Available Messages
The following is a list of recent messages for thenewstack. Select one to see the content. Messages are removed frequently. Check early. Check often.
Selected Message
To: [email protected]
Date: Sat, 10 Oct 2026 12:59:45 GMT
Subject: One-model loyalty is now dead.
- HTML Content
- HTML Source
- Plain Text
HTML Content
HTML Source
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional //EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"><html xmlns="http://www.w3.org/1999/xhtml" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:v="urn:schemas-microsoft-com:vml" lang="en"><head><!--[if !mso]><!--><style type="text/css" hs-webfonts="true">@font-face{font-family:'Lato';font-style:normal;font-weight:100;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/100.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:italic;font-weight:100;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/100italic.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:normal;font-weight:300;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/300.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:italic;font-weight:300;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/300italic.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:normal;font-weight:400;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/regular.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:italic;font-weight:400;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/italic.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:normal;font-weight:700;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/700.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:italic;font-weight:700;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/700italic.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:normal;font-weight:900;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/900.woff2') format('woff2');}@font-face{font-family:'Lato';font-style:italic;font-weight:900;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Lato/900italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:300;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/300.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:300;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/300italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:400;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/regular.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:400;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:500;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/500.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:500;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/500italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:600;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/600.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:600;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/600italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:700;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/700.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:700;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/700italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:800;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/800.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:800;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/800italic.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:normal;font-weight:900;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/900.woff2') format('woff2');}@font-face{font-family:'Merriweather';font-style:italic;font-weight:900;font-display:swap;src:url('https://cdn1.hubspot.net/googlefonts/fonts/Merriweather/900italic.woff2') format('woff2');}</style><!--<![endif]-->
<title>One-model loyalty is now dead.</title>
<meta property="og:title" content="One-model loyalty is now dead.">
<meta name="twitter:title" content="One-model loyalty is now dead.">
<meta name="x-apple-disable-message-reformatting">
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<style>
a.cta_button{-moz-box-sizing:content-box !important;-webkit-box-sizing:content-box !important;box-sizing:content-box !important;vertical-align:middle}.hs-breadcrumb-menu{list-style-type:none;margin:0px 0px 0px 0px;padding:0px 0px 0px 0px}.hs-breadcrumb-menu-item{float:left;padding:10px 0px 10px 10px}.hs-breadcrumb-menu-divider:before{content:'›';padding-left:10px}.hs-featured-image-link{border:0}.hs-featured-image{float:right;margin:0 0 20px 20px;max-width:50%}@media (max-width: 568px){.hs-featured-image{float:none;margin:0;width:100%;max-width:100%}}.hs-screen-reader-text{clip:rect(1px, 1px, 1px, 1px);height:1px;overflow:hidden;position:absolute !important;width:1px}
</style>
<!-- $$__SECOND_PASS_CSS_HEAD__$$ -->
<!--[if gte mso 9]>
<xml>
<o:OfficeDocumentSettings>
<o:AllowPNG/>
<o:PixelsPerInch>96</o:PixelsPerInch>
</o:OfficeDocumentSettings>
<w:WordDocument xmlns:w="urn:schemas-microsoft-com:office:word">
<w:DontUseAdvancedTypographyReadingMail/>
</w:WordDocument>
</xml>
<style>
ul > li {
text-indent: -1em;
}
</style>
<![endif]-->
<!--[if mso]>
<style type="text/css">
body, td {font-family: Arial, Helvetica, sans-serif;}
.hse-body-wrapper-table {background-color: #c6def4;}
</style>
<![endif]-->
<!--[if mso | IE]>
<style type="text/css">
.hse-column-container { border: none !important; padding: 0 !important; }
</style>
<![endif]-->
<meta name="generator" content="HubSpot"><meta property="og:url" content="https://info.thenewstack.io/tns-weekly-update-541"><meta name="robots" content="noindex,follow"><!--[if !((mso)|(IE))]><!-- --><style type="text/css">@media only screen and (max-width:639px){img.stretch-on-mobile,.hs_rss_email_entries_table img,.hs-stretch-cta .hs-cta-img{height:auto !important;width:100% !important}
.display_block_on_small_screens{display:block}.hs_padded{padding-left:20px !important;padding-right:20px !important}
.hs-hm,table.hs-hm{display:none}.hs-hd{display:block !important}table.hs-hd{display:table !important}
}@media only screen and (max-width:639px){.hse-border-m{border-left:1px solid #ff3287 !important;border-right:1px solid #ff3287 !important;box-sizing:border-box}
.hse-border-bottom-m{border-bottom:1px solid #ff3287 !important}.hse-border-top-m{border-top:1px solid #ff3287 !important}
.hse-border-top-hm{border-top:none !important}.hse-border-bottom-hm{border-bottom:none !important}
}.moz-text-html .hse-column-container{max-width:600px !important;width:600px !important}
.moz-text-html .hse-column{display:table-cell;vertical-align:top}.moz-text-html .hse-section .hse-size-12{max-width:600px !important;width:600px !important}
@media only screen and (min-width:640px){.hse-column-container{max-width:600px !important;width:600px !important}
.hse-column{display:table-cell;vertical-align:top}.hse-section .hse-size-12{max-width:600px !important;width:600px !important}
}@media only screen and (max-width:639px){.hse-body-wrapper-td{padding-top:20px !important}
#section_1745859949728 .hse-column-container{background-color:transparent !important}
#section_1745859949728 .hse-column-container{background-color:transparent !important}
}@media only screen and (max-width:639px){ #section-0 .hse-column-container{padding-top:0px !important}
#section-0 .hse-column-container{background-color:#c6def4 !important} }@media only screen and (max-width:639px){ #module_1745958913674 .hse-column-container{background-color:#fff !important}
}@media only screen and (max-width:639px){ #section_1777502514506 .hse-column-container{background-color:#fff !important}
}@media only screen and (max-width:639px){ #section-1 .hse-column-container{background-color:#fff !important}
}@media screen and (max-width:639px){.social-network-cell{display:inline-block} }
@media only screen and (max-width:639px){ #section-4 .hse-column-container{padding-top:0px !important;padding-bottom:0px !important}
#section-4 .hse-column-container{background-color:#00aff4 !important} }@media only screen and (max-width:639px){.hse-body-wrapper-td{padding-bottom:20px !important}
#section-5 .hse-column-container{padding-top:0px !important;padding-bottom:24px !important}
#section-5 .hse-column-container{background-color:#00aff4 !important} }</style><!--<![endif]--><style type="text/css">#hs_body #hs_cos_wrapper_main a[x-apple-data-detectors]{color:inherit !important;text-decoration:none !important;font-size:inherit !important;font-family:inherit !important;font-weight:inherit !important;line-height:inherit !important}
a{text-decoration:underline}p{margin:0}body{-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;-webkit-font-smoothing:antialiased;moz-osx-font-smoothing:grayscale}
table{border-spacing:0;mso-table-lspace:0;mso-table-rspace:0}table,td{border-collapse:collapse}
img{-ms-interpolation-mode:bicubic}p,a,li,td,blockquote{mso-line-height-rule:exactly}
.ShadowHTML p,.sh-modified-inline p{margin:0}</style></head>
<body id="hs_body" bgcolor="#c6def4" style="margin:0 !important; padding:0 !important; font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<div id="preview_text" style="display:none;font-size:1px;color:#c6def4;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;" lang="en">Plus: Claude can now build your dashboards ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
</div>
<!--[if gte mso 9]>
<v:background xmlns:v="urn:schemas-microsoft-com:vml" fill="t">
<v:fill type="tile" size="100%,100%" color="#ffffff"/>
</v:background>
<![endif]-->
<div class="hse-body-background" lang="en" style="background-color:#c6def4" bgcolor="#c6def4">
<table role="presentation" class="hse-body-wrapper-table" cellpadding="0" cellspacing="0" style="margin:0; padding:0; width:100% !important; min-width:320px !important; height:100% !important" width="100%" height="100%">
<tbody><tr>
<td class="hse-body-wrapper-td" valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding-top:20px; padding-bottom:20px">
<div id="hs_cos_wrapper_main" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_dnd_area" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="dnd_area"> <div id="section_1745859949728" class="hse-section hse-section-first" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation">
<tr>
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1745859949728_0" class="hse-column hse-size-12">
<div id="hs_cos_wrapper_module_17458599497262" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div style="overflow:hidden">
<table role="presentation" class="hse-pre-header hse-secondary" width="100%" cellpadding="0" cellspacing="0" style="text-align:right; font-family:Arial, sans-serif; font-size:12px; line-height:135%; color:#23496d; margin-bottom:0; padding:0" align="right">
<tbody>
<tr>
<td align="right" valign="top" style="color:#48607a; word-break:break-word; text-align:right; font-family:Arial, sans-serif; font-size:12px; padding:10px 0; margin-bottom:0; line-height:135%">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf85nR3bW69t95C6lZ3mjW2wtll692MFB7W3VPgBx2yQsxPW2pRnRk2x_9T4W1Dwcy15wLQsVW8gqXDm7lpcftW42yFw294W289VjYKVd1J7LZ6W41DwN01-5ZDbW37QbQV6kY99RN2Q3L_fF67L0VYt6qd3prRQLW3X9YZx3hQ9-7W1sSmqx7KdCN2W4gCyqr8dsNWSW7s9wjK4ZpK4XN2dk9T2pbCxNW4k5KV87gM5YZW29WBY27zgfzXW3mXHpT7RgmQlW6cT1FK2Plg-vW4chzdT3B0byxW1pfBvy3z02d9W2r0vDx4j3qmdW2NLb9l989nWxW2VpPfM54l1qgW6tRC7s2x4GHcW85R_Hy4Kvc_wVzc1DX52l8n0W3z8f7z39x38qW4nt3fP4XS08RW3sl6Jx5P8vG8N5bWw4BWH-5WW2HNgCz9hkR6wVT8L0N5S67MXW8HW4ny2ZWM0KV8k91G5jCQ4nf4MFPG604" style="color:#48607a; font-weight:normal; text-decoration:underline; font-style:normal" data-hs-link-id="0" data-hs-link-id-v2="m4c6vKmh" target="_blank">View in browser</a>
</td>
</tr>
</tbody>
</table>
</div></div>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section-0" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#c6def4" bgcolor="#c6def4">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#c6def4">
<tr style="background-color:#c6def4;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column-0-0" class="hse-column hse-size-12">
<div id="hs_cos_wrapper_module_17781907754421" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Newsletter Header Module -->
<table width="100%" cellpadding="0" cellspacing="0" border="0">
<tbody><tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#fff; border-radius:10px 10px 0 0; overflow:hidden">
<div style="background:linear-gradient(135deg,#00AFF4 0%,#c43aaa 55%,#FF3287 100%);padding:28px 28px 16px;text-align:center;">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf83hCZYW69sMD-6lZ3mPW5Kw8Hr5-80m9W5TB4sJ4lCkptW6kdGNY5sf0GGW7g-5tB6FtgMJW97mMrW7wybjYW46wwWl1FyLGnN7tZgdjJ_P6ZW8kcSKy7B3LFbW8RlgpF1wDZhXW7LLp3P2Kq430W1D-JjY2W6x-1W8NnSfb22vswmW1FV24n3501gxW73KtWC5LD6ytV5nH-Q81gW0zW44gq7t8dG9M0N4Dyh2Z9pv33W5gqLRp1KwG2BW2KGcBL4YBZz3W81mH0G57jcd4f4xt_qj04" target="_blank" style="color:#00a4bd; display:inline-block; margin-bottom:10px" data-hs-link-id="0" data-hs-link-id-v2="OoNnZZSG">
<img src="https://info.thenewstack.io/hubfs/The%20New%20Stack%20logo%20-%20Reversed%20(2).png" alt="The New Stack" style="outline:none; text-decoration:none; border:none; height:36px; width:auto; display:block" height="36" width="auto">
</a>
<div style="font-size:15px;font-weight:800;letter-spacing:.3em;text-transform:uppercase;color:rgba(255,255,255,0.9);">Weekly Update | Issue 541</div>
</div>
<div style="padding:20px 28px 18px;border-bottom:4px solid #c6def4;text-align:center;">
<div style="font-size:13px;font-weight:600;color:#48607A;letter-spacing:.05em;margin-bottom:12px;">Together with</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3mvW16S5GM2j6TBkW1gmKtb6yMMf2W45YXb13XWjYPVMgrR_2z8Cg9W32-Nxj6ySbxdW18bz4v3bCLpRVTvCCQ1Q-ywgW75fJM8136dmxW9lmSSJ1NCqnRW25VVc17svjB4W8gdyL78s1Dp8W4l_YNl78tJCJW2_P-2M5WkpwPW30hcp-7DM5D8W35Y7DN7MvHchW8M-3jZ1MyHpkW15p_xC7_RXWCN68d3mNZ_VlNN322bdWfC5VGW1z_LxY4jzqlkW2b128W3Jv6JwW2tkH3P500344f2y4K5P04" target="_blank" style="color:#00a4bd; display:inline-block" data-hs-link-id="0" data-hs-link-id-v2="wMj/d3Ee">
<img src="https://info.thenewstack.io/hubfs/HPE%20Logo.png" alt="HPE Logo" style="outline:none; text-decoration:none; border:none; display:block; margin:0 auto; height:30px !important; width:auto !important" height="30" width="auto">
</a>
</div>
</td>
</tr>
</tbody></table></div>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1767820559097" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#ffffff" bgcolor="#ffffff">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#ffffff">
<tr style="background-color:#ffffff;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1767820559097_0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 15px 20px"><div id="hs_cos_wrapper_module_176781485837711" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176781485837711_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><span style="font-size: 20px;"><span style="font-size: 20px;"><strong>One-model loyalty is dead.<br></strong></span></span></span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px 10px"><div id="hs_cos_wrapper_module_174595863153521" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_174595863153521_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%">Elon Musk posted an “important note” on Wednesday about <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3m_W1xLG6c6nhRrpW48pfHL3vJGR4W1R03dv7dp_h9W35hh-H2_9S25W2MG_m22c_QF5W4ZkBKB2QSPzJW9dq16-3nv5-FMsFrsgZfMKbW3hB_Ny4K2Mr7W4PH9BC174SL8W2dNDpx8N66dqW67BlCR6wDJBmVQLkZJ2cBmmWW2C8pYM9h3k38W68WND66VP9k8W35zHnh2T-P_jW5DlvV84ThGD4W34vmHx9hBTtXW477QPT5bDzFBW676zTF3rT6HTW5srHGH7M-NDLW2mtjYm28R3PCW76dS6x3y_CjfN3YWJw8zQD_XN62f4MtbF_SxW6wF_T742zcJPf1MfQ0x04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="4pjKfr30" target="_blank">Grok Bot</a>, the AI agent SpaceX launched in beta in August: “Important note regarding Grok @Bot: Going forward, @SpaceX will use the best back end model for any given task, including Claude Opus 5.5, MidJourney, Suno and other leading APIs. Whatever is most likely to give you the best outcome.”</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">Grok Bot is a joint product of SpaceXAI, the Musk AI lab now folded into SpaceX, and Cursor, which <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3pYW7D1GHj8YtPkjW34k_sC8MtHsnW2-k7g25-b1hcVJvHdk1KwcfRW8fHKGg48F8HJN3CzhLb4p9YSW2gbQjg5KZ89rN8bFgvzlZMWzW59k_cx574HksW5kNGjM7FPjKXW2JW2xb2VzGzPW4FVQVz7p5QQpW8mtfNC471yyWW5BMWzZ3zQ9FdW1PHXC16Rjw4TN5cctSm4DfqvW2nY1mQ57j9vcVPfD_d2yq6JWW6PlVYX7kjdjXW8NRlnB8lMSgBW6h13263H_lT9W1tq-t16sjvCyW4Z34SF3jXpK4W6kZ2HM1V7FS1W7_Mxtl8M26q4W4xRGRm8yDG6rf1N8Jlj04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="ZpGKJLNH" target="_blank">SpaceX agreed in June to buy</a> for $60 billion in stock, a deal that closed in August.</p>
<p style="line-height:175%"><br>In August, <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3kCW2fBGDZ47G3cLVthQKn8bJRb_W1jsrBD2jB_0SW2xlnzQ8qxNB5N2ZgzQqKNXTxW7K1zCK8XGKvqW1rlkpB2NcBs4VZlpNp2lf4LlW63-RJn88fm1NW5zb12f3VGsscN8D3JCd_F7s3W7GNMMT1stWbHW8xj0HG2Frlj7W2VscrD99wFt1W63TQ4s9kF4WXW13hl3352LYtYW5jNVBF1H8F0YW8V02CV8TCBx8W3pgrWX1KYdZZN5xqF2WlkY5YW5rGcxw22MgNDW3QT1N34d4llMW5SQgfb8rHX_7W2j4MGY44dQCPW1Jz1pd2zqs84W305Jwx3B0ZqQf4kQ9wY04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="4mj/gQYA" target="_blank">I wrote</a> that when models converge on price, the money moves to whoever decides which model gets the job. This trend is happening across organizations increasingly relying on AI and trying to balance rising costs.</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">I heard this firsthand this week. At least 10 of the 22 company leaders we interviewed at an AI event this week described the same habit: pick the model by the task, and keep the expensive one for the work that needs it.</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3n9W4L4WJ45Pj4XHW1lj5HQ3gv_VdVNhx3f8BwjxjW8g7Llm89YdpHW4TMCN53cp9STVkd76q99H4YNW4fnlPw1xc3VGW921JpQ3LNp-KW2TL2Cq3Ycy7CW2yMcws54skryW16NSs14Cqj_BMzrS_BdcynvW5v0hBd1vv_LLTGm_V8LCsBKW6fH06H8zxt27W6KS3TK17j3FxW4Qf5sV9bxBgPW4FsBCP85hhXvW5mK_nG3yggbYW9kj3JX7-P_FBW6RGQwP1GMZVJW4hgr6M2xzvB6W6Sdm5Z4d5NpnW8g48tn3y-wTtf7FDZQP04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="gKzJYJq+" target="_blank">Read the full story →</a><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3kSW1M3NRZ2SbLF_W84Yz2_8NxLMBW4dpWQY4yT4p_V3ykr35vK06SW60M9yp6Z8XScW2YvbqJ2v6zQrN5HxKLt_1lzFW4z8t3S8VVWPNW53mN9s41s5pbW4ZpV7Z2BnjsBW1776Rz7DpNkZW7HSBMq4283vxW8y9sHy74k5zxW1CscVG7j88dqW8mlVgX7kD-qCW6kh4r76mpS8xW1RnvMZ4YhbR2W9lHyTV14FQQYW2zxm3N3gHL0jW8kG0n87v2-_GW3gbhyZ4BRnNkW25RkZw7jL45ZN22xCQQY2vs-Vm1hdZ8jWQRJdjKtkq04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="HQVBaV6L" target="_blank"><br></a></p>
<p style="line-height:175%"> </p>
<p style="font-weight:normal; font-size:16px; line-height:150%; text-align:right" align="right"><span style="font-family: Merriweather, Georgia, sans-serif; font-size: 15px;"><span style="color: #48607a;"><span style="color: #48607a;">— Matt Burns, Chief Content Officer</span></span></span></p></div></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1780514599435" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#ffffff" bgcolor="#ffffff">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#ffffff">
<tr style="background-color:#ffffff;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1780514599436_0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 0px 5px"><div id="hs_cos_wrapper_module_177750251450621" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><meta charset="UTF-8"><style>body{margin:1rem}.d{border:none;border-top:4px solid #c6def4;margin:0}</style><hr class="d"></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1766085156082" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#FFFFFF" bgcolor="#FFFFFF">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#FFFFFF">
<tr style="background-color:#FFFFFF;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1766085156082_0" class="hse-column hse-size-12">
<div id="hs_cos_wrapper_module_17805145337501" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Sponsor Ad Unit -->
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#fff; padding:28px 28px 24px">
<p style="margin:0 0 16px;font-size:13px;font-weight:700;letter-spacing:2.5px;color:#9ca3af;text-transform:uppercase;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;">Together with HPE</p>
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="margin-bottom:20px;"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3q4W7lnGjx1Dq3kdVsS8hP3-2LhXN8V_nC1ddKKcW295GD52DL6G0N385yFLQdBLGW7sCrpG5Jg8NXW4S3TxN294v_2W1f41d11FCg3VW14Y8zb41BrjRW3H69kl3wnH0zW7Tlf2s7K8rZ0W7pXLvV8t7WBYW8mdNNx7P0fXYW8SKnr13dgfppVLxYcC164mZdW3qQjYf2S8ZQmW58hCdJ53gLdpW1-Qx5f22BF9VW10DbGS4sBjZkW30fF8y3C6h87W885CKC17fl1BW1WN-1g30S6Qtf2Bljzd04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="1" data-hs-link-id-v2="lsTgyowt"><img src="https://info.thenewstack.io/hs-fs/hubfs/Newsletter%20Header%201%20-%20Platform%20Work.png?width=1168&upscale=true&name=Newsletter%20Header%201%20-%20Platform%20Work.png" alt="" width="584" style="outline:none; text-decoration:none; border:none; display:block; border-radius:8px; max-width:100%"></a></td></tr></tbody></table>
<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">The real platform work starts after deployment</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>See how HPE Software helps platform teams deliver self-service, governance, automation, and Day-2 operations at scale.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>
<p>Developer self-service without sacrificing control</p>
</li>
<li>
<p>Policy and governance built into workflows</p>
</li>
<li>
<p>Reusable templates and blueprints</p>
</li>
<li>Unified management for K8s and VMs</li>
</ul></div>
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3mbW4-P8N38pqqMSW4zSsBs330pqbW2wSZLg90Lps6W7TqyXm60n-c_W50DKZK5LCS9mW39Yjp-3n7ct8W5HCpnn61K8zGW1NktJg4vQDtvV8WvyH5K_sthW34Yhx_3K5kg2W7bV4_K75vzsTW3F4dfm612JLdN7K8LGdgLXtqW8jLMLw4LRkrsW6Mtd714X3V-PW8Zg2sB2W88YjW4MBqM36SP-tYW4GYkRT7k3SQlW2w_D0f731WDYW7QNcn-2WFPHhW5MqLl_4JKHDvW8cbBZ67SgrZjf3RKjLq04" target="_blank" style="display:inline-block; background:#00AFF4; color:#ffffff; font-size:18px; font-weight:700; padding:14px 32px; border-radius:6px; text-decoration:none; font-family:'Merriweather',Georgia,serif" data-hs-link-id="2" data-hs-link-id-v2="EgmALqvb">Learn more</a></td></tr></tbody></table>
</td></tr><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#c6def4; height:4px" height="4"></td></tr></tbody></table></div>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="module_1745958913674" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#FFFFFF" bgcolor="#FFFFFF">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#FFFFFF">
<tr style="background-color:#FFFFFF;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="module_1745958913674_0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 10px 20px"><div id="hs_cos_wrapper_module_17757509021117" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17757509021117_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong><span style="font-size: 19px;">TNS essential reads</span><br></strong></span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17782590667751" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17782590667751_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf85g8t6W69t95C6lZ3msW4-wvKS3BWvq3W7RNNnq8hNr_3N89r9Sw4TfZXW54tsB46vjGF9W3YKlXG8SrlcnW53RdWQ4y7syQW1PjN0_8SZffzW2QYqkd2tkjMpF3rv68bDxtfN59lg10_g5mVW4tQ27x4h3xhRMjJngGvfnnpW7wv7L87VbQ2mW8pmzFV1XLC-CW21Vn1Q2WR8n2W7BQRMD59j2xZVZmNnh4GQqX3W8mbG-Q1FfNZ5W48tj2M8qfmY5W6RRXyg77ljknW861ZFn3LNVXzN24GcKwJNVlxW86CbPJ8n9Q1QN6-KdcsXnWdLW1cZjGB7H7pm3W1n5B4k7PYMntW8n1WMB3jqMQyW49Gxwh35wfYjW4ryp-T570lFrW20Lfn12dSt0WW5CHf0m2NpHYZW7HrhHr8HG145W2DpZhL60Jz-rN65pFc5l5yQjW2ZHBzq7j6DyVN7s_1yPT5Skff68_4kF04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="ju3fCXg5" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on.</span></span></a></p>
<p style="line-height:175%">Decision models are converging on a startup’s API. Developers gain cheaper, portable AI judgments, but shared code doesn’t guarantee reliable answers.</p>
<p style="line-height:175%; font-weight:normal"> </p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17867281423402" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17867281423402_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%"><span style="color: #00aff4;"></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3p_W1szxkp5m5SYTW130Xc26pzlF3N8XGt0gK1-z3W4L-kTb1JBBB3W6C8_zg608wCzN5pNzVtXQ2z8W9gN_dl5RnmZSVXY3hb5Dd_n0W8Cz0376SpG8rW7jQzzC4WqFSYW7bFFKn9kvSF2W94zFR154dRw_W7zwl0_90D3wMW8ZzqkR4yHk4gW5S799w2mtmZlW2_WRP12j-nvmN8-R_hq-wljtN1f8PN9PJRywW21zyLb1CHh0kW683jq81xfs0FW2NbQvL44wPj6V8LymR2xxCqwN6qMZzw7-rzwW1HzwBz7j7K-Hf7Vt6C004" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="dTuYBZf4" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">Claude can now build your dashboards</span></span></a><br>Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17855147925281" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17855147925281_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-weight: normal;"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3qgz0W6N1vHY6lZ3pQW6BlHgT2L98y2W6tPMVx2KxnxSW5gmWpb7_SxbpN7fBzX3R-ZtCW4M9dxG8QXxXlVmtx286k6qzRW4jkZvl6R3yYvW8wDLq47rNZHzW8hYQhk6whP6TW3JMpPg3xwsJ_W3Nc7085-gRCGW6ps25j2XHwPRW6j0hz174jcBWN2VB6qZpfWcDW810J0h9hr6GsW7yKsSy7WcK8XW4M9VJC4Q29RmW29mBRp8c1Ly9W15KQQq38S0zkW8L7Fhf5_vs86W4-CqrF1TmSxPW1Y0TQJ9fCZkmdVVc_T04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="jLobXR3r" target="_blank">Confidential AI. Without the Trust Gap. Discover VAST DataEnclave.</a><br></span></span>Enterprises can’t send data to models they don't control. Model builders won't expose weights to infrastructure they don't own. VAST DataEnclave closes that gap.<br><span style="font-style: italic; font-size: 12px; color: #666666;">(Sponsored)</span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17855148364602" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17855148364602_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3lRW71_sGG4RK7HxW2pbbx48P8mFKW5_253J4ysvbbW3zVZ461v7fMjW7fn0862bLG1WW86k-X38LbDcNW1YW0v742hKT6VWSBZ93mCHHjW1b2RxM2-yhFBW6YSpbV8pJZbxW29HDzG3D9Pz8W204Q8q3LdWk_W83F8YL2yjpZyW25MD-m1g_NjJW8JNnfr87nXWZW8pjDpY65FDT6W5_HVZd1hYmq7W8-60Lk8WfHT9W10M_CQ1_n6mlW20m1DV7s6MxvW5jywSK4sD9J6W3p-G258lVgTFW6P9R_M7dbGxwW2Pr9-M86s8L0f1g7NxR04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="LYt6OcGA" target="_blank">Decision models are suddenly everywhere. OpenAI’s is now public.</a></span></p>
<p style="line-height:175%">Decisions API enters public beta with image inputs as Perplexity, Cloudflare, and Amazon push open-weight alternatives.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17915616731181" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17915616731181_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3kJW4JXqSY2GxGM7W77ZcF15T45FkW2vSCHV3wM7RWW16wg_M6rwsHwW6QRWk02DNjr2V3qKLZ5DYMT_W7RJRY63CJkFDW6KTpgG6q-SG8N32XPP__80TTW5nRHLD2Xgs--W8R858184Hy1sW4cn0r86Srl0RVQf7Qb12MPWBW6-3vVd63QpXGW2x6rRp8YdKGdW71hKZf6wxmG0W35Sgcy8zNZs4W7KWx7H58p6zcN8jT9bd252RZW1QFZSM29jG5lW3sMTH15tGSQfW20THft39dTYVW2zCS_b7jKzWbMW9L2tbhv8sf2RKzyv04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="eNF5I70B" target="_blank">It passed CI. It passed your evals. The customer still got the wrong answer.</a></span></p>
<p style="line-height:175%">Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17866646790371" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17866646790371_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23hCZYW7Y8-PT6lZ3kPW6mV1z518XKwGW3067X63b9LlWW4r8QvY9k8McSW1KLwFG6DQWJQW4_42Gj2MxGQbN9j0lM5mZw8mW8QlQBf3nCcv9W48H_Cv6q03C5W3VcQZ23ZKgmVW2gjW1P69VXpcV1KgCq3MpmghW7pkhNs8WPBzfW66gqSv8b_QH1W2wM_p_2v9nVMW3VWZvt2KgPznN7zKxhggN0cqW7qM-J67-bms7W8W8r4D6CXdcXV9Cyhd2mHrZjW5Z70rz7W0Kx0VcSZzQ1Hh7x9VBF4GH75jlqDN18bdwpdLTbHW8W-2G36R3sKFW2WfzWz35SfyVW1z0lFm3nJWXzdx1Bgs04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="47LrYC9P" target="_blank">The systems guide to production token optimization</a></span><br>Scale AI systems efficiently by treating token optimization as a distributed systems and hardware utilization challenge.</p></div></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1780514623891" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#ffffff" bgcolor="#ffffff">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#ffffff">
<tr style="background-color:#ffffff;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1780514623891_0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 0px 0px"><div id="hs_cos_wrapper_module_17781981952352" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><meta charset="UTF-8"><style>body{margin:1rem}.d{border:none;border-top:4px solid #c6def4;margin:0}</style><hr class="d"></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1781808287236" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#FFFFFF; padding-top:20px" bgcolor="#FFFFFF">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#FFFFFF">
<tr style="background-color:#FFFFFF;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;padding-top:20px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1781808287236_0" class="hse-column hse-size-12">
<div id="hs_cos_wrapper_module_17818082872351" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table class="hse-image-wrapper" role="presentation" width="100%" cellpadding="0" cellspacing="0">
<tbody>
<tr>
<td class="hs_padded" align="center" valign="top" style="font-family:Merriweather, Georgia, sans-serif; color:#48607a; word-break:break-word; text-align:center; padding:10px 20px; font-size:0px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3lZW72SZxd5-NgD2W8CNtCr3Kp0blW4WvZVV8_K0qGN8jcQbsG-ZflW7D6SHY2p2cSlW2XH_jG24hCSBVHVnS18HW5S1W6SXrx56wS1DmVM8Lg66KL0TCW7pPjzy8GxNXDW4tG6WP7ZJW8NW8_K2bW8Xx-hpW4SYqYt35VB6RN4ksK0098GzfW7_crDs8WnzYXW5Gwp7y6qJ3PPN5KK9sTPRbtcVTTq8H5NkBVyW7qWScp6xrCm5W3qZ4ZN802mHhW1Ptywx9h2kh5W108qgd6DDtn0W45q-bS71DYz7W99x9VY6JL54df3-LFkv04" target="_blank" style="color:#00a4bd" data-hs-link-id="0" data-hs-link-id-v2="Q2qU+8Sy">
<img alt="TNS Episode - Bit Cloud" src="https://info.thenewstack.io/hs-fs/hubfs/TNS%20Episode%20-%20Bit%20Cloud.png?width=1120&upscale=true&name=TNS%20Episode%20-%20Bit%20Cloud.png" style="outline:none; text-decoration:none; border:none; max-width:100%; font-size:16px" width="560" align="middle">
</a>
</td>
</tr>
</tbody>
</table></div>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_17818082872362" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17818082872362_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:200%"><span style="font-size: 20px;"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>Bit Cloud’s next chapter starts after the AI builds your app<br></strong></span></span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 15px 0px 20px"><div id="hs_cos_wrapper_module_17818082872363" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17818082872363_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; text-align:left" align="left">Anyone can prompt an app into existence now. Turning it into something a team can run, review, and build on is a different problem. In this episode, <em>Bit Cloud</em> founder Ran Mizrahi walks <em>The New Stack</em> through what happens when reusable, already-reviewed components meet an AI builder, and why that changes how much new code anyone actually has to look at.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px"><div id="hs_cos_wrapper_module_17818082872364" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table align="center" border="0" cellpadding="0" cellspacing="0" role="presentation" style="border-collapse:separate;">
<tbody><tr>
<td align="center" valign="middle" bgcolor="#00aff4" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; border-radius:8px; cursor:auto; background-color:#00aff4; mso-padding-alt:12px 18px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3lqN2tSZhlTRT1xW2vwrhd1XY56BW4fFG0L7zMXqKW8_wnW86Mfbz6W1HJPMv3SCZ7DW6k5Nc29g1vfRV9fVsK8znStTW2KSCXq7HNbN-N89PSQtZstLyW1FrKSg8p_bqZW6BHj394n9ql5N2H4F5DbnkSsW6gmYG294tVrHW96MQj08s1v7QW8BMsMk49khF7W5gSRZD58WtBqW13c2MG7ZsJqdW6BbNWC50zW0MW8Jxctq6xWqDyW9lKGm286BlqbW3GVg1n5QVKk9MryXRc2jTfxW2QTqb853q6zPW75PhKL6f7cS5f1D2p--04" target="_blank" style="color:#00a4bd; font-size:18px; font-family:Merriweather,Georgia,sans-serif; Margin:0; text-transform:none; letter-spacing:0px; text-decoration:none; padding:12px 18px; display:block" data-hs-link-id="1" data-hs-link-id-v2="KQHoNjPi">
<strong style="color:#ffffff;font-weight:bold;text-decoration:none;font-style:normal;">Catch the episode</strong>
</a>
</td>
</tr>
</tbody></table></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1777502514506" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#FFFFFF; padding-top:10px" bgcolor="#FFFFFF">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#FFFFFF">
<tr style="background-color:#FFFFFF;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;padding-top:10px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1777502514506_0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 0px 0px"><div id="hs_cos_wrapper_module_17779991487111" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><meta charset="UTF-8"><style>body{margin:1rem}.d{border:none;border-top:4px solid #c6def4;margin:0}</style><hr class="d"></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 18px 10px 20px"><div id="hs_cos_wrapper_module_17781925980441" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17781925980441_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>Featured webinars</strong></span></p></div></div></td></tr></tbody></table>
<div id="hs_cos_wrapper_module_17890669312371" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Webinar Module -->
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="background:#fff;">
<tbody><tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:18px 20px">
<table width="100%" cellpadding="0" cellspacing="0" border="0">
<tbody><tr>
<td width="60" valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding-right:20px">
<table cellpadding="0" cellspacing="0" border="0" style="width:60px;height:60px;">
<tbody><tr><td width="60" height="60" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#00AFF4; border-radius:8px; text-align:center; vertical-align:middle" align="center">
<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Sep</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">13</span>
</td></tr>
</tbody></table>
</td>
<td valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Why the best reranker can't fix bad retrieval</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3hCZYW8wLKSR6lZ3kqW5Lyb_c94JRGrW6q4g-q3syHG8N6YsB5x3hqPPW6CFC8f5BBsWmN5H1F_qLwkmzW1CjF_k68CVXCW2K0CqJ24Q5Y_W31DYXr3ngPr-W374-nS6jMxNRW1K9_6X8by7lPW2Z7sbs8Hjwr8W3ryTWd7xNP23W61hQvJ2TF9dFW1VFbXn5nd2LMW7jGKV51kFG9vW32zGXw82l1hyW8vbwVh8KfRNXN3Fb6R1h-1fRW1f7BjP2Y7RLbVdn-fb7VTc6WMLMyNz9zd2XW95pk3d2PMv1nW5Ht-vp6hJBXlW7tCYKg5ZS7nmW1krPFj5bM7kSW1lG7S11vfd_MW4trtn44L40kKW6gs0Nk7Y6M2Tf8yxvRC04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="l3sgGiHb">Save your spot →</a>
</td>
</tr>
</tbody></table>
</td>
</tr>
<tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0 20px 0 100px">
<div style="border-bottom:1px solid #e5e7eb;"></div>
</td>
</tr>
</tbody></table></div>
<div id="hs_cos_wrapper_module_17908875903652" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Webinar Module -->
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="background:#fff;">
<tbody><tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:18px 20px">
<table width="100%" cellpadding="0" cellspacing="0" border="0">
<tbody><tr>
<td width="60" valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding-right:20px">
<table cellpadding="0" cellspacing="0" border="0" style="width:60px;height:60px;">
<tbody><tr><td width="60" height="60" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#00AFF4; border-radius:8px; text-align:center; vertical-align:middle" align="center">
<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Oct</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">14</span>
</td></tr>
</tbody></table>
</td>
<td valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Six data requirements to get your AI agents from demo to production</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Most enterprise AI pilots work perfectly. Most production deployments don't. Tune in October 14 for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsdz5g8t6W50kH_H6lZ3ltW1ktmJG6f2_bvW5SdNJ72l4LGGW6Zj09x371HKLW42nj848Y1QbPW4rQyjS170BvsW7gscb46FnLvfW20L6lQ44rmppW6wqvwl3WR0YtMqbLVGtFmp4W7QZR9D6Y6B1RW5txNKw91HVgmW8fwGGj3Nsp1WW923HzM3sY1RbW45MN0g8LpDygVCHc-c8XB-wvW8mH7c720qftfVvGKL48HWwc9Vgn3ZK3xYc7yW32kl033s7R8GVRMZty6xrJM6W1c003Q2pyfs1W1C7h7t4Pq4j0W6Y_hzT6qp5DSW7bQjyW8Rg1V2W8vxB_G1WT1zMN2VB9TlWF0ZCW8nd_zS2jWXFvW6DcM_P83vYkzVD4FJH5vSrW7VsrHdg1yZ5kJW3544JX1wKmXKW6311mL5Qnj6Gf5KB_y604" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7u7F3hBY">Register now →</a>
</td>
</tr>
</tbody></table>
</td>
</tr>
<tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0 20px 0 100px">
<div style="border-bottom:1px solid #e5e7eb;"></div>
</td>
</tr>
</tbody></table></div>
<div id="hs_cos_wrapper_module_17909604859852" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Webinar Module -->
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="background:#fff;">
<tbody><tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:18px 20px">
<table width="100%" cellpadding="0" cellspacing="0" border="0">
<tbody><tr>
<td width="60" valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding-right:20px">
<table cellpadding="0" cellspacing="0" border="0" style="width:60px;height:60px;">
<tbody><tr><td width="60" height="60" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#00AFF4; border-radius:8px; text-align:center; vertical-align:middle" align="center">
<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Oct</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">21</span>
</td></tr>
</tbody></table>
</td>
<td valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Postgres at scale: what breaks (and what doesn't) when live data grows</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall. On October 21, Tiger Data's Matty Stratton shows exactly where vanilla Postgres starts to strain and, via a live demo, what breaks versus what holds up.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsdz5g8t6W50kH_H6lZ3mdW1vGJ0X98Ry0KW2nGDR68Y1jdVW83pD_861xs6lW1L-H6B5qdwBqW9d1Nb41wwL2WW6bbhx134V4hVW5rFppj9l586DVQJ-Gx2lJf2hW81kzqz6VhfMZW4RDSXx4npBHrVTnxhV3ShvQ3W798-Vs9hBcRLW6gbpYQ3-pzq5W80T0F71GWhVPVG8Kyz2_nfV9W66wVS35DwlhwN18NM8wYxgpgV4H-JL11kpdRW6jBhN85f6sk2W6JMlXf4CYB2BW1707hz7Yl3ysW3D91TL5Qbf2xW43RKFk78HKPDW910dMv1f91PbW8kfc202PMlhgW3pJhq97R3sKhW4kH5Ql95BVZ3N5Gmw-q-WRVYW6H-Fy9842ybLW2D1kVz92XZwjW4hsW3S7D90HCW5hhrS75gbRnrf1r2RTx04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="lwlft71V">Sign up today →</a>
</td>
</tr>
</tbody></table>
</td>
</tr>
<tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0 20px 0 100px">
<div style="border-bottom:1px solid #e5e7eb;"></div>
</td>
</tr>
</tbody></table></div>
<div id="hs_cos_wrapper_module_17909604847691" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Webinar Module -->
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="background:#fff;">
<tbody><tr>
<td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:18px 20px">
<table width="100%" cellpadding="0" cellspacing="0" border="0">
<tbody><tr>
<td width="60" valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding-right:20px">
<table cellpadding="0" cellspacing="0" border="0" style="width:60px;height:60px;">
<tbody><tr><td width="60" height="60" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#00AFF4; border-radius:8px; text-align:center; vertical-align:middle" align="center">
<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Oct</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">22</span>
</td></tr>
</tbody></table>
</td>
<td valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">From invoked to proactive: what changes when your incident response agent goes fully autonomous</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Most teams talk about agent autonomy as if it's all-or-nothing. It isn't. Join us live on October 22 as Traversal co-founder Raaz Dwivedi traces the real progression from invoked to proactive, and what it takes to trust an agent enough to let it act on its own.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3hCZYW8wLKSR6lZ3n6W7ZRM_f4CZdLsW4s6pjh3bdpRQW5PS3vh4bbl1XN50HrBPvRxZJW5p67DF5tbPYCW3MDt6q59kwsGW70dqJ31PPGkpV5YFtX8Lf-1mW879WV-1M91R3N38jCdzjcf6tW4k8v7174dlpPW3lF67M889V78W5mYg533Yb_w5W6Q1nPd5V4TmYVQRLSL4k49tXW5vF7lt8x2p7fW6_jTN42rZTR6W4czKZP4jt4mGW5WYJst6CDGnZW5TvwYR4XpG4RW8N-2FG8G_lwDW75GDtf65qlHCW7mzmzz5Z1cPfW6nhM457cHg7ZW1wc8wr5XWQDGW5Y4GGf2_QxhqW9hH5WD5SWpWXW8jtGgQ8nDSWlf95hrlC04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="AsV2H3kI">Register to join →</a>
</td>
</tr>
</tbody></table>
</td>
</tr>
<tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#c6def4; height:4px" height="4"></td></tr>
</tbody></table></div>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section_1780514533750" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#FFFFFF" bgcolor="#FFFFFF">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#FFFFFF">
<tr style="background-color:#FFFFFF;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column_1780514533750_0" class="hse-column hse-size-12">
<div id="hs_cos_wrapper_module_17824261942421" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Sponsor Ad Unit -->
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#fff; padding:28px 28px 24px">
<p style="margin:0 0 16px;font-size:13px;font-weight:700;letter-spacing:2.5px;color:#9ca3af;text-transform:uppercase;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;">From our sister site, roadmap.sh</p>
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="margin-bottom:20px;"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3hCZYW6N1vHY6lZ3lTVdSg9G4yykyNW3xTNKx1SH4lqW5md5LF4FbMznW1CYLdx1bgs2ZN52Hyq-dFzbsW6dlqLQ3DDn_gW5-h1qZ5Q729ZW2r2LhC1BLP7KW4vMkjh3-29ZqW5czLp-1J3JfXW800hWB964H6lW5n82Mm5j2tdFW6PccY18mjGMVW6BZzLX2hX0nwN1WqZVhQ9B4yW5PgDrx7py004W5PRGBN19FmRrW2F1dKk1dsbN5W4mMbm95M7X_tW8BpKWd728H48W3fkV3J2-rPnKW8_XmLP2JvBczf7Zz3bs04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="r+SGgP+W"><img src="https://info.thenewstack.io/hs-fs/hubfs/RM_SQLCourse_hero_16x9_vs1.png?width=1168&upscale=true&name=RM_SQLCourse_hero_16x9_vs1.png" alt="" width="584" style="outline:none; text-decoration:none; border:none; display:block; border-radius:8px; max-width:100%"></a></td></tr></tbody></table>
<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">Master SQL, the backbone of modern data</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>SQL remains the essential backbone of the modern tech stack, whether you're optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>Go from foundational queries to advanced database management.</li>
<li>Learn through hands-on, practical exercises, not just theory.</li>
<li>Build skills that apply directly to real-world data work.</li>
</ul></div>
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3hCZYW6N1vHY6lZ3nlW5RjXdk3xw-PqW1x5D_d4L85V-W1y4sxR2KB7GTW4mf3rG2ZkTVPW9c_GqK1-12ddW3M8mLQ6gpZJmW1S2Tb41vzh7DW7w355N2fPH12W827Ycd62zd1tW8fvr52509BthVjl_Y140t01FW5_3xZZ6Q_7jGW1MPNR_5wVyMcW1nlq0c3CHfNZW4p-6wl83vWXmW3kJ9L65r5ZhMW2ZPFyK1zMMwPW3VlVlN8-HCBtW1WyGG819kJ3JW5LwCwl6bnFPLW5PWjKV4MjqcYW4gQZsH8zY4w8f15RGMn04" target="_blank" style="display:inline-block; background:#00AFF4; color:#ffffff; font-size:18px; font-weight:700; padding:14px 32px; border-radius:6px; text-decoration:none; font-family:'Merriweather',Georgia,serif" data-hs-link-id="1" data-hs-link-id-v2="TbQ9kV+v">Get started today</a></td></tr></tbody></table>
</td></tr><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#c6def4; height:4px" height="4"></td></tr></tbody></table></div>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section-1" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#FFFFFF; padding-bottom:20px; padding-top:10px" bgcolor="#FFFFFF">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#FFFFFF">
<tr style="background-color:#FFFFFF;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;padding-bottom:20px; padding-top:10px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column-1-0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 18px 5px 20px"><div id="hs_cos_wrapper_module_17781980589041" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17781980589041_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><strong>TNS quote of the week</strong></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px 20px"><div id="hs_cos_wrapper_module-2-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module-2-0-0_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;">"Don’t use ‘open weight’ and ‘open source’ interchangeably."</span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px"><div id="hs_cos_wrapper_module_17460542166404" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17460542166404_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left">— Peter Farkas, co-creator of the open source MongoDB alternative FerretDB and now CEO of open source database services company Percona</p>
<p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"> </p>
<p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3hCZYW7lCdLW6lZ3pMW1C8nnZ8PvJcwVn8fbN7y_SR4W3-1Cf99fy9NjW82DrPS5WsHg2W8Dlrp68S1WvKVf2f9j1VXvwFVlt_XM7pJJVyVFg2Z043Kcv5W4NfF6V3TL_cGW7678zv1h4g9nW7v-9jt6Ybv9cW34LX094RjvMdN5vVKVmcJDlZVqy2MM5GY6tBW7HxThB5sZlx_Mhr8VDW-D0wVft2cK7-KGxWVl2y2g8ZP5KMW69ZMkL2qGQs7W6yBWWF5JYWWjW61ZlNS11q07DW25s3st1hJx50VNspBy8XjqP1N5PPt-0BTl3Rf3rPX1K04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="Z0GTvbtJ" target="_blank"><span style="color: #00aff4;">Get the context →</span></a><br></span></p></div></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section-4" class="hse-section" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#00aff4" bgcolor="#00aff4">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#00aff4">
<tr style="background-color:#00aff4;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column-4-0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 20px 10px"><div id="hs_cos_wrapper_module-4-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module-4-0-0_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:center; font-size:18px; line-height:175%" align="center"><span style="color: #ffffff; font-family: Merriweather, Georgia, sans-serif;">Connect with The New Stack</span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module-4-0-1" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table role="presentation" align="center" style="width: auto; text-align: center; margin: 0 auto; " class="hs_cos_wrapper_type_social_module">
<tbody>
<tr>
<td class="social-network-cell" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<table role="presentation" align="center" style="width: auto; text-align: center; margin: 0 auto; " class="hs_cos_wrapper_type_social_module_single">
<tbody>
<tr>
<td class="display_block_on_small_screens" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:8px 7px; line-height:1; vertical-align:middle" valign="middle">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23qgz0W7Y8-PT6lZ3m4W7bYQVQ15fqLpW8C5S-C7ZGbpNW3_n6BK4kCnfGW3msSpq9ggBk4W59xrld4s6J8RW5WpYQ05B0329W1Rrjrf1Kds4NW7991Zy54qqZ-W7LkrjW74R4p9W6ptLL83NmHYjW3dnkNJ1GVxBrW5jD_pJ1KsSsMMn4wL4WlHM4W8fTqLf8g1hB2W7QkzP46qCYMkW3dfpdT7Mx2K4W5c1z6B8WWd_MW488tRv7KBt4yW4r0GB28-GwRWW8_2K4Q2ZK2z-W3D15Ms3msKS4W1Ys_G-2n8m_gN6DtYLCg-LZKW3Gp8QB16QBbNW6xLVDV5jy_C2W8zvYKm6MBXcYf4wwdYd04" style="color:#00a4bd; text-decoration:none !important" data-hs-link-id="0" data-hs-link-id-v2="XxpBZhJ5" target="_blank"><img src="https://info.thenewstack.io/hs-fs/hubfs/LinkedIn_White-1.png?height=70&upscale=true&name=LinkedIn_White-1.png" alt="LinkedIn" height="35" style="outline:none; text-decoration:none; border:none; width:auto!important; height:35px!important; vertical-align:middle" valign="middle" width="auto">
</a>
</td>
</tr>
</tbody>
</table>
</td><td class="social-network-cell" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<table role="presentation" align="center" style="width: auto; text-align: center; margin: 0 auto; " class="hs_cos_wrapper_type_social_module_single">
<tbody>
<tr>
<td class="display_block_on_small_screens" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:8px 7px; line-height:1; vertical-align:middle" valign="middle">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3qgz0W7lCdLW6lZ3l9W7SKLLJ7_KNhJW3FSPrq2wXBGpW2Q45B23bD-hwW4kttFq40tDNJW1wGHVG4rlbQ8W1wrm2s2zrT83W33YnXN1JVm4yW1T_0xL1TQ4xvW7FMxMx1S6J28W6QFvqV2Frvp8W8WfFXF2vrvgBW7JM2lc5RlQ5rVb2Pvr54W_BbW3yf2QZ6L_fYsW8X52f31x2pmcW6c4FYY63CsMqW3dLtRZ7JW2M9W1mM1NW8RyL9lW8fFBm742vmkWW3b2HJ58_Pf6GW4RtpQs3DSBGtW5xGSNG2qXpLXN7NHJyymNXyLW86SgNX4xYPSqf31fdCM04" style="color:#00a4bd; text-decoration:none !important" data-hs-link-id="0" data-hs-link-id-v2="KF65hrfo" target="_blank"><img src="https://info.thenewstack.io/hs-fs/hubfs/X_White.png?height=70&upscale=true&name=X_White.png" alt="X" height="35" style="outline:none; text-decoration:none; border:none; width:auto!important; height:35px!important; vertical-align:middle" valign="middle" width="auto">
</a>
</td>
</tr>
</tbody>
</table>
</td><td class="social-network-cell" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<table role="presentation" align="center" style="width: auto; text-align: center; margin: 0 auto; " class="hs_cos_wrapper_type_social_module_single">
<tbody>
<tr>
<td class="display_block_on_small_screens" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:8px 7px; line-height:1; vertical-align:middle" valign="middle">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3qgz0W7lCdLW6lZ3ptW4q4nvW8d4mZ1W2v_jWc3c4nTRN7sYZZtn6N00W10FqbY817-dhW1DgVg05b_zf2W76mKzf4NhjH_W21KcFJ3Wtyx1W4T2MkV4B98m3W4nDF4G2V190PN7p6lSvdqN8PW6nJq9Q46s0ZYW9kWP4z6xHxVsV7mZNj5zM_yKW44RKKP66Cm0jVcPL485wJ97-Vpp75x5N2-QCN96bgj5868TkW3kWFT65_GpDnN6TWFg_Sgg1XVQ0K274qZQp1N2-HHLyjmv5RW6BfhlV287CldW7wTqWY96rpLPW1Ty-X68Zk-tKf8VzG7v04" style="color:#00a4bd; text-decoration:none !important" data-hs-link-id="0" data-hs-link-id-v2="RPFqdvSr" target="_blank"><img src="https://info.thenewstack.io/hs-fs/hubfs/Facebook_White.png?height=70&upscale=true&name=Facebook_White.png" alt="Facebook" height="35" style="outline:none; text-decoration:none; border:none; width:auto!important; height:35px!important; vertical-align:middle" valign="middle" width="auto">
</a>
</td>
</tr>
</tbody>
</table>
</td><td class="social-network-cell" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<table role="presentation" align="center" style="width: auto; text-align: center; margin: 0 auto; " class="hs_cos_wrapper_type_social_module_single">
<tbody>
<tr>
<td class="display_block_on_small_screens" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:8px 7px; line-height:1; vertical-align:middle" valign="middle">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3qgz0W7lCdLW6lZ3nMW6F69kV1w9_SbW7bjgVV3phrQjW6_w4r12kHYmvN6ss01FQJkHwW89kL4l1P655fT33Bz5L6CwgW7Q-2zV140wqMVzBFHm2p2-M9W7VswcD8wSVtDW4QWs7C7cZ9gyVVskRf2w0kRdW630M4k5nVS5SW6wBZZL3GYBGgW8LtG9x4M6VlmW8VmF953dx6f6W83bKcV968bDMN7R6B_yJRKyXW91mn2130_gZYW4nz9sL2lY8W9W4W4KR55m3CVHN36Lvd1WS7b0W7Tk7fm18cgT6VM_PB69bcY80W53Gg3z78KwQcf74z0hK04" style="color:#00a4bd; text-decoration:none !important" data-hs-link-id="0" data-hs-link-id-v2="o6toNfvf" target="_blank"><img src="https://info.thenewstack.io/hs-fs/hubfs/Bluesky_White.png?height=70&upscale=true&name=Bluesky_White.png" alt="Bluesky" height="35" style="outline:none; text-decoration:none; border:none; width:auto!important; height:35px!important; vertical-align:middle" valign="middle" width="auto">
</a>
</td>
</tr>
</tbody>
</table>
</td><td class="social-network-cell" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word">
<table role="presentation" align="center" style="width: auto; text-align: center; margin: 0 auto; " class="hs_cos_wrapper_type_social_module_single">
<tbody>
<tr>
<td class="display_block_on_small_screens" align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:8px 7px; line-height:1; vertical-align:middle" valign="middle">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3qgz0W8wLKSR6lZ3kRW46zgxn41PY83W2CwjLS2kSJ0HW7nWjGC8f49JTVyb6D18wFScQW18BfNC4VGysHW3xhbqG92-8trW4Xv2-l8ZD2ZnN4Fbv5f3kYyHN2_lB3SW3yLXW4tJLhg5xLlKPW8s7gDJ3SqSJwW2GcFc_5tyrdGN98ktJsZ_4xHVdH3Pd2W6DsFVSgYyr1qRBwbW4-nYM5861zw7W1-ZrFJ5XG2jBW79dyN12shQTWW4zZ2Xp2KNKpHW35ZHrZ6RX15gW3x0Zbd679J8dW4ChQtv7Py4BJW16QCdc2vwBmmW444hpS821mVWW8cFDbd71fSF1W7jhNTH8pGx4YVY5bFd52wSc3W1HfGJV4nnFVDf5zrZmP04" style="color:#00a4bd; text-decoration:none !important" data-hs-link-id="0" data-hs-link-id-v2="605q6VJ3" target="_blank"><img src="https://info.thenewstack.io/hs-fs/hubfs/Youtube_White.png?height=70&upscale=true&name=Youtube_White.png" alt="Youtube" height="35" style="outline:none; text-decoration:none; border:none; width:auto!important; height:35px!important; vertical-align:middle" valign="middle" width="auto">
</a>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
</div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div>
<div id="section-5" class="hse-section hse-section-last" style="padding-left:10px; padding-right:10px">
<div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#00aff4; padding-bottom:24px" bgcolor="#00aff4">
<!--[if (mso)|(IE)]>
<table align="center" style="width:600px;" cellpadding="0" cellspacing="0" role="presentation" width="600" bgcolor="#00aff4">
<tr style="background-color:#00aff4;">
<![endif]-->
<!--[if (mso)|(IE)]>
<td valign="top" style="width:600px;padding-bottom:24px;">
<![endif]-->
<!--[if gte mso 9]>
<table role="presentation" width="600" cellpadding="0" cellspacing="0" style="width:600px">
<![endif]-->
<div id="column-5-0" class="hse-column hse-size-12">
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module-5-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table role="none" border="0" cellpadding="0" cellspacing="0" style="vertical-align:top" width="100%">
<tbody><tr>
<td align="center" style="font-family:Merriweather, Georgia, sans-serif; color:#48607a; font-size:0; word-break:break-word">
<p style="font-size:1px;border-top:1px solid #FFFFFF;width:93%;margin:0 auto;"></p>
<!--[if mso]>
<table role="none" align="center" border="0" cellpadding="0" cellspacing="0" style="font-size:1px;border-top:1px solid #FFFFFF;width:520px;">
<tr>
<td style="height:0;line-height:0"> </td>
</tr>
</table>
<![endif]-->
</td>
</tr>
</tbody></table></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 30px 10px"><div id="hs_cos_wrapper_module_17848463533181" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17848463533181_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:center; font-size:17px; line-height:197%" align="center"><span style="color: #ffffff; font-family: Merriweather, Georgia, sans-serif;">The New Stack is a media platform for the people who build and manage software the world relies on.</span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px 20px"><div id="hs_cos_wrapper_module_17848463605482" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table align="center" border="0" cellpadding="0" cellspacing="0" role="presentation" style="border-collapse:separate;">
<tbody><tr>
<td align="center" valign="middle" bgcolor="#FFFFFF" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; border-radius:8px; cursor:auto; background-color:#FFFFFF; mso-padding-alt:12px 18px">
<a href="mailto:[email protected]?subject=Advertising%20in%20TNS%20Newsletters&body=Hello%2C%0AI'm%20interested%20in%20advertising%20opportunities%20with%20The%20New%20Stack's%20newsletters.%20Could%20you%20please%20share%20details%3F" target="_blank" style="color:#00a4bd; font-size:18px; font-family:Lato,Tahoma,sans-serif; Margin:0; text-transform:none; letter-spacing:0px; text-decoration:none; padding:12px 18px; display:block" data-hs-link-id="0" data-hs-link-id-v2="61DNx19V">
<strong style="color:#00aff4;font-weight:bold;text-decoration:none;font-style:normal;">Sponsor this newsletter</strong>
</a>
</td>
</tr>
</tbody></table></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_17848464603853" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table role="none" border="0" cellpadding="0" cellspacing="0" style="vertical-align:top" width="100%">
<tbody><tr>
<td align="center" style="font-family:Merriweather, Georgia, sans-serif; color:#48607a; font-size:0; word-break:break-word">
<p style="font-size:1px;border-top:1px solid #FFFFFF;width:93%;margin:0 auto;"></p>
<!--[if mso]>
<table role="none" align="center" border="0" cellpadding="0" cellspacing="0" style="font-size:1px;border-top:1px solid #FFFFFF;width:520px;">
<tr>
<td style="height:0;line-height:0"> </td>
</tr>
</table>
<![endif]-->
</td>
</tr>
</tbody></table></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module-5-0-1" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table role="presentation" class="hse-footer hse-secondary" width="100%" cellpadding="0" cellspacing="0" style="font-family:Arial, sans-serif; font-size:12px; line-height:135%; color:#23496d; margin-bottom:0; padding:0">
<tbody>
<tr>
<td align="center" valign="top" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; text-align:center; margin-bottom:0; line-height:135%; padding:10px 20px">
<p style="font-size: 16px; line-height: 125%;"><span style="color: #ffffff; font-family: Merriweather, Georgia, sans-serif;">The New Stack</span></p>
<p style="font-size: 16px; line-height: 125%;"><span style="color: #ffffff; font-family: Merriweather, Georgia, sans-serif;">1111 6th Ave Ste 550, PMB 50938, San Diego, CA 92101-5211</span></p>
<p> </p>
<p style="font-size: 14px; line-height: 125%;"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ffffff;">Not loving everything we send? You can <a href="https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-H1W1Bq0VS4tjW49W1NyH7W32znGpW47Vl-w2HzHRkW3dcRLj4rzQNzW1BgYhm365s4MW1VjBcY45NpGXW3gw53R2qSW0ZW3P3PfQ3GJzCrW49KRjB2CwRrMW3XXRLL4tdjJwW2pbsCs3bhLVpW2TJDRC1LnQPzW25n10y1Z7sdKW2nSHDb1Qd1r4W1_cWdX3VKsyHW2t1Jz23F9clXW2-krkF3jlVhwW2xXRDH3DVNHJW2HXrHp4kdJ-pW2RL39g25kxBJW4pt8b01BtMswW2C_J112YgKnXW3jwL1B3S_dZsW4fn_pH3SDh2FW4rlGx13ZXjydW4t4Qm_38x5DQW4kFJrH1QgBVdW2qS70x3ZZPCVW1Z5p5f4rxkQmW4fGBY441ZMhqW3_Nc3p3XMftFW2RwsJt4p8-zhW3DXTMD2qFhrVW2p9_qm2KpR9_W43BYVP2Ws-VlW34zzv81S2fw5W3BQrb41BP1pXW3VWRBx3LTLyxW2KVz_c1BMPP4W2PQWy836m6CdW2PvSZJ20XVHfW21k3801VqXTwW1Qxdrj2TtZY1W3R1Vr234qCtSW45zvMT3gy8kbW2RwmD63SXSF0W1BDfZX4mCt9gW1Bp76f30dCvYW2Kr3CC2t0SvtW3XWC-v4ft9bvW20Z6jW3VXbw5W4ppQkS2WvZ_wW21krP_3_LsNMW1LnRH01BwWH7W41S90S36g90BW30rWp11NtCpRW3DNBm92YM9FKW3ZG91L49t63sW2s_GB34htLK_0&utm_campaign=12517506-TNS%20Weekly&utm_source=hs_email&utm_medium=email&utm_content=443461961&_hsenc=p2ANqtz-_oiaRzRwb_6BuNgfepk083tqZpQzwdqz7KzjQ4b6DzOieGLAsBzjKw5oZadfC2LRsr3HfZmhQrDGULoXOGNBuO4iZdaA&_hsmi=443461961" style="color:#ffffff" data-unsubscribe="true" data-hs-link-id="0" data-hs-link-id-v2="qjPJqCop" target="_blank">update your preferences</a> or <a href="https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-H1W1Bq0VS4tjW49W1NyH7W32znGpW47Vl-w2HzHRkW3dcRLj4rzQNzW1BgYhm365s4MW1VjBcY45NpGXW3gw53R2qSW0ZW3P3PfQ3GJzCrW49KRjB2CwRrMW3XXRLL4tdjJwW2pbsCs3bhLVpW2TJDRC1LnQPzW25n10y1Z7sdKW2nSHDb1Qd1r4W1_cWdX3VKsyHW2t1Jz23F9clXW2-krkF3jlVhwW2xXRDH3DVNHJW2HXrHp4kdJ-pW2RL39g25kxBJW4pt8b01BtMswW2C_J112YgKnXW3jwL1B3S_dZsW4fn_pH3SDh2FW4rlGx13ZXjydW4t4Qm_38x5DQW4kFJrH1QgBVdW2qS70x3ZZPCVW1Z5p5f4rxkQmW4fGBY441ZMhqW3_Nc3p3XMftFW2RwsJt4p8-zhW3DXTMD2qFhrVW2p9_qm2KpR9_W43BYVP2Ws-VlW34zzv81S2fw5W3BQrb41BP1pXW3VWRBx3LTLyxW2KVz_c1BMPP4W2PQWy836m6CdW2PvSZJ20XVHfW21k3801VqXTwW1Qxdrj2TtZY1W3R1Vr234qCtSW45zvMT3gy8kbW2RwmD63SXSF0W1BDfZX4mCt9gW1Bp76f30dCvYW2Kr3CC2t0SvtW3XWC-v4ft9bvW20Z6jW3VXbw5W4ppQkS2WvZ_wW21krP_3_LsNMW1LnRH01BwWH7W41S90S36g90BW30rWp11NtCpRW3DNBm92YM9FKW3ZG91L49t63sW2s_GB34htLK_0&utm_campaign=12517506-TNS%20Weekly&utm_source=hs_email&utm_medium=email&utm_content=443461961&_hsenc=p2ANqtz-_oiaRzRwb_6BuNgfepk083tqZpQzwdqz7KzjQ4b6DzOieGLAsBzjKw5oZadfC2LRsr3HfZmhQrDGULoXOGNBuO4iZdaA&_hsmi=443461961" style="color:#ffffff; text-decoration:none" data-unsubscribe="true" data-hs-link-id="0" data-hs-link-id-v2="SFRZzEXk" target="_blank">unsubscribe</a> from all email communications.</span></p>
</td>
</tr>
</tbody>
</table></div></td></tr></tbody></table>
</div>
<!--[if gte mso 9]></table><![endif]-->
<!--[if (mso)|(IE)]></td><![endif]-->
<!--[if (mso)|(IE)]></tr></table><![endif]-->
</div>
</div></div>
</td>
</tr>
</tbody></table>
</div>
<img src="https://newsletter.towardsdatascience.com/e3t/Cto/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtW4Mws0y3CH9-11p2" alt="" width="1" height="1" border="0" style="display:none!important;min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important"></body></html>
Plain Text
Plus: Claude can now build your dashboards
View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf85m_5PW69t95C6lZ3lmN7BbwhL_3_jvW6rjSK58BkzxhW1-T5d42wc4nVW2LDcFP8Wy27rW2nCH1C24YNFkW186xsR4cDD3JW7QS_5r8F3M5hW1lWRld1TK548W6jHCzw5Rv6d9W4WFSrH4VK1pdW20TmHt70NTBLVK4drD1Cw_RtW3dJ0s75TGkWDW8FXPnP6ytTf4W5Q-XnQ3dgjGLW7R_fYh31t4f4W49pQyp4H7GWKW6YkfWc2G7t7bW5B1cyY91K97-W3QtB7q5hc8DDW8KVLwh6898ftW2NB1QF7lz18ZW8JD8nZ8qH162N5J-bj2T1rRPW8Zgcs86zC5dVW1TlqMd6ZPWhtW6KgBLb3LSpYKW9hBj3q23bcwJW8sTjGC4TB95yW2DSrcr4733ChN3T-zvgSRdSMVQkzNy6JvX_pW93qJlh1nCxfcW86-b0S7XXkFXW7dP-Yn4kPFRcW2TpltS5dzzF6f3TK2vR04 )
The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf83gP0xW69sMD-6lZ3kVW8rs6Nf3HfYL-N3qdRjkW42HMW5fMW-Y1-P1Z2W7D4l8S4l49N9W3sfzTn4dtT_ZW59WRfv5bGgrlW2Q4q-R2rDNq2VZZgn24sgcFgW88y5yZ5rkFDxMplLsDTK6WKW1lXlrW8rlR8hW5zZRHx4RWqb1W62943X2N_2YsW6zl7hX8c_9lVW81HHn01QzBZyW1HcD2K8tqmgFW3mGV0F1wTJWyW23gpzJ1Bc08yN1SjzLZhJtgQW9ctm5C8G0-26f5KBrJg04 )
Weekly Update | Issue 541
Together with
HPE Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3pXN6TZh8zm1lSJW11_3Gg6zYKD2W3f7D7W4LWj3YW76NnzK3XS7QJW6WHfGC46NFHWW8wk_d622BncBW2fN3G564dTqYN28Tt8yw4L6_W201B603VWKmPW7T01LS2HWrRdW7xRd1t4g3S_NW6bn5Vm3Mh_1PW51Rkgc2FMS7RV8X5r_27G7yTN17cgn1PGhd_W4nkY_P13_jFRW98RRx07YRNSNW28Npss5RMFsyW2bXYYv3DTtCCW2JyvJ14cMmvxW1JgCWZ6zqcc5W6JSQ0r1wgF3zf71csJv04 )
One-model loyalty is dead.
Elon Musk posted an “important note” on Wednesday about Grok Bot (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23prCCW7Y8-PT6lZ3lNW1Bghk17R4wGRW55jg731RDjJgW1h02Qw5Kw0gGW76_tZP1T0288W7_nTHV1b9qv5W2V-8Mm35VXvJW4XlFdQ2Lkwn3W8v5zpN5pZ0H-W8D4f_02dLXf7Mhy-lShvSNwVW20dD5YmWkxW1YBfHw7Qd7LQW2qRSVk5hB6M-W893KNV1wKJFJN1kGQxGD646ZW5CGwb938zBx7W44p57J65KXw2W81RBv84tyhB5W3LDQCf6KKy_qVg1-Cz16FlLSW3HTHrM2gDcl2W5dw032520bdTW2CKDV55ZyTpcW82s_pp1FJ8WYW33lz9d1M3X27W4h4m4N6jzZ6xf1gGgPH04 ) , the AI agent SpaceX launched in beta in August: “Important note regarding Grok @Bot: Going forward, @SpaceX will use the best back end model for any given task, including Claude Opus 5.5, MidJourney, Suno and other leading APIs. Whatever is most likely to give you the best outcome.”
Grok Bot is a joint product of SpaceXAI, the Musk AI lab now folded into SpaceX, and Cursor, which SpaceX agreed in June to buy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3prCCW7lCdLW6lZ3kyW8gJp_Q8Xk50wW8ZHJnS8frDq9W8r6q9s6yKLwjW7GKyQZ71-cMyW2D7vlp4F1BqrN80SQC0Z-DX1W7Z6_2m8xVwmKV5z1_b1ygGP7W2Pv3v_3hxDjpW6jDbbC8T7Wh4W6TXjCF2Pz76HW6b4v8L1g6RBnW30fCQd7gCsWkW1nwtbv6Hv5SnW2nHL0s8ylX4dW5Xs3Ms5X_JPcW3TWn5R2YLS_4W7hh4_m5-XhhPW7Y0jfP6n6gG2N5hlbtkjXJV4W69N4sn9bPnkCV6YCT04HCJ1SW7_JbjS5-5ZRdW1VNKPf8b2dgVf2cMWDv04 ) for $60 billion in stock, a deal that closed in August.
In August, I wrote (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23prCCW7Y8-PT6lZ3pkN3sstWk-cxpPW8yrswP5mfqmqW6ZV2Xx7ctZMHW78MWZM1PBQTQW4Dj0FL1wZD7HW4QxW7G9frYS0W3JlYyt5NzH5TV21dZJ3VffKGVptQFW6CSvKzW7T7W001bLfxkW85P5fM1CCBFSW65yWHN4zqGybW9blJMh6c4ZdTW6HldzC3_-tVpW8d_wv-6RY6w2W5mLHjY6-nhRyN57XbdBnHJ9WW5wq2QR25W-QSW2tcMss5s9GSPN7rC8NP77VrWW61cjwv37S8V6W1j0g703h1Yl2W6YPW1g3XDCydW70R1P74qXGWxW5dwz1m58nJLGN1VN2-yXRsc7f9m17dn04 ) that when models converge on price, the money moves to whoever decides which model gets the job. This trend is happening across organizations increasingly relying on AI and trying to balance rising costs.
I heard this firsthand this week. At least 10 of the 22 company leaders we interviewed at an AI event this week described the same habit: pick the model by the task, and keep the expensive one for the work that needs it.
Read the full story → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3m9W5xyTZp2z9JWRW4C0k5x3fY0xgW3rkTfV302lBHN33wLgDmNVbPW546mhY2JKf7jW1XKZHw3rPGzKW6PQmGP314p9gW1pgvK01_hq6RW21slwN1G-vJnW86F8S36mtxgTW1N6r_r27GHnbW5f_7b94pL5npW1Pvdgc7yqpC7W1gkyVn6NYBVXW1n10x03VRQDNW1NlMN-2X33PmW56VkwL32VFtyVCNx2C82c8SmW971SVt26Q21cW3XG-_R8-H47KN9dQzTDj4plkW4H4jC71z8nT6dzxwC-04 )
— Matt Burns, Chief Content Officer
Together with HPE
The real platform work starts after deployment
See how HPE Software helps platform teams deliver self-service, governance, automation, and Day-2 operations at scale.
-
Developer self-service without sacrificing control
-
Policy and governance built into workflows
-
Reusable templates and blueprints
- Unified management for K8s and VMs
Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3pXN6TZh8zm1lSJW11_3Gg6zYKD2W3f7D7W4LWj3YW76NnzK3XS7QJW6WHfGC46NFHWW8wk_d622BncBW2fN3G564dTqYN28Tt8yw4L6_W201B603VWKmPW7T01LS2HWrRdW7xRd1t4g3S_NW6bn5Vm3Mh_1PW51Rkgc2FMS7RV8X5r_27G7yTN17cgn1PGhd_W4nkY_P13_jFRW98RRx07YRNSNW28Npss5RMFsyW2bXYYv3DTtCCW2JyvJ14cMmvxW1JgCWZ6zqcc5W6JSQ0r1wgF3zf71csJv04 )
TNS essential reads
AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsdT5fkwKW5BWr2F6lZ3lrW8whzsq7BvN7XW3VS0Z78FB15rW1JBvL7760_KJW7TVVH07761spW6Rs9Qp30-5cnVlWWj15cnlyJW2McpDC1wzsDgW8L4qv_4Nj6sgW1QZTPk3J7Nc8W11TXY-2vcYq6W7N9g3b4n28NxW9f__VY5rQcSgW1Pm0k-48rTlWW4RXGLg3Nbzh_W6Fc-Tn91yPx2W2nLqfZ5pTF_YVTcWkf544qCtW2ZJmNN1-qvlPW6jn2CW7n-cq3W8Ct5mP8qghyxVjXzmc8SH2y6W3D6_YR5m5tXVW79gh7l4vX-5DW6KYsgb4LkFK8W7SQmpv7ZDT5WW1czyzH1TDBTZW6dQVVJ5HkvJYW46lphZ1wKBRPW7D310L56bJmNW4fr9nG76DRcpW3s_Y4w18-JXtW2ktGn_5Rm_t9W25ggsr2LS7lwW13_cp036JWKPf55-K5b04 )
Decision models are converging on a startup’s API. Developers gain cheaper, portable AI judgments, but shared code doesn’t guarantee reliable answers.
Claude can now build your dashboards (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3gP0xW7lCdLW6lZ3nTW6nvR1H7WKmWrW6gD1Dd473LDVW2WrbNV8c3791W1bN0dJ1DwGljW5QNY3Z97GcBJW5yQCqM1HjMzhW564Mvg3qJS-MW32N4kw4J12DWN73LwlhrcthZW3Jg5Jl5YqyckW4-HHHJ958MpfW8cdJ6n2zKYzDW6HqtXg13ZvP9W2z2PfB1Dj3_PW3B6Tq29jDSVNW8-j6Wx2z5M6zW3xKjz11l9KMrW1fpsbn7RtrFzW5Y756k41dw5pW7Xldcp3z7J86N5ChsV7NDmW3N9lG2wWG-kjDW9k6PNl6GK884W2Nxg583QZbH2dYTR6x04 )
Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.
Confidential AI. Without the Trust Gap. Discover VAST DataEnclave. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3nCV_0b2S6bK0TBW3gKTjf7W7vjbW63rzsl6ZQZ6XW3ZSLF73Xw2BRW2Qwq7f2S708mW7tQypN83zDZcW8Hp3qn21j2VlW5tDmgT8vhhP6W1h43nx197CL6W3GN9Kj1K5ccgN4cnlcJRZlNHW8m0FB44BpLB2W7PVrly63ygPpW4FFpYl7pM4smN7730NWjgzZMV9GMlj3xFLTmVc1BZq83jgpJW1RgX0J8Rl-fDVBrFzq5kj-l-N5qsK5LGd7TKVQV8271R3zZMW5wT3XK23RxgJf6jCPc604 )
Enterprises can’t send data to models they don't control. Model builders won't expose weights to infrastructure they don't own. VAST DataEnclave closes that gap.
(Sponsored)
Decision models are suddenly everywhere. OpenAI’s is now public. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3gP0xW7lCdLW6lZ3mfW6MSnPG3fCFmqW4hHGXG3ThLHWW4wlH6p4ZGGC7N3ClSVyPt7HmW5g6hMT8Nqs1gW20Gq_Z1WQlJkW32sNcc73ZjDQW8HM1L825Xj-SN5ljDX944vqBW5R0n2J7MQcWLW9d88LB3cGBPcW7F3fMN2q50WgW4MsCmK90BFcnF8p1p78WTMNW1F8frP1nDKNDW7Pfw0_52zNw_W3RyDd58xgYmQW7CvW5q8rgdFGW9kmZvs7ztlV1W5H96M261pGQQV9WwKc6vg0_dW1F5Shf2TV36QN5K3h5rLrW43W7mSp3N6FQzfSf1LjBGY04 )
Decisions API enters public beta with image inputs as Perplexity, Cloudflare, and Amazon push open-weight alternatives.
It passed CI. It passed your evals. The customer still got the wrong answer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3l-W16N2Jn9lQSCRW8Zw4BH5lPZVhW3Mb9y-8mY1q3VTFTPl61mbrgW6xCpx83nrb3LW65_0bn3RjJ7XW4kN3j87ZPRN6VqSlf26MdwH9V4gnWF8JXjhXW1thNjS1Tz0t0W2043_m3llW0sW56wWGm5WFPSBVkzlvv7l0CsKW92NCHC98cgjGW4hk0Qw5M3r6MN581Lw716Xj9N74Pz4PNYNDhW7_b8tY7bBNSgW121VBq64nc65V-PgMb2ZdmNfW2NYdT84rRYyVW5VglpD8qNz1Hf3cMyVY04 )
Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace.
The systems guide to production token optimization (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3gP0xW7lCdLW6lZ3n_W543FH32xLJCvW1-5p40928s_jVGytMH26h-qzVdysQw5KB85KW3VzTGn5MSJ4_VKlQC274xrWZW3bCfDd1zWKX8W4y81Ys3XFvS_W8F8Z9H3DK_y8W5C1jP63X4BHvN8zctP2_JCfdW6X4Tg06KbnQTW38LXmG7-CFYsW8xHlML8rygTRW45scCl1byRSFW1zNjls5NH_mkW42jqqg4wFLG0W6wm13p2B7PQYW8R97rx6c74nzN2GSFh-qvgq3W4j96JR86bHB3W49jx7243nVjPW8v99bn3d6qS2VyVrHp10R--8f6J4C2H04 )
Scale AI systems efficiently by treating token optimization as a distributed systems and hardware utilization challenge.
TNS Episode - Bit Cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3mXW2QSPgd2NCV_hW7gW6k_3gTBCjW57JQ6H2nX8d6W4PQP4-40W-vHW5rbqmR8fhWjwW772psH1PYWqWW7BwRkS899Sw7W1xkvSZ7-dwzMW4Cn8hc1sX1HkW8N1JsS8l8MKBW1xd59T8nqhwKW4crdb67g8TxbW9jQD-w4h7mgzW6Bw1t68DMpVNW2FKPlK3v2PlTVf3m_l6DrZ6DW82plyL2kL8LlW8BSml_3vyzjXW1gWcHL4mD6gWW4chvd66xlVVZN9jdNf0HVSwFW4WtDC64tMLYdf5816bn04 )
Bit Cloud’s next chapter starts after the AI builds your app
Anyone can prompt an app into existence now. Turning it into something a team can run, review, and build on is a different problem. In this episode, Bit Cloud founder Ran Mizrahi walks The New Stack through what happens when reusable, already-reviewed components meet an AI builder, and why that changes how much new code anyone actually has to look at.
Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3mXW2QSPgd2NCV_hW7gW6k_3gTBCjW57JQ6H2nX8d6W4PQP4-40W-vHW5rbqmR8fhWjwW772psH1PYWqWW7BwRkS899Sw7W1xkvSZ7-dwzMW4Cn8hc1sX1HkW8N1JsS8l8MKBW1xd59T8nqhwKW4crdb67g8TxbW9jQD-w4h7mgzW6Bw1t68DMpVNW2FKPlK3v2PlTVf3m_l6DrZ6DW82plyL2kL8LlW8BSml_3vyzjXW1gWcHL4mD6gWW4chvd66xlVVZN9jdNf0HVSwFW4WtDC64tMLYdf5816bn04 )
Featured webinars
Sep
13
Virtual
Why the best reranker can't fix bad retrieval
No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.
Save your spot → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsgl3gP0xW8wLKSR6lZ3pwW36kTXK7nbW8sW8mpQf-8nKRTCW7F62Nm1qQpW1W43k2ks3G9Bt7W1hqWFn1NgQkVN8F38LnBmR7vW8Qrjl88S1xQTW2kHT_j5lBXN2W14T7nX8j3rWCW6mV0tx2zQ1rlW566zW45_ykk3VsqS9y2dJs-BW37zXpk5-xGJ8W74rnRY91zDbXW8SjPLP3N41ztW7W034V9dc_7GVs1mxf2jn910W7LrLQK896Qg5W2N0gl89lHvvKW5scbQc533rBfV57yxv5tMg3bW8xZkdw75YdYCW8M5sNm8RLQp_W2pgVh75zSY0wN5LNStFQ15ClN7L2t1ZsfyYqVg13cr4sXrtQW5FWDSm59_GVRf2kMHF-04 )
Oct
14
Virtual
Six data requirements to get your AI agents from demo to production
Most enterprise AI pilots work perfectly. Most production deployments don't. Tune in October 14 for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale.
Register now → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsgF3gP0xW95jsWP6lZ3lqW6r_bXY2G_Wj2W2T5tF73tMS7xW6zprT14K2ysBW29RJkm16J1KdVSyQVk6JwRK_W2h7p-95YSSVhW7vbfkn8_31jPW4d46BW8269KwW5tp0nL7gp3s8W60L-32860qwBVtNxdR5ysfk4W97-mWb93cTcNW2k9HjF4kxchhW5TCH8_7QYpWtVdWXbT8Y3fFfW87hnS17077qRW3mbRbv2h1pHXW71Dgnd2nFPvzW4N16lb3y1flMW8jpNQK4lDCKbV53-Hh82lN9mN1HF_-SFpwtBF3Nftzl4KVmN8ZC1nmdGlWSW8R5R1-6SFRzYMw71VWwxwMZW1FRh-V1dN15kW21RhTn37WV0lN55KwBhBH18SW4MF7pd5fsSm5f22MN_T04 )
Oct
21
Virtual
Postgres at scale: what breaks (and what doesn't) when live data grows
Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall. On October 21, Tiger Data's Matty Stratton shows exactly where vanilla Postgres starts to strain and, via a live demo, what breaks versus what holds up.
Sign up today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsgF3gP0xW95jsWP6lZ3nGVXWZfL21nBy3W7XYXT729qd_wW7gxSSs28D6hNW7Mcgyh8N7DgHW71D5pB1L_sTGW8GjC1s41wphjW8wqGn224Ky4lW3f3GDD43RCrjN2v8v4ZXxGdsW1np5Hk79WqJCW7_JlvP2HndNsW7TPL4147YXDfW1jC_DH24Ssr4W5Rq-jg1Bp93lW5hmtMk79GCy6VPSk5_8rWHYqW8Nykf137Y-HtW6lwfzk48vR65W73fXn_1JyswmW6qZHHr3yFHL7W3_xqh31G8HWtW1lRvX75mf6c8W2wFPzp2Nm59HW2RgzdB2t49nQN4Ky8VjTTnJgW1j57-C1rFKS4W34CCTJ6nSr8TW67JNR53D-M86Vr2N_L28yXt2W4645xB3y_qpcf2LXMMM04 )
Oct
22
Virtual
From invoked to proactive: what changes when your incident response agent goes fully autonomous
Most teams talk about agent autonomy as if it's all-or-nothing. It isn't. Join us live on October 22 as Traversal co-founder Raaz Dwivedi traces the real progression from invoked to proactive, and what it takes to trust an agent enough to let it act on its own.
Register to join → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23gP0xW7Y8-PT6lZ3kSW7sbbpm3yfVyPW6Wj6d03RDSZwW3fzp8m8-dq9yW3NcbGX6fz6-GW54MXhF1KVNFhW1TxkKn3mMFbsW3LK8Nh64-nt2VrK9q140hMBWVTskF92YMcH1W73rnhC3npNH7W1g-r_l489gtVVD24zV2BMhgRW9bsy3T1zyJPDW7ddB0z3ZRBm3W6Ly79v8ptzmKW6-Q5W252hwxKW7b_K792kkN9fW1CTRpw1y8t_mW5v8bNN3x6sh3W2Fs-6M5W0-JVVRg8YR3ygMzXW7dM5B142QYjRW8y30KD7JBvk6W7_c3qt7MqzK8N4R-ySbv7WZDVy4Bcg9m3zsrf3rzNk604 )
From our sister site, roadmap.sh
Master SQL, the backbone of modern data
SQL remains the essential backbone of the modern tech stack, whether you're optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.
- Go from foundational queries to advanced database management.
- Learn through hands-on, practical exercises, not just theory.
- Build skills that apply directly to real-world data work.
Get started today (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsf83gP0xW69sMD-6lZ3mQW98Cvrc7ydNPGN8RPQJL-f56vN2Gx-KFF11pSW80Ddcp1Q9bNcW8vN4wS12PWvXVB2Rzz8Y9HZVV2NVVr4d0qJVVDnmxw2W7--LVM-vX-4FSg6wW1WwLrC703-tbW4yXQP36Nx_wwW6-WfJn2b7x-FW6Trh-j5B_BchW3fShLS559F6PW2q-MBb1JjJ0sW7fDZmj4ym6HjW5fJ8d35b1FTXW4JgF3q44MVk0W5PbnYJ4QwKX2W6n0SG14Z-mgwf4BTCY-04 )
TNS quote of the week
"Don’t use ‘open weight’ and ‘open source’ interchangeably."
— Peter Farkas, co-creator of the open source MongoDB alternative FerretDB and now CEO of open source database services company Percona
Get the context → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3gP0xW6N1vHY6lZ3pNW2khH6B3Q0tnmW4Mzn9R45Mh_0W6l4N3h3wWCtkW7gCqJW4Zpgw0W3V2PVh9bwD3cW1zJyHl72k5vyN2JV9THxv33mN605SHLDMS00W1pTSFV6K7NwFW3sMgZY7TxkBPW40_fLS8B6JbBW4PJ92f1TWB-lW4n1Cqx7RKj11W49XJFv2QQ1g0W87Pj9d89dzbSW6SjlfL1XXRwZW8hdZ1b8JshCYN5Z63mfSZsFKW13zMHz23dQbKW8XkWHG9frRKtW4M6wtH6M8RzSW1-fWsZ76cNz2f2ksngR04 )
Connect with The New Stack
LinkedIn (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3prCCW7lCdLW6lZ3m6N1LXg_T8DJz5W6J3MTK7VNFV8N4TrVh0rYhKhW20lVh23mjzWyW2l-cms6Wb97zW3Y50xG1XVk28MMRcRcXPZgtN8sdd1JpcHRbW3mt2nc8Nm6jVN74zfQSDHPkgW7d1Gcy6cQtf9VHNdVp11tmC7VRCMGp3jB-VqW93S4lN15g9d-VlQ8V76W5bLvW8Yhrrf8fx1bpW8q4vH82RFGwdM5L1V8Hk2PZW1bgVYt7djYqKW76sJ6v86XtsGN1NTtJKPcJX4W8SQCLC93Gh_YW4wdFGD6NlTHDW1Sh7Td8Y7bR8f6QWTdj04 )
X (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsfs3prCCW6N1vHY6lZ3mVVtrt325jjqmsW2frBw896SHsXN3xz9T0Th42sW2hB6vb20YtxbW5lq2mB4nXWXkW6YCks51ff942W6qj84n2xWXpwW40Tmkq6RF8kNW2Dc-br6rhnRRN46m8c6XFnZMW1t6nb53btfJTVqdWFy6qLlLXW5pwlZv1Rv0s1W75FQ394PrvY2W5mvm5V2mCvbPW4Z2FCT7tMvwnN2rFF41GlLDKW6y9PV1617gjQW8wwsGT1CpQyBW3pjSs35GyYB9W8fgt2X77PLrzW79_YQr44f_30f70Yg_b04 )
Facebook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3prCCW7lCdLW6lZ3p6W7t3nQc8fPGDcW4jYYP92tXww-W7QQwgd6BtBqLN4FL1Ry4YMfqV_v07h51JqY0W3VLV1f2llxbrW5x3DSv9366CtW4Ff5vN3Y2nj6Vh5TN873Jn_LW2_R9pw8L_K0sW71z9-c1Z1nJ1W7p_DkR8HRXtDN7NxD9V9ckWBW45Rf2x7mr1Y7W7Cqc-N7_Qj_hW7Gd6X28Xm2_4W4DJF2P47Jr5rW2k8d815m53ftW83ZMPS6X87L4W5K0BzZ5G2psdN28zfz0sqzPxN8zRCc0bY01pW3-7HZs4j9LGrW1y5Y9_7FfdL-f564V0404 )
Bluesky (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4MwsfM3prCCW7lCdLW6lZ3nVDck56ZCsq-W3qvKzJ2k3Lf3W8GBG4H7sHqYHW4xksZK3c62ZCW1Djl_M3CnNwWW7tPmkZ8X09s1W1zFM8z4tgdDFW6y8SWM3hB8B6W5Wjl-q5-hkJbW2PMJLQ6SNxVNV1qCrD51rfC8W5Xrnpy4c-41hW6x3m_s26GYCPW5XSMNS7yYMBMW3xJg5W8kQWL1W2jh8777Z8n-CW2GdYjV1zNtl2W2Y17t25v-lcTW7kxWN011NRZnW1p7vwK6-tJgzVd4x9x8Vz1bGW1t8HWP4WPMzsVFfP3C2MzFdDVc186-4VxxXpf2rBPjC04 )
Youtube (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWMGHt4-KZ-dMc6T5HfjRwZW8ZpTlp5VZLPtN4Mwsg23prCCW7Y8-PT6lZ3n8N3nlWHHfZPbWW8Q2gPp54Zh1QW32mJbX6tXm5yW69Khcf93X9SzV4tNxR92lNXMVPyjSv3DyJKWVkzbfs5GlVR0N5FlCnsp2-08W7QGdRz2xKzd7W2m93Hr8rdL4VW2zLbNn4Kznx7W2DDgF283_cNZW66m7qK7tl62VW36bCG73LjpWKW9lsgRy1vSHfXW8mmWc78zxnGzW7X0zkG1Cs-ffVz78Vc6VdKrJW31fRN23kmvBwW5B75VH8YKBJhN2xJgXcYPpGzW3_R0r45_PMLmW3Yy5gG8tLwdDW7TJ3Wf86MHxsW8lsPZF5bTNNnW7ZKR-56pXY0Wf1sQ8Px04 )
The New Stack is a media platform for the people who build and manage software the world relies on.
Sponsor this newsletter
(mailto:[email protected]?subject=Advertising%20in%20TNS%20Newsletters&body=Hello%2C%0AI'm%20interested%20in%20advertising%20opportunities%20with%20The%20New%20Stack's%20newsletters.%20Could%20you%20please%20share%20details%3F)
The New Stack
1111 6th Ave Ste 550, PMB 50938, San Diego, CA 92101-5211
Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-H1W1Bq0VS4tjW49W1NyH7W32znGpW47Vl-w2HzHRkW3dcRLj4rzQNzW1BgYhm365s4MW1VjBcY45NpGXW3gw53R2qSW0ZW3P3PfQ3GJzCrW49KRjB2CwRrMW3XXRLL4tdjJwW2pbsCs3bhLVpW2TJDRC1LnQPzW25n10y1Z7sdKW2nSHDb1Qd1r4W1_cWdX3VKsyHW2t1Jz23F9clXW2-krkF3jlVhwW2xXRDH3DVNHJW2HXrHp4kdJ-pW2RL39g25kxBJW4pt8b01BtMswW2C_J112YgKnXW3jwL1B3S_dZsW4fn_pH3SDh2FW4rlGx13ZXjydW4t4Qm_38x5DQW4kFJrH1QgBVdW2qS70x3ZZPCVW1Z5p5f4rxkQmW4fGBY441ZMhqW3_Nc3p3XMftFW2RwsJt4p8-zhW3DXTMD2qFhrVW2p9_qm2KpR9_W43BYVP2Ws-VlW34zzv81S2fw5W3BQrb41BP1pXW3VWRBx3LTLyxW2KVz_c1BMPP4W2PQWy836m6CdW2PvSZJ20XVHfW21k3801VqXTwW1Qxdrj2TtZY1W3R1Vr234qCtSW45zvMT3gy8kbW2RwmD63SXSF0W1BDfZX4mCt9gW1Bp76f30dCvYW2Kr3CC2t0SvtW3XWC-v4ft9bvW20Z6jW3VXbw5W4ppQkS2WvZ_wW21krP_3_LsNMW1LnRH01BwWH7W41S90S36g90BW30rWp11NtCpRW3DNBm92YM9FKW3ZG91L49t63sW2s_GB34htLK_0&_hsenc=p2ANqtz-8LqDIhfcqpTChbOdlaF1NWqHSmQhQI2SnvcuqEeCF8LlF-UDeRWLKplMCYPG41j8sUdsHzhW8AyF5dfwQ58Z32Y0n5Tg&_hsmi=443461961 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-H1W1Bq0VS4tjW49W1NyH7W32znGpW47Vl-w2HzHRkW3dcRLj4rzQNzW1BgYhm365s4MW1VjBcY45NpGXW3gw53R2qSW0ZW3P3PfQ3GJzCrW49KRjB2CwRrMW3XXRLL4tdjJwW2pbsCs3bhLVpW2TJDRC1LnQPzW25n10y1Z7sdKW2nSHDb1Qd1r4W1_cWdX3VKsyHW2t1Jz23F9clXW2-krkF3jlVhwW2xXRDH3DVNHJW2HXrHp4kdJ-pW2RL39g25kxBJW4pt8b01BtMswW2C_J112YgKnXW3jwL1B3S_dZsW4fn_pH3SDh2FW4rlGx13ZXjydW4t4Qm_38x5DQW4kFJrH1QgBVdW2qS70x3ZZPCVW1Z5p5f4rxkQmW4fGBY441ZMhqW3_Nc3p3XMftFW2RwsJt4p8-zhW3DXTMD2qFhrVW2p9_qm2KpR9_W43BYVP2Ws-VlW34zzv81S2fw5W3BQrb41BP1pXW3VWRBx3LTLyxW2KVz_c1BMPP4W2PQWy836m6CdW2PvSZJ20XVHfW21k3801VqXTwW1Qxdrj2TtZY1W3R1Vr234qCtSW45zvMT3gy8kbW2RwmD63SXSF0W1BDfZX4mCt9gW1Bp76f30dCvYW2Kr3CC2t0SvtW3XWC-v4ft9bvW20Z6jW3VXbw5W4ppQkS2WvZ_wW21krP_3_LsNMW1LnRH01BwWH7W41S90S36g90BW30rWp11NtCpRW3DNBm92YM9FKW3ZG91L49t63sW2s_GB34htLK_0&_hsenc=p2ANqtz-8LqDIhfcqpTChbOdlaF1NWqHSmQhQI2SnvcuqEeCF8LlF-UDeRWLKplMCYPG41j8sUdsHzhW8AyF5dfwQ58Z32Y0n5Tg&_hsmi=443461961 ) from all email communications.
Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!
