jgxW86csR0231MqnW61YyGN1BJDlgW6w_4SD4HFwM1VgKftP6LzjdFVzkH7y3z262xW8MMWCN1YvJCYVcrvg44xbCQsW1dZ3v17ySTm1W6Fkhny3P5bGpN78rKJ1TKBymW6Q6_DP3zvxz2W2F3dl39kypN1W1GLWmz8g0CTfW72gJY_77s3jJW7pCN0D5SzkGQN5ct12V-f3NDW3KrWrM22-cHzW7pm4Kh3bYbq3W8Tk_l36TFt4GW6TjLB03rsTTMf58KMtP04 )
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FLOW STATE
HOWTO
How to fine-tune an LLM: An end-to-end guide (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3gP0xW7Y8-PT6lZ3mBW6LZ92z69JQN1W4qnG-g1lhr-ZW4gqmNM1MnB8tW2C6tMC8ShgD8W60Ys_W5b_946W2LVxF07f1G4-W1lGdyK8NQ5nDW7JZ--x8M9FgFW7yVffM1Jyz1cW27fKYM4cHndkW5JPvNd15Q0rTW1dd7lw5JP5p0W3q5zrJ2PlNJnW2-PrvQ880M0rN70hw9ys19hqW8PNzhR4N4f3KW18sfLd1GS4TmW3-6Plf5nNYgxW15gvYV48G-LQW1qxtwW6-9SQvW2sXP4W5VHXQKW3yWlr68WNW3zVfGvc73BtRCsW3Q0hcY4qv6JLW7hm9Lw2qlYJNW1tzD6P1yqHmff37StXz04 )
Why fine-tune? This hands-on guide to fine-tuning LLMs for the real world provides a real, personal example. Learn when to fine-tune, why it works, and exactly how to implement it in practice
Read on Towards Data Science (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsygq3gP0xW7Y8-PT6lZ3mBW6LZ92z69JQN1W4qnG-g1lhr-ZW4gqmNM1MnB8tW2C6tMC8ShgD8W60Ys_W5b_946W2LVxF07f1G4-W1lGdyK8NQ5nDW7JZ--x8M9FgFW7yVffM1Jyz1cW27fKYM4cHndkW5JPvNd15Q0rTW1dd7lw5JP5p0W3q5zrJ2PlNJnW2-PrvQ880M0rN70hw9ys19hqW8PNzhR4N4f3KW18sfLd1GS4TmW3-6Plf5nNYgxW15gvYV48G-LQW1qxtwW6-9SQvW2sXP4W5VHXQKW3yWlr68WNW3zVfGvc73BtRCsW3Q0hcY4qv6JLW7hm9Lw2qlYJNW1tzD6P1yqHmff37StXz04 )
AGENT
Stop the token bleed: building token-efficient multi-agent systems (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63gP0xW7lCdLW6lZ3ltW3B6F072LzXfhW60F7Jq90_jX9W4FGL7R7-m-d1W8DLvVc28qrf-W4sCR034XKM6rW3CQzJm8PYPYNW5ztnJp3114MzW4PfxHC3MRFHsW6Fq5GH8q0pfmVzQ3wj78nZ9DW5f2BzM8xbf9CW5lMB0J5cf35gW8BNr212Xlbn3W1hHbm3630pRbW3nmFVq3cVJj4VBlh8Y5m9zcLW37LWlm98cvXDW4WpBdb3HjgslW4w6P8M97ZqJ9W8DCVVq8Bvq6rW4pzBm15LlbHVW4CvBts8rkCNgW6Q3dTl56RXzYVMC2v_7K2s8Lf5M3tdd04 )
Discover practical architectural strategies to eliminate AI token waste, reduce latency, and optimize multi-agent system costs.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4Rsyg63gP0xW7lCdLW6lZ3ltW3B6F072LzXfhW60F7Jq90_jX9W4FGL7R7-m-d1W8DLvVc28qrf-W4sCR034XKM6rW3CQzJm8PYPYNW5ztnJp3114MzW4PfxHC3MRFHsW6Fq5GH8q0pfmVzQ3wj78nZ9DW5f2BzM8xbf9CW5lMB0J5cf35gW8BNr212Xlbn3W1hHbm3630pRbW3nmFVq3cVJj4VBlh8Y5m9zcLW37LWlm98cvXDW4WpBdb3HjgslW4w6P8M97ZqJ9W8DCVVq8Bvq6rW4pzBm15LlbHVW4CvBts8rkCNgW6Q3dTl56RXzYVMC2v_7K2s8Lf5M3tdd04 )
WEBINAR
Human review vs. verified pipelines: What catches bugs in the age of AI code (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsydY5fkwKW50kH_H6lZ3kZW11P9T13XqB89W7kdHbB3xmjWZW33r1vJ55YwtNN4STCkh9j9rDW2M-7wm98SXGkW2vShN96bXrqzW8ZL_jS75MB6xW4G0TjD4cZ0gvW64HQfZ3RYTGyW737Lkz2p8kJhW2Q0vlZ2NsPKHV2_trb7jl1f3W1sqlXC40SKwqW1kx11V9h1BCVW7tLvDV6CcHdKW3BjkNM3hnG8gVcc0D18rgbw5W5dm8xp27ZDPNW1dd7zF8GDx4QW5cK0SN1fJHK1W451BKP2PgYpSW76zlVQ6F_-ZpW6YC0B87B9C2MW5N2nMZ2RyYqdW6tk6yv1K9gV9W6_8wLp2YSQ0PVmLw-_2hGhFyW7D6TB11wqpdjW5KvCY06rh4MfW8zYCw168cjLqW8Zjbx077FZKCW92LSFL2KDdrtf3n5skY04 )
AI agents write code faster than any team can review it. Pull requests are up nearly 2x, bugs up 54%, and incidents per PR have nearly tripled. Join us live to see where human review still earns its keep — and where a verified pipeline needs to take over.
Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWsJFc44QJxLW5THRZy11fYpQW2C4PM95T8H4PN4RsydY5fkwKW50kH_H6lZ3kZW11P9T13XqB89W7kdHbB3xmjWZW33r1vJ55YwtNN4STCkh9j9rDW2M-7wm98SXGkW2vShN96bXrqzW8ZL_jS75MB6xW4G0TjD4cZ0gvW64HQfZ3RYTGyW737Lkz2p8kJhW2Q0vlZ2NsPKHV2_trb7jl1f3W1sqlXC40SKwqW1kx11V9h1BCVW7tLvDV6CcHdKW3BjkNM3hnG8gVcc0D18rgbw5W5dm8xp27ZDPNW1dd7zF8GDx4QW5cK0SN1fJHK1W451BKP2PgYpSW76zlVQ6F_-ZpW6YC0B87B9C2MW5N2nMZ2RyYqdW6tk6yv1K9gV9W6_8wLp2YSQ0PVmLw-_2hGhFyW7D6TB11wqpdjW5KvCY06rh4MfW8zYCw168cjLqW8Zjbx077FZKCW92LSFL2KDdrtf3n5skY04 )
How did we do today?
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Absolutely ignore those links!