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From: newsletters@...
To: [email protected]
Date: Sat, 04 Jul 2026 12:59:37 GMT
Subject: AWS, Google, and Microsoft walk into a session
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    <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">They agree on the unit of compute. Everything else is up for grabs. ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &nbsp;
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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 527</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_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:125%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3hCZYW7lCdLW6lZ3nKW651DQt8PzK0CW8Tt0h33K0p8TW2pHx5985WnrQW7LMN3Y5tvtchN1bSkttPxzkxN5b2frYZwB4kW2VV3MM236S8CW8lr_R14cG6WfW3nD9QK3Jj8jqW56bdHl2VW2YSW5STG3715bwJTN4BQLRNFQj4FN6LZvgSd0sRFW5RJH5p4Ngrs3W8d6GSQ1Kk3F7MDpXD08scHLW2dvP1J9kQgx6W7Fdj4m2pGxPSW5rV-D85-jkf0VWq_3w5rd0XsW12Ws_j4nSBZ7W8JYzsy4-8_bdW8cjBzn2GVRj2W5D3WnN37Df16f1_MCKd04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="GoJ7O7n7" target="_blank">AWS, Microsoft, and Google agree the session is the new unit of compute. They disagree on how to isolate it.<br></a></span>Across AWS, Microsoft, Google and Anthropic, agent runtimes are being rebuilt around the session rather than the request — and session-aware execution is fast becoming the baseline for production-grade 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_17612508227092" 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_17612508227092_" 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3hCZYW7Y8-PT6lZ3nnW6S6yF-3MM01rW1jgwl-7KgHg_W8WNTsw1K22PDW99C12G3JpJccW8zp_Q43B0G_hW4HT0NV1-4mQQN7rsfY01S8hwW77WJ095FGSMVW6F3DV99bgf3_W37BY2B6cgRKNW8hjVBh67fJ9DVgwNxs5YvpNDN6P8LqGJdGn4N6wnF-B9V-TdVyzq244xlHHwW1gjJKp5nH3k3VZ9L-j6FT7vcW3ch3Fj624d4JW3sDL742rN8ZtW5F7h197_RCQtW8lx08l20vSLfN5t1mc1lQ_sCW2j-6N76f1X2sW2-_crJ8bMqTYVKhl7y1spFCvW7_M9MR6cPcPdf1PB7_T04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="2Hy/2Zfc" target="_blank"><span style="color: #00aff4;"><span style="font-size: 18px;">After Fable 5 ban, Anthropic and 19 organizations launch open source security body<br></span></span></a></p>
<p style="line-height:125%; font-weight:normal">Hosted by the Linux Foundation, Akrites aims to fix open source security vulnerabilities before attackers can exploit them — founding members include Anthropic, Google, OpenAI, and Microsoft.</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_17824270345171" 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_17824270345171_" 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3hCZYW7Y8-PT6lZ3mwW1-hWJb4x48npW3_3J0s2Bv_PrW72ldnW8S7-LFW3BpV337YkGLBW7-m3dK7_gLSbW5zHBtt5_WH3SW54b-432d4gjcW6ZNZsy1TYB6HW61CrHc48z4YRW1lPLQQ7X70TpW2wJXF871xHWyW3zDD4V7W-qDKW29BJd18jxZl1W3dWz0X6JpW7WW62whWL57c-9LN3J1RzJsJb8FW21Wxdq2xVDb1W427DV-1V4sCDW4qyDwW6QLP_DW87N6Gp1YzMClW1XrZzT4bv82HW1G32Nq1tQzFpW4hKmKY5pNwfzW85ndDS51Q5TQN5KgXJzMzFGQW4_cNVq74hhNkf7jld0004" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Vh8KwotB" target="_blank">“Code should be regenerated, not maintained”: Codeplain makes the case for spec-driven development<br></a></span>The phoenix of Greek myth burns and is reborn from its own ashes -- a metaphor this founder is applying to AI-generated code.</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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3hCZYW7lCdLW6lZ3nkW8V6_xC5m3ZrXW3KjHD21lqstxW7GP51C1YCy1XW4s4tjM32_nXWW7785bx4xt1-7W5vPqgM531DR-W5WslBT13HxZrW7dmD2X5DGllHW1MQnR16Nd_mbN8GB_rTdnVJrW41YXn03_PzX0W1vjkRY7ZkqK5W2w2wyk6CW_23W7dBlrW2stclFW3t_q_n6PxxCjW4z3gS38wfBVtW69MX6W52Rf6GW1PFTRj2jK2fNW95DWS27XKm1SW4Xcvtp43PGytW66DdzD8DMKNHW45vK4D6c2w1sW2M9cFV1c1Fv8W4S909M7NhgNTf3ZjWzx04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="nTV8RF4S" target="_blank">Cursor quietly acquires Continue, an open-source alternative to GitHub Copilot<br></a></span>Cursor acquires Continue, the open-source AI coding assistant with 34K GitHub stars, in a quiet acqui-hire that shuts down the product and hands the codebase to the community.</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_17824271087682" 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_17824271087682_" 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3hCZYW7lCdLW6lZ3n6W7PNxg87YB1plW4N7HGm9cV3SwW7Ycbz24RQSPkW5nrnrv665-GKW1fd5WL7gzkZVW6yS-Jf3-WBmjVq6Vgt5r-BzjW4D4Bwg8g7fWlW4rQ6_x4vvPv0W765hMg8bH2TMW5P-Nv37xWzFKVTWQhR6xh6c-W7T0fkH3HkwrnW6XRtl033HvYsW96ZpCv19yzWTW2mB1VP5wQfbkW6bJT3-3z_nCWW2LRhqs2g_Vh5W5LbCrH4w2_jlN50Y13bV9gblW48wWKg5NR1DdW6ZY2Nf7KPd9WN53HcDthh98ZW4Rvpt26w_TKff7zX7sx04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="/asid8IR" target="_blank">OpenClaw and Hermes agree on what an agent is. They disagree on what controls it.<br></a></span>Agent harnesses turn AI models into autonomous systems. OpenClaw bets on broad gateways while Hermes bets on memory — and platform vendors want both.</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_17806922410802" 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_17806922410802_" 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3hCZYW7lCdLW6lZ3kSW6C1Dd754qd78W1Bc7W-6hY0f8W9ck0FM1-bSHvW11GStk53Lkn6W5MJT865d-g6-N50qzGDzW4jqW7TMWbt6dn2NmW6nQC3n4pLS5kW8lfygG8yP5_wW72yXpr81n0z5N4Gpy6yrHvz2W95Fz9h2tjB9yW9gFk4r3Vs36pW34g1BV6jDVW8V52S475wWYxjW6GClBY5TYZ6cN82phNRtszhcW7Mctpw99sBf9W5dSbRC3JWwX2W3yHZZc3L-3S-W3zjzhG88H4ZtVJhRmF7g3ZWxN2Z3tYZQryZ8M2zyYShj3PXf96Zjn004" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="52syIgQm" target="_blank">PagerDuty’s CAIO says most AI incident tools are missing a critical layer<br></a></span>Discover why MCP isn't enough for AI incident response and why software teams need an agentic harness with memory to prevent downtime.</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_17830256399648" 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_17830256399648_" 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3hCZYW7Y8-PT6lZ3ppW3yZHpn9kPZGnW3XHQHt3j_1TdN3C-vNKFrKbkW1VQ8lq7nlsf2W55FwJT47nCldW7TZdjm47y-TyW6f4VqD119_3dW1h8xGW8RmRlnW8-3_jC5DC8gbW5vf3X73GRYFbW5pqcWc949kbJW6Nnvbl3SMvd6W1ldw7_5p_7HcW2Lc6Y06MbJ4hW5QHSMv99VdSsW5BzBwJ82N7S5VrzJhH6kWXXtW4mvn_K8qFyznN1ycqc5FFYwHW3QsqCW2tMzksN57yXm_lSLNQW4_Mw1864_KkYVbwKLx8Y5-4-W56FfhT1g0lSXVBqm0F6xclQTW7b5yVC8rvdrqf7DDx1l04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="SIKgRH4f" target="_blank">Your AI pipeline is broken, and your dashboards don’t know it<br></a></span>Stop treating AI bugs like logic flaws. Discover how to debug and monitor probabilistic LLM pipelines using modern asynchronous tracing.</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_17830256982129" 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_17830256982129_" 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3hCZYW7Y8-PT6lZ3p7W5ysTQ85_l_P1W1WHbvX7D_-lvW1cXxBT7F-n3NW15V9Xl3F6TtXW8Wprvk51vqklN9f7c7FBSq-LN6ldDWTCD-v9W8S8WkP9gYl6YW7rVL4b4RQcL7N2xxPfmk1v7NV2F_0k1slG5_W2QLqcp1Mbc3GW7LGgcG2lNxTNW5bzzyc6yC0Z4W1sssgH5sDdClVdBhjq4J3t_tW631kdf3nVlmJW2Vg3bf3zjcTnW25LQ-J8Vdwv6W4lVx4X2-PVrnW5n5xsf6v1Z5CW7bJyWZ5NdjXBW4RzMrH4JX-XYW6Qk7J935t_StW2zgfhB2ZRGR1W7yCY7Z4LzwkGf2QMMQz04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="9AAFykKs" target="_blank">“I think this is costing us more than we realize”: what permissionless ownership really asks of you<br></a></span>Permissionless ownership means turning "someone should fix this" into "I can help." Learn how to bridge the gap and drive real impact.</p></div></div></td></tr></tbody></table>
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<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">The developer's guide to connecting CRM data, AI, and app experience at scale</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>Have you downloaded your copy of our newest eBook&nbsp;yet? Written by Drew Robb and sponsored by Heroku, this brand-new playbook is designed to help you build AI on a data foundation that actually works in production. Learn:</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li><strong>Why the data foundation</strong>, not the model, is almost always the deciding factor in AI success.</li>
<li>
<p><span style="font-weight: bold;">How to give AI agents access</span> to the unstructured enterprise knowledge that makes up 90% of your organization's information.</p>
</li>
<li><strong>How retrieval-augmented generation</strong> resolves the accuracy-versus-latency tradeoff that slows most deployments.</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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqP3hCZYW95jsWP6lZ3nKW2kH-gn6NgXqTN8W-z1XsH93WVjMbPc6_Qp0FW7md8_G5BRM0PW1GmsRq7218YMN8sl2G9ctRlFW5t5-dR5TpDSkVnvq_t2pMZKcW46qmV410vQC3N6v32txk7CmKN6JLQK73fdwQW7WPWq_2c4Zq4W6CJG_s8thB0fW5W2BFf7SLYP2W8xyl7y3-Dzf1W8zVLCs6pP1WwW7tft7X3b-dR6W600vK64CrjYxW2h2G8B47Y2ynMQ4VHmw8RdMW7RWQqt3mCB-RW3nlLbb4M6sgdVXhdmh6_mYfkW3xh73C8wSbKcW5-Qt8r4WMPbqW472ZZZ6MsV0cW67Ygk-1gM946V5-4cz4y94z9N1WmBtY5NhQcW3rBLD84WG9Lpf2Q4sNP04" 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="VLKt55vO">Get your free copy</a></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"><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%">The WeAreDevelopers conference expands to San Jose, California, this September. In this episode, WAD co-founder and CEO Sead Ahmetovic and Entire CEO Thomas Dohmke speak with <em>The New Stack</em> about the future of software development ahead of the event. Tune in to learn more!</p></div></div></td></tr></tbody></table>
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                <span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">22</span>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;"></div>
            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">OpenSearch vs. the black box: one open-source stack for traditional observability and AI agent evaluation</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Logs, metrics, and traces work great — until an AI agent starts hallucinating, overconsuming, or making tool calls you didn’t anticipate. Learn how to monitor traditional services and evaluate AI agent behavior in production using one open-source stack built on OpenSearch and OpenTelemetry.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpC5g8t6W6N1X8z6lZ3kGW8l_YzK6VNbmxVDZvpk2GVxTcW4zZVMr5L_w1dN1f4NM1k363XW92T-j92Pj39QW3m7xR1602HwZW1_WRgD9478QKW2v3n1J31G7wDW19-PHF3X1s0sVWgRWh3R0qPDW1L0c6D5ZqdYVN5R1hxxpGZQ-W4xMr1t5tPRTtW4Jkbhb3nZRf2W8F-q4G3xZtwhW47-hTB4sS032W7tVt105ySH42W5bqmC94nSKxKW2-sBnD8Cvv3BMtnCl4XTNYbW2qgFq365QqsMW1WRbYD4bHNb4W80xX-y2YpZ8KW6tNML95G0rJNW6hGQcz4XzbydW3C6w6G3jJk4kVNQ2yh8r8zQqW3l2frQ1c2PlpVd_Jq_6c6rkJW72QHN32D7x3wW854jmR76H30wW78VNfH2HR1DQW5svpSd2vXv-RW4bVTN-7c_y6XW8w47Mz1W955VW3gpnv32pNHyKW7JNkVR8NYXVGVZ-B9R8b31Nhf5YG58n04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RFPCHj78">Register today →</a>
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                <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:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Log Everything, alert smarter: A SecOps framework for AI-driven detection</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">SecOps teams are caught in a never-ending alert-fatigue cycle. More detection rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss the threats that matter. Get a practical framework for SecOps teams working to get control of their signal-to-noise problem with specific guidance on where AI makes the biggest operational difference.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvnK5g8t6W50kH_H6lZ3mzW2LrjnT8jZSwNW6HC3ZJ6zhZrGW2nJLxT8qvrbCVSJ4k47ZxkCqW1FFk8Z3vGj0MW6JZ3fQ6_g3J5W5ymtvX7WqV3rVtRm-p3TGlRkW3Zhbm1527MvSW3g4FFb7zq3KRV80Nf669BbDTW66V_lN6jKcN8MN4v0NCQXwmW77qFl82ScDRhW4ls5JC3ZSKh0N2ffFfNTmrp4W3GhVxb2SHfFGV279h82ZhKlvW84DwF-8TsC79W2J_0cK1WrjBtW5y7HpL41TGfCW4lnSbn89hqDhW17K-tP5lKxFXVSXpLC3hTg6LW4B--l14sPfYgW6FBX2J773RSpW84lZ9N73Zld9W34TmsS8SvX3fW4VNcb-2THkN7W8gmTsL62P7r9W7MNHjS6_QGB0VRdQ274NNzH6dwr8rT04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="vPZ+eUSp">Register today →</a>
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            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Still managing separate access tools for humans, pipelines, and AI agents?</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Most access strategies weren’t designed for non-human identities. Traditional PAM tracks admin sessions, and VPNs grant broad network entry. In this session, we will work through what a unified access architecture actually covers today: human developers, contractors, pipelines, and AI agents, under one consistent policy model, without adding IT overhead or slowing down engineering teams.</div>
            <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvnK5g8t6W50kH_H6lZ3mCW37-vk03YPQD5W3qM7068bRBW3W52Jzvc7YjR9ZW1bGvHj65W1p0W7zQ9QH4qFVNdW1dP3T_3ZlfGqTv9JB6JGTQMW9k4fPX3vDKf1W4nXNB118cwKfW5Q0ztq93RZJcW7y_l_D7-q3QKW4f2bpf2qmjVVVqQzpS4f9JTvV_NxJ32D0gfNMhYWlVN9ckKVRK39K1KM2ZPN4CW9cZ6bPFXVdJhZ08w_sy7W7mzM_958y_0NW5PNLG-4R_KgLW4pd5757WFjZTVVxrnY4-Ph8_W2X7nKC638gsgN8HzH9s931VzW4Bygvs5T3tckW4rVrQj8mQvhfW1d-54Y6yL7hNW3W78Y22N9RD9W6lhBnR7S4XmWN5yQPbMz6TfDW7tfW485CpvXkW81k3yB9m3JxJf1xPz1204" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="P5WLtJr+">Register today →</a>
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            <div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">From Silos to Governance: Securing IT/OT Data Movement</div>
            <div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. See where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.</div>
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            <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. Learn 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvnK5g8t6W50kH_H6lZ3mqW73-PJh7sYYn5VpyDDy8DYQVfW6Qsx408vDsttW4SHC7V5lypD9W37n9393yKn9CW5mVvLN8m238PW3TY8sR1B0mwbW90tK9l7f9YsCM2nYvN1DQW-W8vp_2Y3BGtM6W1P0T963s97R_W5ljP0b8W-BmjW3f-B4-77cTsFW29Bmkj5p9sQBW8lZFGX5DygnZW6GGpDv3gkWzJW7fYvZQ2_644zW7v7st983kKzjW2NVZ982XnFBHW1W8pQw6l9g1pW6FpJMt5wm2VVW3LNmmd3hstT0N6s_KM3vBvXjW6V1QFB1NQ9XLW2jrGsZ59LrWLN45X0LmfyP5hW2c3Y-96ZwS1cW8_WGWQ4bCnPCW781CvL7xjbVZW4g2XKR15WSfvW39zB8M4TWVxpW4PJTWq79bzQPf6ytwK804" 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">Catch the replay →</a>
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            <div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;"></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. Get 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvnK5g8t6W50kH_H6lZ3kQW4vNd2z7RZCY-W8DGmmY503LrKW5CQC9b3sM0BZW5BmkGn42_SNMV35W782kMmhJW7W9By85zG4W2W1_g5926pN49yW6clC9-36-1QrW3YqYJc7kBjbsW4F6LRZ757pCpW5knX_L4TmTg5W1D1pr_3Vh1QpVMXyh_7T3CYMW1Y7dD35cyNNXW1pxJ3_3FC95HN7LsvjmLpSmJVBywXK9hgysKW96R1p13t4zvJW1Sl_Tv1XRDrcW3fmWMg2dHXnPVhDrpH7S42PhW619NdJ2N_HcwN7k4F2jcLh7WW6GySXc1J81Y8W3vsm5H4xhBjvW2g6VTS1xzWjcW5_MdY05hlpwPW4qRhJg48pHN7W698_q286nP6TW5Ms9DQ6rCSHbN2z5BWpXcQCPW2WW0lj8rxyYsf6QKTjM04" 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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<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,  Towards Data Science</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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqv3hCZYW8wLKSR6lZ3nFW599QCX4p6FNBVRsGbD3cLF29W3yDmQR3Nfn2kW23czSy67bm2zW9bNGMn3hhJMsW6jn-PM5R_YBjN67KH7Vg8J4ZW3Kf7_d5s8xK6W2CK-C856jlCmW5HDM-f6gXx8CW1hh1Zd3NR9ZhN6Cx0_3JVTcMVSnlD-51l4FQW72_Zjd7H-BxwVYwL1v6wfs2wW5yy4Tx5STt87W4Y0CZV29fgtTW7YTHXF1G651RW6s6zNK47ZQfQM-cmLcv0XttW5nbRXb4yTTSDW4DPfJM2qS162W8Lj-k1546qNwW7yVC686bSCgBW51_x_d91Q5-tW1Dm3Th7QjyRYW7n2KTj6xNWJjV1gTp72KFk8Ff21ggXl04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="D9sqC2wI"><img src="https://info.thenewstack.io/hs-fs/hubfs/TDS-Top-Story-TNS-Weekly.jpg?width=1168&amp;upscale=true&amp;name=TDS-Top-Story-TNS-Weekly.jpg" alt="TDS" 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">How to create powerful loops in Claude Code</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>Loops are changing how developers work with coding agents — set a goal, let the agent self-verify, and only come back to you when it's done. Here's what this guide breaks down:</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li><strong>Why self-verifying loops</strong> let you run multiple agents in parallel and ship more with less back-and-forth.</li>
<li><strong>The simple command</strong> that keeps Claude Code working autonomously until a task is fully&nbsp;complete.</li>
<li><strong>The two-step verification method</strong> that dramatically reduces bugs before they hit dev.</li>
</ul></div>
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                                    They agree on the unit of compute. Everything else is up for grabs.

View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpj5m_5PW69t95C6lZ3p7W153fZ120jKdvW1-4vQh2YqV1kW8xL2gk4vsByvW56y49C1NCFsCW6X_p8l198Qd_W38PN7y7jkLxCN8QYsBrGg2N2W15JY4M8ggk6XW2mKp3t2wZW7hW75T1Zs2S1cblW892wRH14bV8-W15MWSL8p8VMDW41W9Fh93xSdNW6zRFmH5FYbg4W5Rtdb19lmG3XW3QP3QZ4pvGX5V2Lb5c4pk9xLW1XxSKG6YRFFZW62vB-H5Vc3_GVMCXbj256dn8W2HCZJb2tC77MW63X12B52tqZCW57rnZT6rn12mN5Txvz292fdhW4kK0Cf1jj2T5W46bvJL45McGHVsT1LY5CrrgYW5HT7r73HX1jcW304xGK7BPmHRW42bhqF5jrN9rW2jyB873QyL1vW7VN7y91Bnp2vW1LFDkK7J05KXW89gp6g1XshMkN83t9DTK-J6zW3Tb6169kYFcBf4W2YkY04 )

The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpj3gP0xW69sMD-6lZ3npW4zKF3P6pBLCyW3zg7zk7r-4Y3W7zSpbm27CrFqVlpN7q4xNVZqW4s_xZX8NQtTjW13sJpw51TCk4W6BHV7s8P4lRwN6vmLkDYDGyXN1YmC6rnx2zsW2FTvnf5By9v7W1v0Mlg2z_xHyW8QNNZ56v5DZjW1ZkS666CYxjJW1cT1YV1BGlg5N5pLM27xX3dpW6DB0Ht3XyH8sW2sHGYK6LH6HGW8QlZN91hyVGNW7S4fyc2M6QT_W6_7YVF7t88Cyf1BB6Xv04 )

Weekly Update  |  Issue 527

TNS essential reads

AWS, Microsoft, and Google agree the session is the new unit of compute. They disagree on how to isolate it.

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpC3gP0xW6N1vHY6lZ3pXVLj-vQ8GMPdCW8-lfF-4qbtLlW6NrrPc2qDLkVW96Ynm185qS3xW4KXb2r2XwRfgW1dJBJj6DqKywW7S1wPb8MCQRZW1S3yLQ3w_YXPN1xFww3qP1_hW31b1HD6M8nqdW4Dwpjx9lDY1WW4h2npj15ZTVSW6X9MvL8Yn6FsVdR17y71flN_VJ88_K1WtVnYW46Kv481YTKjLW7R6FcK2yx8GZW94LzmH88bxVYN6t9HtYNLk58W6M0h0C5lHyb3W8SwBNW631YrFW8LsQNM6QhmS7f5dW3Hx04 ) Across AWS, Microsoft, Google and Anthropic, agent runtimes are being rebuilt around the session rather than the request — and session-aware execution is fast becoming the baseline for production-grade AI.

After Fable 5 ban, Anthropic and 19 organizations launch open source security body

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3gP0xW7Y8-PT6lZ3n5W5YVPLl8rk5LwW1PHwHF7_JkmDW8L1JZM7Fr606W2RVttz5Brh11W757RrV7WYPX6W7vH__G618hZxN2bJLzT6yxchW2DlhyS8V_9zTW4nMsp27Qph8zW84Q7WW31SVJdW2qvwk24lB1zlW1tTDcN58rBtfW8pxv_g94PXBLW5_cgjn96T_RZW25BmY32dnzMXN8X-Yw99MJCLVnKMlh1Zz8h0W7c7p_D3CQlzkW6sP_lN5lF1bsW5HtMvp35cMz3N6TygT4Dh56FW7lD2K941MQL1W1jj1128mrz3YW5yXNj_8MKdvGW4rg_GN8zP6nbW6bn3Hv5kf0Tnf6JFfWd04 )

Hosted by the Linux Foundation, Akrites aims to fix open source security vulnerabilities before attackers can exploit them — founding members include Anthropic, Google, OpenAI, and Microsoft.

“Code should be regenerated, not maintained”: Codeplain makes the case for spec-driven development

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3pNN5PB__1vb2bwW72PKhh671mXyVZc-mm8HZz-9W3hy5bp1grY2XW6hTY1_8mw4qTW8yJ3Nj5VbdR0N91hBl3wSxLTV2MKnM5nnwc6W1z3-7p3ZC6tRN4rf2wXCHPfBW45hfVl8lql2wVC1qxV6L8DgmW1MFddM71jF-FW8b9khq7md85sN9bjGjZ-QZslN5Plk017KytBVXdMZr5VCKF8N1hkl-8md-bVN1lRKMvdt3p5MvXMJ1rGrPlW2HwWfr3KRFbbW7WNkLW23RmxYVMHyBD6wqy6NW1k5c3l2W_srmf8yKqVz04 ) The phoenix of Greek myth burns and is reborn from its own ashes -- a metaphor this founder is applying to AI-generated code.

Cursor quietly acquires Continue, an open-source alternative to GitHub Copilot

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3mZW6rV5MB4_GWh2W41X7tV95chjdW3b7LjF225C4FW77LFMt1Zk1L-N8px6yFFy8Q4W1YkwrT4QYBx5N8nC391wVZh9W4PSl7p6nQ6frW6QtJJp8TvTwkW8lLfmV77s77YW2fH8P570jwlhW4rhsVJ3rZsnxW8YMdj_1YWVQ6W3LH6H52XDrTnW14-r3v5xHNN2W5FDSMf9d5YhPW5PpRHH5SH2TYW1TXYgf10T2WPW5rlTN65sTRptW4lXvj75L7dx_W2K1rlL8LMpSqW1JzSzc60ybTcW7Zv8Pm8_GJbTMKcBpnTVJK_f8G11c204 ) Cursor acquires Continue, the open-source AI coding assistant with 34K GitHub stars, in a quiet acqui-hire that shuts down the product and hands the codebase to the community.

OpenClaw and Hermes agree on what an agent is. They disagree on what controls it.

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3pTW1BT-cC1jY0rJW5-2xRW7Dz3BSW8Yd2hR44d7qsN77LJqyw_ZBfW3KcW2Q1cP4bZW1VTJJ83tWYMLW6F03NN1h-CBRW49Y0N98vLwfjW3xxxY92-rGhGW3cWd9z209DWRW4pJxRp15fJ3xW6SK6xL23zQSzW77DtQP1tTTtYW5bHYnC80NjmjW5YlBpF3PTdtBW208bLL3_CLfdW93ynfD27L461W8BQc-s3CfvSNW21wH726pvBx9W3lQ8gM6tDFyHW4S2l-71hc54rN3s3KjkDzBW1W3w4DX96FWwt-W9cTnJX3MlsBlf8BfXT004 ) Agent harnesses turn AI models into autonomous systems. OpenClaw bets on broad gateways while Hermes bets on memory — and platform vendors want both.

PagerDuty’s CAIO says most AI incident tools are missing a critical layer

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3m2W2hvSBp7XP4tnW4ZmX0T98SNS7VXV6b28fC8W5W8JZTs24MhVRvW1CnV-f7X-5vtW8HRYBp2QGLW6VrSQxb3TY2g4W5XNwWF1L7kp0W1PxctK8TMkS5W8bQD9m7x5VQWW5FcDDc7whQKhW5sqvdj5g2WQTW2wDRDT1Gzb7cW27tJZp1ZkfdpW1V_7LS7h59MyW4F9GvM8tBQ6VW61C7JW55VRJYVd5fYx4TPsKnW1vPFH58TCVyVW959J_r7ZYGwxW8vkcKX1C6yRLW7RG1nm3y2hLwW84_CTL4STWQwW7-qRPK8gM5Bxf7mXnZ604 ) Discover why MCP isn't enough for AI incident response and why software teams need an agentic harness with memory to prevent downtime.

Your AI pipeline is broken, and your dashboards don’t know it

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3nPW6pBp2-1sHc1RW99zdsR8CjHMFW6vh4YN5FMWH4W8RCz_F2XV4jdW73pRnc2Pz8kKW4hQ_-x3KqV79W3p6rKs4vWT9WW4y3xd_4Jt679W37qPv88-9fLZW6X0b8T6wQbCfW4J0ytY2LRs9dW37yPsC5t-2QpVs37bk3_HQQbW56Svqz2n_38zN3wv9hKrJH42W7rdGdP4S1c0fVDkpp437NbgFW2jnxMh7vL5c-W1HHrML4F_vJhw3gwXLDFCFW4pz6qK81MbPyW3ygjxk3n0ZSKN9k8wcQzSFWkN7rWNl3HSJV5f7yLHJb04 ) Stop treating AI bugs like logic flaws. Discover how to debug and monitor probabilistic LLM pipelines using modern asynchronous tracing.

“I think this is costing us more than we realize”: what permissionless ownership really asks of you

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3pJMQzQN7fRCQMW4VDYzq8PskqsVfQ9BB8Cc66cW4kSN8-53CCyRW1CzfLq1z-7ClW1h4HkG1n7WQkW310v_c6KZm60N5mGkjpfC4wDW4Xn_q76LrCYSW2x-3hl9ltGVxW83TSCH8Y6G7CN5MNTXB2hFJ3W2QcJFR7QXsjXW79NQmY1wv4GFW4xpY7D11PbXvW4qpt1y558f4_W3C2w0Z3CqykJN6tPS1KfHBf6W7x6tKM8Bckl4W21gXsX93T6nhW8JlmcD74xSQ_W1Fdk9D5fjMy8W6qbbk77mm-n0W96HhPH2Tph6Ff9cGSDz04 ) Permissionless ownership means turning "someone should fix this" into "I can help." Learn how to bridge the gap and drive real impact.

Together with Heroku

TNS Heroku eBook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqP3gP0xW95jsWP6lZ3pzW8G9x9713qh4QVCbq887hlxdJW2HPxlX3yyfpCW66RLS27w3LpfW56CdZt4_6B0fW1Fngkf16lylNW906lmX381t5dW1tXVvV5twhh3N6c-2lt3J8tkW4XQWjr513XjkW7ZNBDv1VLV_hVQb8qx75yw49Vn0cfz3b-yysN8fyW2Qtgs5zW4Y7PSn7TDHnHW5Q8ty35cScCPW3C1-sr1n-ZD1W1KVsxZ7s4xNHW8xC-jD4VRBlPN11D4Hhf0TP6W22q2JY1_DHpgVFgp-T12qpYNW4pVT-D2dD_2YN6LKScRQJz2XW87TWjy6NvCL-VVQJqq1QjVThW1tpwgs20Fk1qN4zpB9gq3mm-V36J5h8ShxQTW7tMNYS36vTtTdfcHgH04 )

The developer's guide to connecting CRM data, AI, and app experience at scale

Have you downloaded your copy of our newest eBook yet? Written by Drew Robb and sponsored by Heroku, this brand-new playbook is designed to help you build AI on a data foundation that actually works in production. Learn:

- Why the data foundation, not the model, is almost always the deciding factor in AI success.
-

How to give AI agents access to the unstructured enterprise knowledge that makes up 90% of your organization's information.

- How retrieval-augmented generation resolves the accuracy-versus-latency tradeoff that slows most deployments.

Get your free copy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqP3gP0xW95jsWP6lZ3pzW8G9x9713qh4QVCbq887hlxdJW2HPxlX3yyfpCW66RLS27w3LpfW56CdZt4_6B0fW1Fngkf16lylNW906lmX381t5dW1tXVvV5twhh3N6c-2lt3J8tkW4XQWjr513XjkW7ZNBDv1VLV_hVQb8qx75yw49Vn0cfz3b-yysN8fyW2Qtgs5zW4Y7PSn7TDHnHW5Q8ty35cScCPW3C1-sr1n-ZD1W1KVsxZ7s4xNHW8xC-jD4VRBlPN11D4Hhf0TP6W22q2JY1_DHpgVFgp-T12qpYNW4pVT-D2dD_2YN6LKScRQJz2XW87TWjy6NvCL-VVQJqq1QjVThW1tpwgs20Fk1qN4zpB9gq3mm-V36J5h8ShxQTW7tMNYS36vTtTdfcHgH04 )

TNS Episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3nWW7D7Dp91-G5ngV2p1Kn5mBB4xN2JYClSPW_TJW8884N35YZT6FW4g7shr2smd4SW4vYc6_7tmbSdW5jfJ_h5blR5FW1qdCr266lbmCW42Ktrj8bd_vhW5RMkTl41H37VW9cQRsR6YyFcYW30cshr2XsNcyW2ndpnw8bZbmWVRV7lS8vhQvVW1WJ89K3JKB3lW72dXpv3SQhxzN6p_zgStc5w-N8fKHKYQNqcpV5yz3C3cC9PQW5TYnBX8Dz9R9Vkxq7B5QxJgnW5xLCcW683F3VW5VrNHP2M1JNcW1sJJSh1L3yrkf1pk-cq04 )

WeAreDevelopers is coming to the US to give unsung developers a bigger voice

The WeAreDevelopers conference expands to San Jose, California, this September. In this episode, WAD co-founder and CEO Sead Ahmetovic and Entire CEO Thomas Dohmke speak with The New Stack about the future of software development ahead of the event. Tune in to learn more!

Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpW3gP0xW7lCdLW6lZ3nWW7D7Dp91-G5ngV2p1Kn5mBB4xN2JYClSPW_TJW8884N35YZT6FW4g7shr2smd4SW4vYc6_7tmbSdW5jfJ_h5blR5FW1qdCr266lbmCW42Ktrj8bd_vhW5RMkTl41H37VW9cQRsR6YyFcYW30cshr2XsNcyW2ndpnw8bZbmWVRV7lS8vhQvVW1WJ89K3JKB3lW72dXpv3SQhxzN6p_zgStc5w-N8fKHKYQNqcpV5yz3C3cC9PQW5TYnBX8Dz9R9Vkxq7B5QxJgnW5xLCcW683F3VW5VrNHP2M1JNcW1sJJSh1L3yrkf1pk-cq04 )

Featured webinars

July
22

OpenSearch vs. the black box: one open-source stack for traditional observability and AI agent evaluation

Logs, metrics, and traces work great — until an AI agent starts hallucinating, overconsuming, or making tool calls you didn’t anticipate. Learn how to monitor traditional services and evaluate AI agent behavior in production using one open-source stack built on OpenSearch and OpenTelemetry.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvpj5fkwKW69t95C6lZ3lBW5SjWLx4vlB86W2yWTk63-ycL8W6wfj268xKpmwW31brDV3n134xW8m1DjR3BYDvMW3mbJKb4Zzhh4W4VfDDV2DbHZ_W786JY34tnQ-fW6Hh0ZH6NrnCMW21NXGw29xWyyW4PwJ6B7rr7kPV7Qnpf207tGsW99dk1t8ZkYyfW3t3_QW30zG8XW8_h6Gn4bR8ctW180rcj3ts-dxVrCRp32Xcpn0MGPrYqH9GMSW6NFN1632fbxNW3HS5F85dPSK6W5ww0QJ5pz6RxW5W5HTS75zRg1N14LjdY4DYzRW27fd9t2fh3jPW7rz0MW7KsRJFVcPqh729kFk_N4Qvz_n5hL17D_QDmPzgWTW3phF1v8YPpLNW5ZNfgQ8sRhVxW84XCn53gLnLSW3DMy2m29gcwMVQsyWD57b-2MW1gzlyt6FYlkrW7X-PK25RLXhXW8smGyZ1jTLxWf3P23rb04 )

July
23

Log Everything, alert smarter: A SecOps framework for AI-driven detection

SecOps teams are caught in a never-ending alert-fatigue cycle. More detection rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss the threats that matter. Get a practical framework for SecOps teams working to get control of their signal-to-noise problem with specific guidance on where AI makes the biggest operational difference.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqP3gP0xW95jsWP6lZ3mFW2CQGLq12lHfvW1_4X7w8m5pQhW3qqmP47v3wlqW4WF_Lv8FQF4KVRLHD64YGqQlW4Prjb94vJ-p2VvjMBJ23ndJmW3StkHk3-GLscW6F8KNP1mxXc0W5bKMSH8msK-9W6dnbfj1blpT7W2K19H56NcJ61V2-sGs4H8KSzW10nGnJ6MMSnMW1ktJDk2-dHBVW5NpKD64jHDMYN9lScrf21zJ_W3vlTHS2dN3pBW4kSPCv4Qx8HBW775pjp7J-jDjW3GPTp89kR5djW4N9LPt7Y4qNPW2Kfz2m4FmdwbW5X85mn4vNHX0W13GKxY8QSDHXW8F-YxK2yQFpcW7V_Fd94q8Rn2W8X6-2B67H6_3W8p2DQd3JMJWfW1tby-g4mVvKff6Q_ZKM04 )

July
28

Still managing separate access tools for humans, pipelines, and AI agents?

Most access strategies weren’t designed for non-human identities. Traditional PAM tracks admin sessions, and VPNs grant broad network entry. In this session, we will work through what a unified access architecture actually covers today: human developers, contractors, pipelines, and AI agents, under one consistent policy model, without adding IT overhead or slowing down engineering teams.

Register today → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqP3gP0xW95jsWP6lZ3nPVDchJn1BszKwW3XyXyq5DRQl6W2r70T08YSZZCN6nv565XwDG2W3CglwW1hJfD9W8hqVk862L3BXW49CQSb4-4gCTW1y_mSb78tRtfW47sRgC6Q_B6hW3sBP4N6-n3gJW54q0T93Gwns7W5y3fb98VHTr5W3LLlNP62RxGFW3Z5NHR71ddqpV4lXX084xlT3W2FxYct2chwj6W8Y9t8L1dS0DWW2cv_7d779rKPW8Q92sn4xLc1zN4Q3Hc6t2fHvV7MYtL2VT2cyW6V8gJX2ldBcWW47HnCJ9cfZ0NN2_x9Ggwn3fkVGLMn03bqm6FW1pN7dX550YhKW5fQNdl7TSqg3W3mf3NJ4g2r6mW3K8_dm8pgMN3N55rxkkgs_Fgf3YFNMx04 )

On Demand

From Silos to Governance: Securing IT/OT Data Movement

Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. See where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.

Watch on-demand → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqv3gP0xW8wLKSR6lZ3nPW4fZZVS4P8F3-W5dz9ZC8xwz6XW1rpHYf63bN92W1VJxZd1yhJbnW4jG9386yhHJfW2ZSRy27fBtzrW26Q_Hl41GHKjW51WVx83fT0jXW1z8mVR3wtLKJW6sDMkl5yStk7W6N1rlr5SZbRPW87-3ft1SlPH8W5BM8-p6G7wzlW8_ld555lwnBvW79pGzQ7jnJQ4W366dyP5rGs6DW33s_9B7DCnCXW5rRTRd6P089tW5tGPfp2z7DXBW3t9R4b2p3P5dW3h7bS47TbzkJW1w0k6p2cTQY7V9WF655Rf-1XW84VYz_9cR3fpW5Vr7fb4xG0cHW48Nzvr1TfFKdN1CKccLqn0sZVvwZKB90PyHQf82HjyF04 )

On Demand

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

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

Catch the replay → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqP3gP0xW95jsWP6lZ3kzW7_3NfH1qYLLjN4fQhhgkBx5QW49g18b8slhMyW2gnJ8v6025gZW1nNWdz8LKSK-W3cV6h-6Gbx4DW4L_P492llTpCW7Q93QW6Q-n7hVkw8nk15BDDyW5sjt8p8xpk0KVJTkTg19jJWjW2kbR7S4T2VnDW6fV-gv1yhMR8VGdJNc3lSq7gW4WS7YB464H__N5LlL8w7z_B_Vf3q0Q8pFB6JW4GtXVK5TMVPLVtBZM-4np-ttW30l25f3C0F6xW4zQ1Yb60QhysW4_zcBr6flBwPW8YZM7v4lPfnJW41gzBc84qSWvVpCdRc5kH0-vM8kZ0Ydvx4HW6l0-xq9kHmrsW2NgVqq6dGKC2W5vWV0q5x44v3W81tfFj37D6h-f8N0XhF04 )

On Demand

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. Get 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/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvnK5fkwKW50kH_H6lZ3lpW80DFBR4j_7bHW6pj8yk7SXrl8W2yxdgg21MymKW4p30Jz81qWWdW8DHxmr5R7DjnW1cMxTV6zF8vwW1Cmwkq4VV52bW529Gvn5DbbwDN6TGqdDQwf2FW4WZF1Q8f18BrW5sxW2C7MX5-gW8wd-Fs8k-1NDW5tqDtc4TmVXWW6mFV7_39KJV9VCBXT62qjQr_W3R7x_J8VynY0W8CNjs61QN1csW45sBv84qc46dW4hVtGd5x55BPW4Pn4RL7PMlg6W49XKPn95lQCjW64X01D86p2LYW8WrTPz1_T_5FW385Wty6QnVSHW1nz0B52l5xfCW7GZYL7268-_dW7yS33b907WDmW86dlN74HB_kdW4cCGb-7d1WvKVz2DPs16MgrMW2-z5x05yLBKPW6hrCvc7HlJnjf4TBjzH04 )

From our sister site,  Towards Data Science

TDS (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3gP0xW7Y8-PT6lZ3kSV7YyB36d763QW9067my1zNYdDW6-rbQ95BdjnGN5GbT1h5hsxBW6gDWl977hLjFW1Q6n0P7GM7QFVg9XwJ8NH1MrW49cMPF3DXsHQW7gVnTt2LfyvYW4Cd1hC8t_D7KW64fTWn4Qnf91W5nC_f31Q1dWBN7KpgGDzlq94W5J1pmF4l6dDhW7Zvm_H7q-yv7VHnyb56M4Bw1W5J6n3F5QKKcSW2Rnk8v4p8ckHW4GL6zy7F7rbHV79JLB42JrYJW7S8p4Y6D8y5VW89sMy486Dmm7W2qPClh3flHH2W1rpmGm25P-VkW3yzYDv54V5hbW73Sx092M5_lSf6vMTLT04 )

How to create powerful loops in Claude Code

Loops are changing how developers work with coding agents — set a goal, let the agent self-verify, and only come back to you when it's done. Here's what this guide breaks down:

- Why self-verifying loops let you run multiple agents in parallel and ship more with less back-and-forth.
- The simple command that keeps Claude Code working autonomously until a task is fully complete.
- The two-step verification method that dramatically reduces bugs before they hit dev.

Explore the guide (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWq9wy1z4lYgW4SX-8J19MX68W8XrjSc5R3J9VN6mkvqb3gP0xW7Y8-PT6lZ3kSV7YyB36d763QW9067my1zNYdDW6-rbQ95BdjnGN5GbT1h5hsxBW6gDWl977hLjFW1Q6n0P7GM7QFVg9XwJ8NH1MrW49cMPF3DXsHQW7gVnTt2LfyvYW4Cd1hC8t_D7KW64fTWn4Qnf91W5nC_f31Q1dWBN7KpgGDzlq94W5J1pmF4l6dDhW7Zvm_H7q-yv7VHnyb56M4Bw1W5J6n3F5QKKcSW2Rnk8v4p8ckHW4GL6zy7F7rbHV79JLB42JrYJW7S8p4Y6D8y5VW89sMy486Dmm7W2qPClh3flHH2W1rpmGm25P-VkW3yzYDv54V5hbW73Sx092M5_lSf6vMTLT04 )

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Warning

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

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

Absolutely ignore those links!