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Put your money where your models are Fri, 05 Jun 2026 06:01:33 GMT
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Vibe coding goes fully native Sat, 23 May 2026 13:06:34 GMT

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From: newsletters@...
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Date: Sat, 23 May 2026 13:06:34 GMT
Subject: Vibe coding goes fully native

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        <div style="font-size:15px;font-weight:800;letter-spacing:.3em;text-transform:uppercase;color:rgba(255,255,255,0.9);">Weekly Update &nbsp;|&nbsp; Issue 521</div>
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    <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 10px 20px"><div id="hs_cos_wrapper_module_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_17775751756491" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17775751756491_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23hCZYW7Y8-PT6lZ3nXW26clmh7ws4ZsW4G2qB85N2XvGW4G2LfG6G79HPW4fF61H1FwdbnW8YvhYR2s11RKW2Q6tgz6fh2ZlW6Jq_8H9d0MyBW5PNn_-6Q5cWdN5kcG7Qwcv5jW8JKzpf7JW9RcW4pf3wW4T7fBqW4z3kPB5K5Qr6W65LR_L4HylQ7N6BkMt2D4DW4N25z5TZqF3MZV_PcmR6DW1CdW7xYT9b8xmc_HW40F_Pm5gTWPmVq4-lW1RtW8FW8rxFZX3-hG_kN3cgB3RCk7sDW2V0VB-48ZRV1W4c0Ns87lVWNTW5DscTd6761M4N6ltQm-wkSFHW70VGGc4BC12-f8WzZQY04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Iye61Q7v" target="_blank">Anthropic hires OpenAI co-founder<br></a></span>Andrej Karpathy, OpenAI co-founder and Tesla AI veteran, joins Anthropic's Claude pre-training team, signaling a major shift in AI research talent.</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_17647983957941" 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_17647983957941_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3nzW3Gtd3d3s13zSN2x3B-p4tPf9V3C8VG5tFb-hW3Q0Jzf1FdjRwW4Kkt4m6Y-0vGW5HbDj-8JMxHKW1DMXPM66t1d_W2sxBlG544cHHW2Hr_9C7M1p-LW20ngrT4DKT07W41wBvy2T0l6PW4vdR_n6tX46MVrtBMJ7TwmJwW1KkNbY6fvTTvN8DkN9q2YkCSVpdRGr6LV1LGW6mx0TT6blK4KVBMB1K7JS7gvW3VjjVr1w0q7tW7r2ZPY5Q8TfrW3nDc0j2kr3ktW6V--pB6CPdMgN10DKHLNcyS_W6lLPXm3LzBtLf7tzpwv04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="r1A5DGGv" target="_blank">Anthropic debuts MCP tunnels and self-hosted sandboxes</a><br></span>Anthropic launches MCP tunnels and self-hosted sandboxes at Code with Claude's conference in London, giving enterprises secure, private AI agent infrastructure.</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_17788710028221" 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_17788710028221_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3mbN6zGzGdN0ksdW5drCzf7pPNQ-V89bl75Rp8B7W6hd6T72BYngZW275JGJ4hKDG3W8wp6977-mCN_W1kC0sB8XhdbbW7RXMdX8GWWQBW8HN_Z67qGNWyW5mbtBc1FNS0QW7skLYR3S9tv7W1ZgQzX24t7l1W1bMcw47njs84W2RmcGv8qV37qW88mzCL2cvC0PW8yBDk413-qVdW6V0t_J25d0y5W41Yv7m1RMsVJW8JDGbK2PGrcJW4mp_h87mz0FjW4Lm1Y72ky0YMVTXqmR5nsQzhW16pXJ29lrHP3W3Vxhgp1Z-7VFf4L-lg-04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="XKd6S2/M" target="_blank"><span style="font-size: 18px;">GitHub will start paying some bug bounty hunters in swag&nbsp;</span></a></p>
<p style="line-height:125%; font-weight:normal">Anthropic's new agent view in Claude Code centralizes multi-session management, but developers say better visibility won't close the trust and reliability gap holding back agentic AI.</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_17782590947412" 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_17782590947412_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3lSN6ssB204Y5R2W16LQfq36ZzS9W7_VR9j8tDpR4VvCyGs4S5xKTW1K41jG8yXYWvN8xXr_J42FjDW3txzD93MfKkrW7LnwBp6ltRR9W2-8_lY2ncl5CW2W6GVB2crpKXW2jLB2Q353GWZW7HhFtF8R3lrvW5556Lg7ffB5LW3tkV0B208xt_W5JwRsd2NQm01W7Z7__w1FC5l1W4vJDX-3lrYljN910b4wY5LJsW3bSTLZ3Pxy01W5NHqZH5Z1pFpW6NPgbS7L8cHkW1ZYL5y4BwxcMN202pgSpXyB9W7LRDYd83qM2Hf43gKbd04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="mtAfFO6o" target="_blank">I buried 20 problems in a fake P&amp;L to see if Claude found them</a><br></span>Testing Claude for Small Business: how Anthropic's new connectors for QuickBooks, Canva, and Gmail handled a financial audit with hidden problems.</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_17793398823121" 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_17793398823121_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23hCZYW7Y8-PT6lZ3pnW2_V_P14x2l4xVwGxRG7rf-HFW5MM5QJ6b0ydzW3ltQQK6XWR7SW3F-KXm2r6vRfW3B-1n57q0JQBW4_gBNG3LLygKW38qN5s8h4DDzW8CnczY47gdP1VgtMZd3gdK03W8jDbG-13bcQYW90ln4F7t2mg-W91RkWf3xRLNZW197K9Q1vF9gqW4hdWKx6XlswVW7z0c7L1kmWlqW9lLkMH6cl-CHW2x42cL8V0BSWW4jmPG13bJ5_pW7gLj4R6SkwDVN8GbCTdQfFwzW4hVy2c4QCdL5VZMrl74Mbc7QW9dlNPx6sLJs5W5c9yHy16CKWrW31nl7T4yGWzRf4svLRd04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="0fkBtRMM" target="_blank">What Anthropic and OpenAI launched has Wall Street watching</a></span></p>
<p style="line-height:125%; font-weight:normal">As Anthropic and OpenAI race to embed engineers inside Wall Street's most critical workflows, developers are caught between opportunity and disruption — and the big consultancies may be too.</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_17794822084731" 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_17794822084731_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3q0W3kK61V3fGYFpW28DGmn1C25cLW3q0cSf1vlyz8VKDV_L6dhF9WW6tZ0dh7JWh3bW9lx8tG5RKGLWW8X03nn3mQkx2W3s6tlr63ZRMcW32r0Fr6fMR5kW748mKD91vs2QVxdtVG17NNMZW5lVFFf8FLRfbW333PYn66Zt_CW55TP8_4YcQkQW3gKqqS2t5wXqW3NgWtj2DW-G8W3YvsjD7nFtcMV_ZW6x6l0CTJW7zdPpg2P5bR6N93HqzFmQT18W5pc16d7fdpRQW5M5NHq1Bn4YGVTrHsD1w3tl_W29-JVW9gc_ghf5Y5Qd-04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="LWaBxbk/" target="_blank">Living off the agent: The new tactic hijacking enterprise AI<br></a></span></p>
<p style="line-height:125%; font-weight:normal">AI agents are creating new attack surfaces for enterprise security as hackers exploit MCP servers and trusted agent workflows to steal data.</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_17794822965922" 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_17794822965922_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3ngW5HZ4pd3mq1kWW4HSzhZ2xnBWWW6jh4KK1qYcYxW38N30V2sdBt4W2RJQqy3f_VHjW7j7wyT5DpvR4VJDL2z1nvmg1VVYRkk1FFtG9W7Qydv24BwsNHN4pyYVc7hP9wW4BxdCl1cdWCqW1QKfgZ4_1HhMMzDD_gRjp1VW39ycpW8tvRx3W6--QS88Q82cFW6VH_MC8L3TTWW4zQmh88pXGRDW3Hcmsb9bkYC7W47-HDS5JXq55W933gZY2FmvM3W449-sr1C363hW8YHMPn55QW5lW3PT5fW3xThrQW8qdXFZ8TLWDKf6kqyFC04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="+RoiEBVn" target="_blank">Cloud native application challenges: installing the walking skeleton </a></span></p>
<p style="line-height:125%; font-weight:normal">Learn how to get started with templating engines and package managers to simplify deployment and configuration at scale.</p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3p7N90jkJ5T-hYtW4RZVc25zVBNWW6V9J942QHZHbW3S2Gx65zly7cW2VK--f71NwMBN19dDn0-yJp5W2CMw1Z1VbqQbW8rqyyx6bG4ctW2lK2zM6RKlTWW20SDFF58vcvnW4Pz8n37z0QvRW2wx8D218HCTgW2JJZkr3XC6qkW3ZtpsD3SqZWCW2xJZL33KybQYN2qP0hFwfX9DW4y3W8L5HKqzZN5Y1LdPzYGy8Mtt3yRsqw-bW6Thncq1LWrqFW2TsCdn6GvWSrW2mW2nT7XF237W2fPSQY483tVNW1692hr30m0Zff8Mfkkg04" target="_blank" style="color:#00a4bd" data-hs-link-id="0" data-hs-link-id-v2="WjaYAcu8">
        <img alt="TNS Makers" src="https://info.thenewstack.io/hs-fs/hubfs/Screenshot%202026-05-21%20at%2012.02.04%20AM.png?width=1120&amp;upscale=true&amp;name=Screenshot%202026-05-21%20at%2012.02.04%20AM.png" style="outline:none; text-decoration:none; border:none; max-width:100%; font-size:16px" width="560" align="middle">
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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_176608515607010" 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_176608515607010_" 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>Why long-running AI agents break on HTTP and how Ably is fixing it<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 20px"><div id="hs_cos_wrapper_module_176608515607011" 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_176608515607011_" 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%">For this episode of The New Stack Makers, we speak with Matthew O’Riordan, CEO and co-founder of Ably. Ably’s platform handles trillions of transactions a month for customers like HubSpot and Intercom. Originally built for human collaboration, its technology now also nicely enables long-running AI agents. Tune in to learn more about its&nbsp;shift to durable sessions for long-running AI agents and solving HTTP limitations.</p></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3lKW1HW-6D8NN7SvW7gB0Yx4RQhF2W4q0QJV5QbsYjW1dTHYQ39rj3pN2yFS9PQpS82W8ZsF1W5khqDQW68NLgR7QZ5tjW80sqw86JRPgKW6s_kgV4xbZSBW8yt_z73l9RZMW2VVTl98YppLXW7k6XdT73l0k9W55z8d44qf2gMW8mDPLn9bnWB-W5y0_Rt5-DWMLW4RxcMQ4klNGVVGGZ4C2XpjkXVWByzj7r0cWsN5SkgCPPNLdHW1wtBMP5HtG71W2xx22d7lKhGfW6gVJCG8jKM4rW3kb_Gz5zm_nKW35qm094p1H25f7Rwf-d04" target="_blank" style="color:#00a4bd; font-size:18px; font-family:Merriweather,Georgia,sans-serif; Margin:0; text-transform:none; text-decoration:none; padding:12px 18px; display:block" data-hs-link-id="1" data-hs-link-id-v2="m9lrmG66">
          <strong style="color:#ffffff;font-weight:bold;text-decoration:none;font-style:normal;">Catch the episode</strong>
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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 10px 20px"><div id="hs_cos_wrapper_module_176781485837711" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176781485837711_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>Google I/O and the Open Source Summit fill a big week</strong></span></p></div></div></td></tr></tbody></table>
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    <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px 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%"><em>Welcome, TNS Daily readers! We have added this Saturday's newsletter, which focuses on the breakneck world of AI and software development. </em><em><span style="white-space-collapse: preserve;"><br><br></span></em></p>
<p style="line-height:175%">Two major conferences dominated the pages of <em>The New Stack</em> this week: Google I/O in Mountain View, California, and, just about 2,000 miles away, the Open Source Summit North America in Minneapolis.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">Google I/O 2026 had nearly as many AI headlines as there were blades of grass under attendees' feet. The company unveiled<span style="color: #1155cc;"> </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3hCZYW8wLKSR6lZ3lDW8FHHxc5GZqr9W38Q4jN2bzjTlN2FbvT1qD7NJVb8l5B7pG93vW4LpSw66XjjbxW41c9vd6nTy7BVnPHzX3DRPZgW72G4bk2vSS0NW1ZZj0K4hQsgwVzSL493SZBbwVyJSwj91DZ4KW1jWKlV4HPnYwW6TRRVk5FTZWHW1jYx0P9jMfsNN2CtYN_m2L72W5r6pPk6lbx_rN72myyBFNY6FW5VFbF_4dmhLgW5fZ7jm6PSnm_W2FgSyR7TglgNW60KY4C1wFBkBMDF7NQT_vnLVRs_x43XT7nQW4T9FpR30fxGvVV_bfN42BX92W1CrDYx94jMY2W4KpSZP3b514vW4DRMNS6G5gn1f54R8MW04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="fP1gclXx" target="_blank"><span style="color: #1155cc;"><span style="color: #00aff4;">Gemini 3.5 Flash</span></span></a>, which beats GPT-5.5 and Claude Opus 4.7 on most benchmarks at less than half the price, and<span style="white-space-collapse: preserve;"> </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3lLVJPTW182h8R8W94HnGk6g-sThW5HJTlc3NL9-yW91Lh_m7zmnxrW1t_Snh3XyRdcW6ghtxl8_jKgBW611r9Z4wwXqjW84CwHC7vQ2c-W4YFM6W9m2kNPW2K8s328yymRLW5BjF2g18d4-sW8XpFxL1Rl4kyW6xNPtp1HyDHzW6FL0DQ8SgmzpW5J7jn94mDk3CW2QNmv754HFB8W2w2Dcd4qy_3cW5wvwtQ1kg0JgN21tMYgyHCsVW2hWv-L4p2KjWVBv20p5X67kBW6dGC--2Cc8KMW3nnpbT8xc1zqW8Ffv2k8DpxTsf4f06FR04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="2lsyOnME" target="_blank"><span style="color: #1155cc;"><span style="color: #00aff4;">restructured its AI subscriptions</span></span></a>. There’s now a new $100 Ultra tier, a discounted $200 top tier, and compute-based metering replacing daily prompt limits. Surprisingly, Google<span style="white-space-collapse: preserve;"> </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23hCZYW7Y8-PT6lZ3pjN6hNN-Hmkjz7W5qj_bF3sjqsRW7M9dB112pZR5W5g8Pvc4vZgz8W6XH3qT5ZQGg8W90x7HT3p2LdZW6gLGJY8c8PpMN2jbtrWSk9cbW2Lw3n01wwpNbW85RbWM6ywmK4W2LpQKJ6NBb72W6cGDrK89JY5HW4FzRzk90qLnwW2wn_Wd2vpgMfW6TS-FW8qS7pvW5W2ptf3WKyZ1W6j_1MK5rbZj0W4cW_Sl3Q0mctVQ24-75ZqRpJW4tTKnm6ZbzVsW87ZL9y3vhQsGW1m5sdp10RKRSW49mf5K3R8GTKW2z12P92sXRM3V6HK-x4VG_RfVfBnGv5xhVBhf8brD_K04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="PPw81WxJ" target="_blank"><span style="color: #1155cc;"><span style="color: #00aff4;">opened Android Studio to OpenAI's GPT and Anthropic's Claude</span></span></a> alongside Gemini, and rolled out<span style="white-space-collapse: preserve;"> </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3pxW66JJ0l1Yn1YzW6_96C596f5NdW3G6WGm2H8GM3W3dqH3c8Dp9XZW6tl16P4nKTKgW3mBlzG7lwQ64W4l-mRH5XnCzMW2qCGHr7pzKYnVxS69L58TQTLW9gPpcW3q7rbFN8czTxq85YJgW7vDcMD1LV6V7W2lfLJF1rF66QW990--k2KH_klW6ksZ2s3_jvd8W3k9Sqh4V2VFkW63GYxP6-ybzyW5jcgVc4BlCkVW4yQJgC1k_PY0VM1jSz7BBYMkW48_3d71Yw-lJW1NJ10c1d4tQPW4LPdQc2Cq0PkV4qfry79q9t6f4QS2fl04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="tHZ7o9wi" target="_blank"><span style="color: #00aff4;">vibe-coded native Android apps in AI Studio</span></a><span style="color: #00aff4;"> </span>using browser-based Kotlin and Jetpack Compose. Chrome 149 will also<span style="white-space-collapse: preserve;"> </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3m3V5xwYQ1TBFyyW6-1l1Y6DtnFyW69Xy-04jN4jNW1rJfVW2Zn1ySW1FPqFp3pRS4JW8WP9n67v3K8WW5M0NNr4zS33XW1wlt7V2Ps5hWM8bDQYT9v6MW6VTSXJ2BrMyMW7ZhJtv75BDKHW8gjpYY1__r-PW8W4F9023ZHV7W1MN-Xs3Np-3tW3-wGcL3K-tR_N5NTYYF854MRW2PNlLx99kZ3-W4Sn2vf4q_--GW5XpYHs1gt7ywW28ff3n91jzCSW8YdpQh3WV5g_N65C_K6yV_S1W3j8Y8l5Cc4tdW4XNtfs3_639Xf4Q31mF04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Xz41uaH6" target="_blank"><span style="color: #1155cc;"><span style="color: #00aff4;">ship WebMCP as an origin trial</span></span></a>, letting websites expose functions directly to AI agents.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">Meanwhile, in Minneapolis, the Open Source Summit North America delivered its own slate of news. The Linux Foundation's new State of Tech Talent report revealed that<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3nbW8yq8VS7qDh62N3DymcR4KJGMW2kDQx087pkM6W19P0cH5l5glnW5mWDgN6FcV5BN2378kw91GxpVffqBy86BBS1W5wKNBM4mcvhbW57hk665hGZ_rW2SVt3l1Mjb_3W2f4mBb9f8Bm-N180WWQ1bWgYW5ZKjY22qSlb5N1gXYcQ3s9bSVdhHdS8H3SM7W5nvkkQ87h2hWN8R9qYrXR2FTW9bTTL02BxzfLW4HxK-r7Wr7NMW6PDhQ4507xzKW3ltjR15-WDm9W40bbB_87X3sTW3XRk3X3S9sn-W3T3pD11X_c41f8gg70n04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="iFWRxAhe" target="_blank"><span style="white-space-collapse: preserve;"> </span><span style="color: #00aff4;">AI security readiness is now the top barrier to enterprise AI adoption</span></a>, with concern nearly <em>tripling</em> since 2024. The OpenSSF<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23hCZYW7Y8-PT6lZ3p1N7pt0B422JRXW2f6Vfz5rmKJqW8ntWPv4SDx7tW4W5jnz6jJmglW8ysL2F8XwkRkW1yWv215BMkSfW2KqgK13VmdFXN7jLTnBvwS1wW55JrK678GtNNW1wHLzC27GFLFW6xQ2Gv5W9pyNVWjF1J1qVJcpW2spMNR6NBB5kN4L_x5KRPdYMW1kWqm36glvg3W50wHnc5q3QMWN96_SRtS2hKHVMGTQr7WLx4jW843RcK5mwDmNVjwD1N8PJZ_7W7PWqHf8RYktCW1Vj_c969kFqzW4h_sk84Jwb1lW2kPrRK6MGnxZW2K6VFZ429H5dW3qymr68XSWxlf2VSdzn04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="65VAjjQL" target="_blank"><span style="white-space-collapse: preserve;"> </span><span style="color: #1155cc;"><span style="color: #00aff4;">added five new members</span></span></a> to shore up software supply-chain security, and we reported on the sharp criticism of companies "freeloading" on maintainers. Also, the CNCF announced that<span style="white-space-collapse: preserve;"> </span><span style="color: #1155cc;"><span style="color: #48607a;"><a style="color:#48607a; text-decoration:none" data-insert="true" data-hs-link-id="0" target="_blank">OpenTelemetry has graduated to its top maturity tier</a></span></span>, positioning the observability framework as core infrastructure for AI workloads. And<span style="white-space-collapse: preserve;"> </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3lgW6BXXbS6WxkmdN66cJpNDrZnHW5Pdx_s2Vdq1GW5QlrYL4xnySyW4STG_f5PyB59W4VhMb-4kBNsJW9jJVsJ1Y9XmkW5sbH227wfk1nW31Y30q24tNxJW8nx7873B9z1ZW1SpkWz4ZZ_wfW36gtYv6LwYNnW2n34hr22RnR2W7l4SG-8ddqBDW8m4Hnv7jjkJgW6myrRB1bdFQBW4wpKPB2SY_HLW6Tbwp61QK6FQW6H-PzY92nk1RW8xZhM751dY5WW5RxtSF1mrqwRN2b4PKKCGcpVW1J6XsS2SThzKW5t_l1H6rtx9jcTmhv04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="OPq3ygKG" target="_blank"><span style="color: #00aff4;">Valkey 9.1 shipped</span></a> with up to 10% memory savings, database-level ACLs, and built-in vector search.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%"><em>Phew.</em> What a whirlwind of a week. Thanks for being with us. We’re taking a break on Monday for Memorial Day in the United States.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="line-height:175%">We’ll finish with two house ads: We’re looking to add <span style="color: #00aff4;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3qgz0W8wLKSR6lZ3ppW7L-hNX8Cpl55W9dXlhW3JDdYcN6FgVXYd-Cq9F5PH1mwzN-LW6QZ3pl84fsKCW2JLdVn1WXShFW6KTyyP3VHZlmW3P4dTr1Ftnx6N8TsT90mS6LLW9kqVl25QPpz2W4FqsM01b46fpW6vT5fl3RSJPRW5xq6mZ4wPwqsV3_5Y55zkv_FW1r2M398PDVM9W2gq1vh5PrwmHW6Dprzp79gwgJW1rLdBw9d7rJPW5j36JY94jJTKW2fxVcc5vj-MsW71kjHd3vwqflW7BN-Cp3FVczYW2vgHp21g-TKmW2fNnPR3hcP7fW7PDzSX6qGVrKVfT4KZ7CMFMKN8TDYq0tNJKBW5wy74L1wp0lBf64cWkF04" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="RXdd+n6u" target="_blank">a few San Francisco Bay-area journalists</a></span>! We’re also searching for more <span style="color: #00aff4;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3qgz0W8wLKSR6lZ3pmW4llfKK7x8Ym7W4PHgdv3PtG87W23ndYg8X3h1mW3XY7v25ZRVlhW5cqTnk9dQ1qHN364k0CyQpYcN33KbjsyvKFSW3dpDrX6czyxtW7X5SwT22-B1vW471Z-N67SDByW1kTC7F1-rKF0W79pWP81FvcpYW393zTN6BgnnNW8QTvxR4pfkDvW9d_fll3JBFJsW6CF5Hv87ysDxW59b4xf4P_knhW7rZJYv71b57BN7tZWd3jDZpBW4twK6T7vjscxW7CMLWK84gN4FW35nbr65yjt7JW3ZR65T23Zl9sM6grgrR_fXcW33wVLF8qgBnCW8T87zn93YY3xW6kF9bj7y29ZzW1WmRX17CkV8Xf4JKmsH04" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="G7MW3kcb" target="_blank">podcast and webinar hosts</a></span>. Please hit the links if you fit the bill.</p>
<p style="line-height:175%">&nbsp;</p>
<p style="font-weight:normal; font-size:16px; line-height:150%; text-align:right" align="right">— Nick Lucchesi, EIC at TNS</p></div></div></td></tr></tbody></table>
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                <span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">June</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">24</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">The Kubernetes rightsizing trust gap: Why the stakes just got higher</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">AI workloads have made the Kubernetes rightsizing trust gap expensive. Join us on June 24 to see how teams move from human-approved every change to continuous closed-loop optimization — in practice.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbsz5g8t6W50kH_H6lZ3nLW7KJgvl3Jxd7DW80Jfjf7LmnKmW709rcX1FJFM_VwW8lm4m-tDBW8B3RbF5zmM6QW7RMZSr852vzqN2JZzg2_VmHxW81SdsD6mx9dnW3cTycb1sj0WjW3vCKkD51hg9gW20y-fC1qgQR0W5rM4np2Bg80DW99M2mD8nG7s0W7YC7087__XfPW2FlgZp66m3BwN2P_2m3s_3GPW6rlBpL1v1P9ZW1jvBc26lKh3fW6RDXLg1gz1jHW75c1CF7XfQxgVw81mK7lzcywW8phm_K4qDcSxW1RmHnV6HpXTfW8fmRCM73zTj7W76SqXt7Z98G2W4tZ63c3l2vDFN2yx-j-3nvfsN6lfT3Ry6RsfW1VrGSl4yv7-8W5YCR3g2gCyPmW4YQTfH2xdKkyW99Nnsk1x_m2lf7mKfMx04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="248+eNam">Register today →</a>
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            <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;">June</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">30</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Operationalizing AI in Observability: From Debugging to Automated Remediation</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbsz5g8t6W50kH_H6lZ3mdVqYtWb2HL9mHN1SJwJxr9JwcW2bvCcF4N7-b8W2LyZgy8hPvrrVCN6Lp83yZs7W6mHsQN7Ycf-mN5rFjqff3-0GW2z-Gt37Z_J77W2H77_Y1w4y3BW2qdkJ97rG27dW98fW203-JNWlTK5FY7hV0DMW96C1py3wSnH9W5-lQf95jjxVBW4HXlMH6CHd90W3F3qgt3cvvT7W8wKvDX39KNxYW75Xk9t42g_4nW7HCjXs2bpx-TW7Km_bD2zhFm2W1HKbxB4rSzvkW7Tj5cN3z9cGRW6HLM5h15mxQ4W7FJkpG5qYQ0lW5TQ38d3lQfW1W2_22Qd6N_cHWW7kK1MP5DcR-tVJzgJ_2nRcPPW6P7HV-1Rds8FW68jZYJ3LyM1BW8TNJs35ltgWmN32vr3KMHb2xf5gf7FC04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RNIai+Us">Register today →</a>
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            <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;">15</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Santa Clara, CA</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">AI Infra Summit</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">The AI Infra Summit is the premier event for engineers, architects, and AI/ML practitioners focused on full-stack AI infrastructure. Join 8,000+ attendees to explore cutting-edge hardware, systems, and AI data center innovations. Gain actionable technical insights and early access to market-leading announcements from AWS, Google, Meta, Microsoft, and more. TNS readers get 15% off full-access with code: THENEWSTACK15.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3hCZYW7lCdLW6lZ3nKW74wd4x4FWP8yN4g-ngdVQJw1W6P1v-c327gDDW4RcgVR6Z-yQRW7SlK104D59CxW39mm1494dBmcW8BtwXq74NtmWVPQ2Gh1HCgcfW46JR6H4rcLsTN7LH7ktMN7PdN4s3jTK7vg1wVdRtGv287TZZW6BSp2W7xw64FW7tBXTs6pSBwdW8LKNGf54T4BHW7z5YDj5_TFnBW7wbNnM85tkgWW8sNMrm4wv26vV68QRr4ngdpLW2jdKWn8HcPpsN7qNYrqPrjM5W1Hqr2P7VWtg9W71_j944kjw2XW8JVzqW9flP9Df5gcR9F04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Kf+O1jK4">Register today →</a>
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                <span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Sep</span>
                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">23</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">San Jose, CA</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">WeAreDevelopers World Congress 2026: North America</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack onsite for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. Use this exclusive code to save 10% on your registration: thenewstack_community.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvF3hCZYW95jsWP6lZ3n4W90Zd6813K8cqW615bBG5lvMXFW2tJPy66vcbRlW7kZLKP5FtygkW6wZxb62Hrr_YW5r32gR7SPQnhW1dpWg_2cv6F3N7-ftgL7VR9WW7p2W1m12hrY-W3c64fW1jB9xkW9fvSQf7GpwtcW3MBjmh5-JbVBW2GgmcN8cHNqSVmKvCR8rx6X1W850SJn2Kyw5HW2ZwgDF1Mc5LcW64_nr48QBLBXW2mYqJQ8CPvB6VjPkFR9kT1M3N2QbR5m2HKVCN8l0_3fmyQR1W5xCZ2W69wN9CW6mHVgZ6tPcmpW5DNpgW9k4shtW9bpVVB8G6fvSW4sW27D8znYQ3W2v7st_2sMhxDW80NGw429vCl4W9f4H_S1LlRw0W5fLxzN16wvW2f80KFg-04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Xl+yh6O+">Register today →</a>
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                <span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">On Demand</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Beyond the SRE: Democratizing observability data with GenAI</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">GenAI is transforming observability from a specialized SRE domain into a democratized asset, allowing anyone to query complex system data using plain language. Learn how to democratize insights via natural language, bridge data silos with OpenTelemetry, and future-proof your platform for proactive, agentic AI.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvF3hCZYW95jsWP6lZ3mpVWDs753VGyVwW1KXpPr2fv534W8lMnht5NcFBWW923M9443b01WW76DsBv4JGhZdW8392dW8v5rVPVHR6Jx7Ln9MKW5G2NKh3gxF3PW67fc0K455L1xV7d07X2mgmXhW12m1sW6yR1gjW6jxrJM6ghyc8W8B-PS51clCNKW5QHPTs5K867KW88Y-l22ZlkhSW8NhS9S6tlVS1W1fPYZr2FnyTTW55xQK87MK4CVVPhH0j5LZGgBW267qNc96PWHwN7h1gPlhfThXW3CQw7C92d81fW502Bq91tw3_qVlCjyy2YryjXVtyjCd4sKxXyW98NhNH44NKw_W2qDm3k7lwrhkW8kv4291gCdk1W5lTyqq1QV4X7Vmyd7r4ffwc1f1jC2Zq04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+oBGjK1p">Watch on-demand →</a>
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<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/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3hCZYW6N1vHY6lZ3lMVj1D6-44bxcwW8mRcL_9cM-LzW5W8Ljt8YMftzW1RTNJP8zsQBkVsyvSb987P_5V8LJgp4Hrw99W989VSt8Dkx9HV3KGKQ2cBT7PW5z0DzS7VqrPLW4VtZXz26Q5rwW5LQBpr2-D8dHW4v8J_41XkvS8W1CS4pZ7Nb2QvW8X6Nx83FRhP2W6ZnvFp8Tc9xYVcB5Wh7rNkPdW3pDyT84XyQpgW97tWXX1xWY0qW3-jgxY3RPY91W5x3q3_1fQLxLW2ynRTl6nrzNxN4FwTRryjjN0f5XF6XY04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="T58gfG/X"><img src="https://info.thenewstack.io/hs-fs/hubfs/roadmap-pro-jpg.jpg?width=1168&amp;upscale=true&amp;name=roadmap-pro-jpg.jpg" alt="Roadmap Pro" 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">Learn any stack. Skip the chaos.</h3>
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<p>A personal AI coach that guides you through your learning journey.</p>
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<li>Generate custom courses on the fly — no more digging through endless documentation.</li>
</ul></div>
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  <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding: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;">"The goal of graduation is to provide enterprises with the certainty that they are building on a neutral and solid backbone."<br></span></p></div></div></td></tr></tbody></table>
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                                    Plus: AI security fears nearly tripled

View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbt85m_5PW69t95C6lZ3mMW31wj3y2kjHpSN3C2TLRqKm0DN5_3m2mnm17TW2j4jgv4f2y-MW7RdlnH7bnk6xW5-m6v_79LTjMVz6gKN196k_qW7nHbSF1_rQPsW4TvLRw5XYnjVW7DgWw05Y6wHGW2dtCr58ywH5LW81Z5G54_Kr7WW9cP_Gc8zMFgpW2W2vk336HfCWMVPtNY8C7yLW26K6tV18mqhYW5gCn6V2grJ7gW4bCfyJ1NYlHXW8K5XG06rndlQW7l0Qng34p4sqW3VW-DB4bLPH2W3wj3dY70GP54W3J9cJx7h5hP1W5n4PDt3Z1Yv3N4MmmmCjz2j3V2s0XS6RFtMjW8s6lkd2Gt067W8qrgm99krwLYW45WFlg6CkM0xN5gxM7mB4w-2W13q-n59bBMnkMFVMBy7gTqyVMwgwm5Tt6bMW4smz4Z3w-qRsVtB44K19RK6QVxGhdP1m7m3jdg4Yhg04 )

The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbt83gP0xW69sMD-6lZ3n3N1pl5TbNTN_ZW4CM5j-1vVL_WW2gB6lz6TmCpHVCJ--06rhvFhN6DtZ86yrGshVqv-Yr2C85L5N2NRyK4hGZ_zW4MCDzf93n_k0W5f4rM13XgS4nW8KHm0c5Yhsc3W3Dbbn58H9bY7W7k1r5B1qtP5pW7M74s44H83VBW7-yVGK5KzZtFW35WzZz78L5BxW6grXmp80M421W6xyhnD17tNKcW1sNHCR4vDMtHVwVTw_6bx-byW7KbZ9B62DX8md8kkbM04 )

Weekly Update  |  Issue 521

TNS essential reads

Anthropic hires OpenAI co-founder

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3lXW4ftsHM5nY2PnVSkSYG1wbmCSW1szsWq56FbrJW7TDvzm7bq124W2jRMZH3nyJ-rW3m96DC58DKRhW8zbpMB6Y-0rfW1hF6cp53Q2ZkVZv_7z2nTzwkN6LYL6g9NvJWW4pqPLx5dSncqW5CJJ0C6JRlQxW32vRSx1V_dbPVh_2Pn7z9RKLW9l05JX22px6pW6t357K6gqZYlW8D0nrv6r1NpJW4X4CGk58NrPgW3JyCFZ4SLBBrW23pkDT3StFHyVJ_6xN6zdnxZW21TrsZ5pVVsvW7HfRCg5gprWXW3G98s26Hy5XHf4Bg77b04 ) Andrej Karpathy, OpenAI co-founder and Tesla AI veteran, joins Anthropic's Claude pre-training team, signaling a major shift in AI research talent.

Anthropic debuts MCP tunnels and self-hosted sandboxes (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3nWW7qYXBk4nx_wGW63R0Q73GwKcsW3SG1sW2HgGFRW90GjS315jgHTW5tK7lN2Wjc6ZW2t2mC_6m6k2MW3-wX6p2PYj78W212GK-3_d1J2W81D9D54-HvKNW5QGNMY8QKd9_N40vqBYK2C_fW6W_jqd831yqZW7d7j4l5Qv8T1W74WMYs77BxXwW9fT3-Q2fLNjTW2ldCDq2wy8KrW3F6p5j7HBkRxW2JHG5T874knZW4T3Jbl5VFLQ_W2H3-HC60j2XHW7S-cR06Bw89fW12ctbH1TfsBSW1pnqzB11RPJKW7TJf9J1P1Thzf8P1fsH04 )

Anthropic launches MCP tunnels and self-hosted sandboxes at Code with Claude's conference in London, giving enterprises secure, private AI agent infrastructure.

GitHub will start paying some bug bounty hunters in swag  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3pQW24nVh664kPhJW87mYvd5ThkbfW20qxRP7jtkMFW4w1B6v8wl-y6W6M8pRn1ZfqW0W2kxTH450-gkCTjSc88n6W2PW4lGfQV64jk0bW8FTgkc4T_S79W3Y4npM4dzhR9W4jnTQs5T5_w_W99v8fZ4pH68SW7tQVcP1YF704W1Zl_mf3-_wbrW3Wjy857Sx7RDW7JNZ0V5Cnd95W7s-tCn5hCckKN29ZMcHSSJD0W55V6wb33hsh4W4lHnhF404803W7zbNbj5D_qDQW7V31cN7ckWh0f1TF40004 )

Anthropic's new agent view in Claude Code centralizes multi-session management, but developers say better visibility won't close the trust and reliability gap holding back agentic AI.

I buried 20 problems in a fake P&L to see if Claude found them (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3q2W27Hv_j16RfQzN2xqyM2zgnhmW5C9RPF7jc6Q1W2SdYhp98wt_tW5pH4P66CVhFFW93324X34PlwVW7r0qlW4ylWSqW5Dm_wm5MM456W403Vwl2vMv3YW9bvpPz5cqxf9W4l0DGH3cl7HlW7hzThJ49_7F0W2JF6kT3JCRyLW3FyZqd6t7TktW8HyT5D4TDhCJW95QxRZ7Mpr0RVvDtXx5PgHQBW73TM2J7LX6lZW6TPNkB53LcZ0W8YvNB33w_CCJN6twtMJKs2y-W8CJnNC96FFkQf5VvvpP04 )

Testing Claude for Small Business: how Anthropic's new connectors for QuickBooks, Canva, and Gmail handled a financial audit with hidden problems.

What Anthropic and OpenAI launched has Wall Street watching (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23gP0xW7Y8-PT6lZ3m9W2sQH5h1gxZJPW62jHfm3BGnWNVZsq2y5D3rbdN9l-2lCj65TFW17k2Nf9575cvV7l9VH5MHCGyW7k-6b58vvQnTW5nS2bn1QtSj3N3GqkRgVwDBvW2llBNb5cr1VjW30QgYx7H7vXZVLmGnf5yJ0Q-W91-h_k72YkkqW6yYldP3XqtB_W4KNyGT7-xfY7W4LrNX13q0N15W5qSGnn4sbWpLW7XtWFH4p8rV3N48p8t7V-wlgW1X8vnS4yhKlJN4tgzh39gX2mW6L_XyW8lVs8wW2hw_jK4g0pDkVk2yqr17rQ7mV3yVRR8LBShtVzqK5_5wBypLf90FLhb04 )

As Anthropic and OpenAI race to embed engineers inside Wall Street's most critical workflows, developers are caught between opportunity and disruption — and the big consultancies may be too.

Living off the agent: The new tactic hijacking enterprise AI

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3lgW5JmLZp4mhMsgW7cVDsY2XWPN1W2CXvl56hWpSxW21XDn68DW1nwW5rjBLN13B2h2W5RLktv6M6PrjW1rwJhd1fZ013W9hccz415-5wdN9fnvPzq15SRW67c3fc325zWwW2-lk6x5QfZmPW5T18Kp28Bcf0W20F4Rh2bxbWLW1CnZvk50jHnWW6x5kzt7Yk3c-V7mrmN1bFHg1W2fMP1Z8WMbY8W40GRh_6h8kY9V_kCnM99zzJZW4cpJ8K8CTgh4W5WdQyG4bNgPfW5Ghnp0594Nk0f1RzQLb04 )

AI agents are creating new attack surfaces for enterprise security as hackers exploit MCP servers and trusted agent workflows to steal data.

Cloud native application challenges: installing the walking skeleton  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3ngW1xvDTQ98hgkMW8SRc_x8TzMCmW90gVJ725gq8TVSlmv68MrJ1ZW2d1CfK5CDwJFW83cwHR62KP3KW6VRVvZ1bGdC4W7stq_H8CwT6WW2f0-KY6_mKBTV_ncN16l-F43W7ycxBp37RTxQW568lWr99CSnyN1ZMCs-RzYrRW6G0TdL7yzYx2W7pMq4q5b-w_SW6ky25Q5sYHR9W4PgJLd6vM56cW1pWy_c8gFMqDN92Mq4GRV8GQN79vXZmcn4y0W64g3cy6rCJ0GW4kMgTV5rgbY9W6XmrJf96SPYcW5xrPWY6XjGX0f5RJb0004 )

Learn how to get started with templating engines and package managers to simplify deployment and configuration at scale.

TNS Makers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3pQW6JLgx-2wWhlrVHgNjj3JQ9sFN3gDHph85ncvW5HvZZp2CwCGhW5n6CH656pGNmVsSVh15l2k0qVXg_cd1JkXm6N6k1tdk2fBpPW9cd7p12XL0VLW7Yq3gD1xqwXqW1tlM8y918YN-W2fqTd07W3qBrW14mM6d4p55bSW5PSHCb2VHyPZW2rMNjZ24H171W5l5xNM4sbSwCW7zTwTd6DRwtGW6f5fH81stH1RW1WQ0q93SnhTSV422PQ5QJ755W1xTy2l7CLs04W28Dycc7frNmxf3HrDSq04 )

Why long-running AI agents break on HTTP and how Ably is fixing it

For this episode of The New Stack Makers, we speak with Matthew O’Riordan, CEO and co-founder of Ably. Ably’s platform handles trillions of transactions a month for customers like HubSpot and Intercom. Originally built for human collaboration, its technology now also nicely enables long-running AI agents. Tune in to learn more about its shift to durable sessions for long-running AI agents and solving HTTP limitations.

Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3pQW6JLgx-2wWhlrVHgNjj3JQ9sFN3gDHph85ncvW5HvZZp2CwCGhW5n6CH656pGNmVsSVh15l2k0qVXg_cd1JkXm6N6k1tdk2fBpPW9cd7p12XL0VLW7Yq3gD1xqwXqW1tlM8y918YN-W2fqTd07W3qBrW14mM6d4p55bSW5PSHCb2VHyPZW2rMNjZ24H171W5l5xNM4sbSwCW7zTwTd6DRwtGW6f5fH81stH1RW1WQ0q93SnhTSV422PQ5QJ755W1xTy2l7CLs04W28Dycc7frNmxf3HrDSq04 )

Google I/O and the Open Source Summit fill a big week

Welcome, TNS Daily readers! We have added this Saturday's newsletter, which focuses on the breakneck world of AI and software development.

Two major conferences dominated the pages of The New Stack this week: Google I/O in Mountain View, California, and, just about 2,000 miles away, the Open Source Summit North America in Minneapolis.

Google I/O 2026 had nearly as many AI headlines as there were blades of grass under attendees' feet. The company unveiled Gemini 3.5 Flash (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23gP0xW7Y8-PT6lZ3mTW7mfJ4F34VBWnVpMN02219xRhW6CMWcS4v3FwKW8BZFJK1JGtq7W95cp5N9cYm2wW4v1wjY4-SQ2JW5mJQgH4H81SdW4dMwVL1Cxr57W2-qxXg3nCxZhW4_txFT1xPkGGW2cRXNy7llNySW4RKk6H9fw5znV46KxG6sp_NHW3x0Jt87MphmMW4vjp2G8jYQs3W5rgzzd7Jz_T2W3fKl733TPxqNW7cDJkh1wmbsMN54RYmCTgK-vW2lJvX65FY_xwW8Dl44g46RMnkW3MjRS-5SL_NcW37WRdZ7n-bYRN3WfnYykMsHzW5ytjpR1WmxdxW6Y-Gh42854YTf3_w92s04 ) , which beats GPT-5.5 and Claude Opus 4.7 on most benchmarks at less than half the price, and restructured its AI subscriptions (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3nbW5tVBq_188F1bW3xSj0s67ss_XVB0tzS8Gm6lvW2hl6dz8lntW7W8rbbGj4slSmWV_fPRB7kbX4LW6WSxwN8rD8qJVhxRtg4Ls0dYW90bnY95PcfwnW7mCNX44SFDZGW2TV7XN6_g6BPW2xTbDH4_JR_qW36XV4c2C0vwHW2pjcjx6KFkHqN1F3rKzmH0rmW289NGp59k6wsW57X23N80FcG_W7wNJgS6ZKMnZW29k1_-5G2S4pW2t3KYj6SZfbFW6jx-0F45Yl59W6ZynR18BJD9Zf4lG_zj04 ) . There’s now a new $100 Ultra tier, a discounted $200 top tier, and compute-based metering replacing daily prompt limits. Surprisingly, Google opened Android Studio to OpenAI's GPT and Anthropic's Claude (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3pNW9kPvQT5z0n2CW1fn54m8kvxGXW2Fjj0B8jzFKCW3QXt8Z6P-4jlW6kZBR17Kw7f-W5J_hRq462cbbW216Tsv2V1sN6W7zyR0g8jfP_hW33rMSt8j3mLpVjg2PH1XnZMVW2wl6T_116NyxN8mD3XLt3Md6W6nTXmv3201H6W3v8WBn84mklpW9g5jfm3YSyVQN3vDzHY7_T1mN32Qqyj5ZJGnW4jG7VM33wT44N85rGlGyklkNW83Nzm26VtTcJW62sNYy1J4SS8W2ZdZjF8nbcfbW5LXN-h6CNTM1VRXYpK1BV1Lxf2JDcY004 ) alongside Gemini, and rolled out vibe-coded native Android apps in AI Studio (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3pbW8BDyhB4TGfT0W3Vq0Hf2nkFmYVVvVCv4qH5jdW2P5xZQ5bmMs7W6xQJlm3zByYbW2sC0LX57phcDW3Z57cw3T3ywrW8jTbjM2JkspWN1BsSW2PXHL0W69TykJ21qZkKW1TpTpF5DF9BZW1hS2nP7rSTH8W8FyK3R3nL10FVrV99T90-7rmW3VhjdY4sknTNW8l4L1T19l17PW4XPFvm3FL8X6N6rxQss-mJrqW5fkM_r3cP5l1W8fkG227DqTt7W7_9LQF8TYMHPW87CHz991KvRGW5pkWFq1dXQv6W3Y3qxV2B9P2Vf4018Lg04 ) using browser-based Kotlin and Jetpack Compose. Chrome 149 will also ship WebMCP as an origin trial (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3kYN8ldMcX4ycMpW5p_WzL18r8HzVcfcZM5ZdM3hV40NyQ7t2P2JW2byYKS1BF4fjW5QrT-n83QCGDW6zb4y07BkN__W75yKb96z-3gPW2ffG-039qcnkW7QB3X73G-pYYW387n4h30lp1yW2m7x7X50rxsvW6G1vJ_8VSlBPW2X_T-98bh2CjW177LsN6P4yC_W5YJS6m3NRQm9VcxLs_7TH7J0W18fYVQ3my7gBVFJ7dP9fxmk4VM0k8y2hlj8bN8R7MgncfwmnW2yv8hS7ydZjTdZ40cz04 ) , letting websites expose functions directly to AI agents.

Meanwhile, in Minneapolis, the Open Source Summit North America delivered its own slate of news. The Linux Foundation's new State of Tech Talent report revealed that AI security readiness is now the top barrier to enterprise AI adoption (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3nBW951lck3wCF2dW81rQ0T3FtH0ZW9djFMR1jXQ6QW2_2MPh225Cw-VLWY2C4H4FnYW6Btbx03nyqbnW6brwQZ6v9gHCVSMyjz5Nq98bW5341VG12Q7VMN7NTKs_HXVlhW4cfmHr3Mv_Z3W97YYkn7YjpvwW1qHS-L2cS19RW94qZ5v4w_F6sW4YmQrj2Syjz5W6QkRWv5mgFSQW8vLqyx5VJLHVVwhsWk2W4bGyW4JVpyR7c0PmNW33YyDB4xD6hCW9ckBKn3fsPbyW4DKlJJ5BpWJVW2zvdVY803cr5W6rV92x1f_wD1f7MkN6004 ) , with concern nearly tripling since 2024. The OpenSSF added five new members (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3gP0xW7lCdLW6lZ3lPW20l6HG7Qx1HKW8LBMk73NVwhXW91l-zf1psfZ1W5pwNNr79GjdwW1Jyhwb7k9HNNN3ZFVpNkxFf9W6YFWt76G84SQW32-nwf88w-cvW5z3qJd7t3LCmW8DrgMv6rsq5JW2FcYxb9l074RW2mDBYk9bCZspW79p5kg9gfpXxW41tKds72sfQsN9fFTxPb8jnRW35h0jz6f1WpYVhlD876Y1tKWW5zb1BW95WLr8W28JTJy7W195hW62TKWx98Pg43W5NRsts4fR6_0N6vvXdXfPsw0W7twc5k8Rwb6bW10cWg-4R9by3f8rkktg04 ) to shore up software supply-chain security, and we reported on the sharp criticism of companies "freeloading" on maintainers. Also, the CNCF announced that OpenTelemetry has graduated to its top maturity tier, positioning the observability framework as core infrastructure for AI workloads. And Valkey 9.1 shipped (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3pyN3R1bXkh32-hW6kg_6l3bJNjTVs1kFf6SLXhQW90l-Nk7F2L9bW2pQMdJ3ZCsyJN8tCR4gg-S0pW7_0l1V27kdh_W7CPP6K82NHfGW35dnV54Lv1QSW9h7Hfy8jHdY_W28jD_v59VrZ8W6yBz5_6zbM7-W4_KZmm8Z3XgSN8NFgJf1SD7cW42rRvt6YKN6ZN1sw2mzTGFMkW34CmkD7tDJVkW7Bv1P022PkSmW3g5x068gKwQRVMg0P77ksqKsN75Bnt4CkzHVW3msGGK2qmGX8f68gn5l04 ) with up to 10% memory savings, database-level ACLs, and built-in vector search.

Phew. What a whirlwind of a week. Thanks for being with us. We’re taking a break on Monday for Memorial Day in the United States.

We’ll finish with two house ads: We’re looking to add a few San Francisco Bay-area journalists (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3prCCW8wLKSR6lZ3p4W85kynq57P2qwW4LTNCF15vp7DW7KfYMY5QnzDfTypMB19_Bp7W92hCSk5PW3F3W2BnbPn27q_fvW8SxPbf4MfjfkW1Yy97w6FChw4W5YZ41z1-VNDHV_cZTd2Fg7kkN2B2dKrdK0QnW6c0wvJ20XSFPW2_D2zF7tG35XN5f3cpdgSvHTN24DdJ_N-vCvN5C7FP--c_XhW1-JCvW7nLwkYW6nQPXw3jBqv4W5bq0rM5Nph-GW6qHNsV5nwQWZN5W4rh-MrKv2W6sZ_Gz9c40M5W2CMTFw6xv2-LW26G_NF4lCy8_Mx4SYHGb1v_V2nHVw5PxRNKW5dp1Mb60TxtQVZkM1B3wttcwf8Fzc3F04 ) ! We’re also searching for more podcast and webinar hosts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3prCCW8wLKSR6lZ3nKN4XZ4jSBB7YKW3RBh517g57PLVm-l2v7dn0mWW5xFM0n7kRW6cW9db4s6368KRcN2yywNTpPWjhW57km071H1GVZW5qvBVW5B1tMKW63rgRM9fCP2jW5f9X904zK0KfW3m55DB71_XT0W4XQSrZ2ytvSGW8V8f6_8nh8sNW64SR2g4Xcy95W81DFSz5h1fRxN2jMHXdW1y42W95qlkK867qnWW6l0TMs89QL5zW8-cB-T8Qj3jhN2pgLq6nfjmxN7kRM7M1tDBjW7WmRC44ct5ZrW70n4Bq75B3gwW3b1yZ38tFYPbW812BHP79WGDLW1wfx5f7JlSvKW6L_ddz5PFrJ2W386PK53nZwSgf2vYVdd04 ) . Please hit the links if you fit the bill.

— Nick Lucchesi, EIC at TNS

Featured events & webinars

June
24

Virtual

The Kubernetes rightsizing trust gap: Why the stakes just got higher

AI workloads have made the Kubernetes rightsizing trust gap expensive. Join us on June 24 to see how teams move from human-approved every change to continuous closed-loop optimization — in practice.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvF3gP0xW95jsWP6lZ3lkW4qQwgm7H56bqN53139xdQxtvN92VKnXxF0hzW4wb2zT3bt5w1W1W298X4lb7mBN6x_7S0LgQmgW7JYjDb6X2bDZW48jhJr1rbJrZW4_8qP52klyWfW2FfyXZ5zK_78W1nmM1J2rWKS3N86XF-_-xCyVVN56R18q_YCsW8dgQDY4v6GgyW4Dk5DF65DCwXW6mGG-j6dwCknW40RHx01m9ztcW9fWhZz2yw1R3W5C_RDY1xkN0QVtgB953--4-nW3hqlP58H054tW97-4yP5wsxTKW3M6TDb6J5wqlN7Ljs-pxn4MjW8M3ZKm3txRQbW6gl7yX3cGW_TW89ggHt2M1vZzW34c4C-77vCCbW6KX1np7tGPHdW7TdFZB4pTPBtf1J728W04 )

June
30

Virtual

Operationalizing AI in Observability: From Debugging to Automated Remediation

Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbsz5fkwKW50kH_H6lZ3nxW2_-flc45DCvHV2pqVg8wkHBBW39CrPy1dsxw3W3lWHLk7S6s2bW8tg9XF2SRK2TN7RtckFKb_mlW1HS43S5zB_JTW134hrl3R_LMXW72SwFj3h9lr_W5g8mXs6B6nC7W7-PWwr3Wl6tRW1Wc58d491NfsW8Rc2JL70fS61W5BwWRK8fcfynW50hn0_7QdtGjN8fwgwW_866sW1yNytJ3V1c4VW7fLhfy6DbXDnW3lnSWd2qQLm3N96-mHwkffNRW6dpf6v6VW5nsW1NsN-360xxDGW1Y7Y-k5-6xjHW2p96s35-RQYmW16Pvj11t3YLdW4FNZH_8Kth3rW2gM0Fc5W6t0TW1jJpJF7Khx6tW4zdVqr38gpmWW5nb4YY6bpNL2N1qG0ZzQjP04W62yW8R3T-P3Ff94zzld04 )

Sep
15

Santa Clara, CA

AI Infra Summit

The AI Infra Summit is the premier event for engineers, architects, and AI/ML practitioners focused on full-stack AI infrastructure. Join 8,000+ attendees to explore cutting-edge hardware, systems, and AI data center innovations. Gain actionable technical insights and early access to market-leading announcements from AWS, Google, Meta, Microsoft, and more. TNS readers get 15% off full-access with code: THENEWSTACK15.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3gP0xW6N1vHY6lZ3mmW6pVgpw5YLK31W66L2K73PXL80VztJbj3QWSZhW6XGFm05WWs1YN8l-V_hLxb5cVJCD221ThCkbN2swjWnk_nnQW1D7sTZ7wWzwtW5pv9Y78BjbHZW7v92G35ygp0ZW9gWCWS2SW3jTW14mjWJ5Qv8rzW4CmM3L4lFk5HW7fQTy38PJ5qsW4YNfhb5L64Z2N2bMYTG5rvRnW4qmxDJ2h625nW6yrHJJ6qTtdSW5TxZJb8HN0_FN38qG0-TrnfnW2GzHK-4Jq6bqW6HSH2F7nQnwrf4DXVGv04 )

Sep
23

San Jose, CA

WeAreDevelopers World Congress 2026: North America

WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack onsite for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. Use this exclusive code to save 10% on your registration: thenewstack_community.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3gP0xW8wLKSR6lZ3n8W131FhZ8jSCMxW40mzrG6_YCf9N27mj5VL0dzcVWZ4qc6Z-zCSW45vZBB6WYmFdW2SBxtY2X0Z7nW9jv2w56gmN9pW8KvDQ92fX6l2W5JG9kf8qkWgqW4LH_-W3KK8sMV9T9cc4KCp6xW3T0rMn19_HpbW96ppTQ6LYG1PW7syFDf6krkJgV7ZrJP7RFKV5W65wPMp7grPHBW2wZ2Kk1n6MXZT9hz555tMzrW6MRxqQ780JgHW2RZNJv6Yrn25W1GXfnk8xHdBNW7ZHQRX4ByrJgW4NWJ177fLzSZW7CZ7Jl8jdQ6pW6r719k3xf8XQVjWLTf1LLvZVW2NKvv-5fQkckN7tBtwPcXlxqf8ftqbH04 )

On Demand

Virtual

Beyond the SRE: Democratizing observability data with GenAI

GenAI is transforming observability from a specialized SRE domain into a democratized asset, allowing anyone to query complex system data using plain language. Learn how to democratize insights via natural language, bridge data silos with OpenTelemetry, and future-proof your platform for proactive, agentic AI.

Watch on-demand → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbvl3gP0xW8wLKSR6lZ3p5W4h5dvD8cC5_YVtfcP-5fHCTwW453_Jd7pfHhgW6kKBsL7kt82RW3LlBLg6qcS8cW1RHQVf52MnDwW2rtH0X3x163mN4LlrJ5r1ynJVTR2LY8S6v2gW3bj514999D-ZW5kdT2Y4ZtxdfW5k4K3b8CG9FnW40FP-13jJMKTW5X6gxk48t8wpW1VDSpw8g-1xnW2_z7Yz3SPpfKW469YdK33D1VjV_4bVG5FjCSXW6TsZ-86KpdtKW81Kvbm22Fz25W7LfTqk3Gp5RRW54pCXF6M4DTMW1XRPDf4mp94kW2nWJ153M_SV5W6f-mVm2t-Kp6W1gjw4y2NJFl8W4p_j0z8dfrvPW3lkhV81T2hhZf3XDppq04 )

From our sister site,  roadmap.sh

Roadmap Pro (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbt83gP0xW69sMD-6lZ3lKW6HRdgW1DHWn-W7Rm7pd29Y__SW1k9KRc28kf4ZW83f36s8MMgmkN4f4Pl9pDpVSW6Lxh0k6pZRtzW7jHBP152RCKSW3n5b3-1LFgnDW4850Dy5S8HjLW56dc_Y4TBPzZW1VWlS668wGVVVrB-PM7ZLRcyW2_01wF5SG4VSW6YCq3p9jm-ssN6p_3ctkW8FSW6FGQs71xy49MW4CD6fC4zWX4sW75c2BP8HtQlkW2wTW8-7nBh9XW6w03C85-VD4wf6748wz04 )

Learn any stack. Skip the chaos.

Roadmap Pro gives you a personal AI coach and on-demand courses tailored to where you want to go.

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Explore Roadmap Pro (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbt83gP0xW69sMD-6lZ3lKW6HRdgW1DHWn-W7Rm7pd29Y__SW1k9KRc28kf4ZW83f36s8MMgmkN4f4Pl9pDpVSW6Lxh0k6pZRtzW7jHBP152RCKSW3n5b3-1LFgnDW4850Dy5S8HjLW56dc_Y4TBPzZW1VWlS668wGVVVrB-PM7ZLRcyW2_01wF5SG4VSW6YCq3p9jm-ssN6p_3ctkW8FSW6FGQs71xy49MW4CD6fC4zWX4sW75c2BP8HtQlkW2wTW8-7nBh9XW6w03C85-VD4wf6748wz04 )

TNS quote of the week

"The goal of graduation is to provide enterprises with the certainty that they are building on a neutral and solid backbone."

— Chris Aniszczyk, CTO at the Cloud Native Computing Foundation, telling The New Stack that the foundation’s graduation process is intentionally designed to move slowly for projects expected to become long-term industry standards. Read more → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23prCCW7Y8-PT6lZ3mzVMZMLP7rZgh1Vh2pBb6JgXkdW8D9Xjb5Wkg8cW8Gjcmk69sJJvW4vrbZx5zq9g-W5n9Fwr1-LqNRW4BwF4y1556mPN5pg8gDd3SP9W66Ld3P9jGdGKW7ZLxHw8Y16GrW13hdNt5rxj1cW5QMXBC7KRp34W2V0LrV7Km0ZPW5yzGYY2Fqc3WN8g3gCWHRxG3W2vb5HX7lh0qLVbbV0w5g_Pc9W4mGyDf63HSBPW93Y-275sCC9zW7_WK-q5wMtm4W4JdmMV4Zhh6MW865MZZ1hrXz_N2KcbZ5hG0fQW4MrG3b4lV3slW8MNjNG23_vjmW1r__xq371ddPf5VT4WW04 )

Connect with The New Stack

LinkedIn (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3prCCW7lCdLW6lZ3pWW97d2Dq4glk0tW8CTcvs1TDrqhW8Pbmd313c38yW6gY94L3XS_TsW6yPMf87ZXYkbW8nT-D567hb3MW6bQ2Bv3_75-nW4XC1-n4d37psW3tNjNz97y8xNW1NGHBB2_1qQDW390nWt3TcsL3N2-DFxyw_D9-VtML5L8KWyhTW8jgd0X7YqQvrW6wkY614VNJz8W62m1J-2j-QBtW3WP0M_83jmrWW7rgpXk7rYVG7W95FLqz2gM43PW3s2jCs4hHNCJW8Kg5XH70kD9zW4Qq3qd8c3n5PW6slL_88FnWlqW3jVTWX1mlDM3f6scVP004 )

X (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbts3prCCW6N1vHY6lZ3pdW5YsP-t7nWDZ3W51CBhk7G9NDHW2Mwx673zmX9GW8sc9V54LphvCW206RdX5fMD-fW6J6GT08qRtx1W4Cdh4R1LWrpLV9_kkW29dN7xVvPYQd2xXnbsVGzBTk4MW2S8W5rC5hj6Y1xv5W2mS2Rm6HC4dQVCHvnL195P25W2ZVlGG4FWRFSN7KFcx-8KmwBN1FJQKsw3Wj5W7rxhCN2v-QGYW8SZJpd7Fx-qCW3kNqfh3jP6BQW4Ynx5s2qqRcgW61r1r_725KBPV6JZCL6gPN7rf8r-D3P04 )

Facebook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3prCCW7lCdLW6lZ3mQW7Sc46H56L_2KW4DS3JP2K31GYW6z2WQS4-bQ_6W2-S7TY1l9sWKW120DFQ7yfQfqW8SZ0ft8w1LtvW9dpv9n1gZlpLW1hGjGS7zPys1W8qj65k8_1PmzW1_4rWm903bWHN5nqQR2DLZ0qW4hb-Lc3qYyJfW70gHyF2qH95RW8lRnNs4Rn4bhW6FfCfN3F6QgHW3BM8YX6fN9Y3W761m_46dMPzxW57CyQC3S4PVyW5Nw83T2YBVJ0W83fdyd94RH2HW7pSldw3dHrXzW6F5V696qzT_dW9gG2MZ2LMBJwW5J_2F02V9dz6f10xskb04 )

Bluesky (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbtM3prCCW7lCdLW6lZ3nZW3Zv1165s6LQKW8N5t_S35468LW1v3MHb4Q7YCTN6kjkBpW5Zf8W1z1-w03FTVB1W7hfWcX3fzNxGW7j125-4l2zGHW8Y46f_4Lw3fJW228sW06nVtsKW84NBdC1pM2s5W3hYtc31phHlyW4n256C8QxdR7W53QQFN6HS8gqN4Km1BtVD21gW7wm8k63nP4_XW8gjq5x3fQjp6W1G2vW03wSCyNW8gFFwj8kFpDSN2qHs-Vc300-W5lsCl16MqjDqVnnGFn2dPWjQW8L21bC3nZrq1N5ZdWW2w-Hk7W10-csM55SZKGf7S4D_z04 )

Youtube (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX2nBP6kqyB4W6MrN_K46dSNwW4CCSrm5PpHvFN1PJbv23prCCW7Y8-PT6lZ3p8VxL_YY6j5BFcW1TFL-q43TR7DW15mJLf6NSg8dW3X7w_28lrZdyW5MCSfB9fKQGvW4YYBKZ8_KqmsMBL7fGlRbPBW8n1RS64QxnkNW3_QRr48fLG4PN4_kgSfz4YgDW5szQ_-4-QG7CW4KlqNB3_CZKdW32JQ6R42b1nRW97b0nS4F33s4W8Hm4kv3z8lwWW2ycWrP5PPjkJW3pmFyc6vVgSZW1VkBj228m_RxW83yt7N7g0f9_N4CMXVrlvztMVFzzdR4bhP2TW8fp2NM73PzBmW5s3Ybx9kHLxXW4NNM7D14fy9SVFk42g6GQF8kW4S37bR7_bT2Zf1N2Qs404 )

The New Stack

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Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-MtW34r3w81QbmfVW3_Rwtp2PRM5yW49vPpG1Qcgq4W20Yfl62F_tkKW3K6gNc3SMKvSW1BMQcv3gmBMvW3NW-V31N83GgW36jglG3H64TDW1VtS181QhPB0W25hrlY4clggKW2sPkcj4cg_gLW1X60Fd32kWBYW47tPBd4tdL08W2YppRn2RHDpJW1Sh8qv47QHW7W4tl4Ql3Z-DcgW3CdMzt2qNmJ0W36pG0T2YvrrWW3DT9n64hP338W1L3MpS38hCTRW3bhk1W38gJVDW2sZ5b-2TG3FpW3GTPnS3z9yb7W39_Cmc1LCPVmW2CL25k3bB9b7W3VWrZG2FrQXvW4pps5z45Qr2FW1LnpWS47lLYdW4hmv952RPNBZW1Lq0nZ43GNFtW2Wnm1S2sL44MW49QpVB32q4vzW1Z00Jq3d8vSQW2CsrRG3blj8tW1XylWG3X-QtMW4tpPHQ30FjkPW3h-6gq2-bS8_W1XxxWY3XJQBZW4p5zyT43svgMW43s7BF2RNbJGW2FZPtg2MHcpCW1Xbcdg2vMyTLW3LYZPW3STyTlW49CD761VpHf-W2YqFPZ4pqFy3W3gfmNf41D4KWW2PwC9921jBCJW2vHN2N3DNzvVW2-HdDS2WjdQTW2xRXz_3DN3-PW4hLZQp2WGP-gW2CVpZ-3SShWRW3gcFKK3QDQ2hW45PC9m2F_psyW4fPcJC2B1VrYW1_4Ntz3Sy3SmW4p9RcH2HXSm2W30sMWs4msyPqf32zk2y04&_hsenc=p2ANqtz-9DkS6FP1nWGddrNa4tZF8So42-_RFRLwv_KkkVAV2yd9GDB6KcOf27_G3hkAL94lSVL_CHBCagCaC6DgHfqs_9L6MRQQ&_hsmi=420180415 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-MtW34r3w81QbmfVW3_Rwtp2PRM5yW49vPpG1Qcgq4W20Yfl62F_tkKW3K6gNc3SMKvSW1BMQcv3gmBMvW3NW-V31N83GgW36jglG3H64TDW1VtS181QhPB0W25hrlY4clggKW2sPkcj4cg_gLW1X60Fd32kWBYW47tPBd4tdL08W2YppRn2RHDpJW1Sh8qv47QHW7W4tl4Ql3Z-DcgW3CdMzt2qNmJ0W36pG0T2YvrrWW3DT9n64hP338W1L3MpS38hCTRW3bhk1W38gJVDW2sZ5b-2TG3FpW3GTPnS3z9yb7W39_Cmc1LCPVmW2CL25k3bB9b7W3VWrZG2FrQXvW4pps5z45Qr2FW1LnpWS47lLYdW4hmv952RPNBZW1Lq0nZ43GNFtW2Wnm1S2sL44MW49QpVB32q4vzW1Z00Jq3d8vSQW2CsrRG3blj8tW1XylWG3X-QtMW4tpPHQ30FjkPW3h-6gq2-bS8_W1XxxWY3XJQBZW4p5zyT43svgMW43s7BF2RNbJGW2FZPtg2MHcpCW1Xbcdg2vMyTLW3LYZPW3STyTlW49CD761VpHf-W2YqFPZ4pqFy3W3gfmNf41D4KWW2PwC9921jBCJW2vHN2N3DNzvVW2-HdDS2WjdQTW2xRXz_3DN3-PW4hLZQp2WGP-gW2CVpZ-3SShWRW3gcFKK3QDQ2hW45PC9m2F_psyW4fPcJC2B1VrYW1_4Ntz3Sy3SmW4p9RcH2HXSm2W30sMWs4msyPqf32zk2y04&_hsenc=p2ANqtz-9DkS6FP1nWGddrNa4tZF8So42-_RFRLwv_KkkVAV2yd9GDB6KcOf27_G3hkAL94lSVL_CHBCagCaC6DgHfqs_9L6MRQQ&_hsmi=420180415 ) 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!