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OpenAI launches a smarter model Fri, 06 Mar 2026 15:00:10 GMT

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From: tns@...
To: [email protected]
Date: Wed, 04 Mar 2026 16:31:01 GMT
Subject: Live Webinar: Scale Real-Time AI Without Complexity

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text-decoration:none; border:none; max-width:100%; font-size:16px" width="600" align="middle"> </a> </td> </tr> </tbody> </table></div> </div>    </div> </div> <div id="section-2" class="hse-section" style="padding-left:10px; padding-right:10px"> <div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#ffffff; padding-bottom:5px; padding-top:10px" bgcolor="#ffffff">    <div id="column-2-0" class="hse-column hse-size-12"> <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:20px 20px 0px"><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: Lato, Tahoma, sans-serif;">Hi Free,</span></p> <p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"> </p> <p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left">As ML workloads become revenue-critical, "good enough" latency doesn't cut it anymore. Platform teams are being squeezed between the need for massive contextual data and the reality of brittle, high-maintenance infra.</p> <p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"> </p> <p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left">In <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgnT5g8t6W50kH_H6lZ3m5N20d7NrQfLmkVxksXp9k1HM8N1nXyw0gybz9W8y9zTD26t96GW1HQDL231Yt9TW4-Fcm42nbtmgN6RqjjJCCNQJW5JP1W_5kS-lsVD-QVx5m-B9TW7r18ZD5rY-DVW7VBqVt5HLRLhW1Ddk2Z1ppJn1W4L4j0x2JPTdgW41YY9m39Px0cW87PdwF95km9KW4yR6YZ9b9YPMW6yypfG5232GtN2lNtr_JlNx5W137j9q37HXrdW2yr-Fm9fV5t4W2J4h7F3NPvl1W3dpXzk9brD8hN4N-rCvS2TDVW1DJGcC5ncL35N8RJ5pHH6CpZVpWVCd82ynCTV4gw4F7nYLT1MwjWBqGT_DCW8P2TsS5j_4FsW1tW65s1sKGJPN3T5NbkxjrvlW2B1vLn4y6N52f93VsdC04" rel="noopener" style="color:#ff3287" data-hs-link-id="1" data-hs-link-id-v2="39FS2atk" target="_blank">this live session</a>, we will explore why real-time context has become the core data primitive for modern AI.</p> <p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"> </p> <p style="text-align:left; font-size:18px; line-height:150%; font-weight:bold" align="left"><span style="font-family: Lato, Tahoma, sans-serif;">Join our live session to discover:</span></p> <ul style="line-height:175%"> <li style="text-align: left; font-weight: normal; font-size: 16px; line-height: 150%;"><strong>The New Data Primitive:</strong> Why real-time context at scale is now a hard requirement for modern intelligent systems.</li> <li style="text-align: left; font-weight: normal; font-size: 16px; line-height: 150%;"><strong>Predictability Under Pressure:</strong> Why context must not only be fast but stay stable even under the heaviest loads.</li> <li style="text-align: left; font-weight: normal; font-size: 16px; line-height: 150%;"><strong>Scaling Without Complexity: </strong>How to serve increasingly large contextual datasets without exponential cost or operational overhead.</li> <li style="text-align: left; font-weight: normal; font-size: 16px; line-height: 150%;"><strong>Modern Architecture:</strong> Why legacy systems struggle with context-rich AI/ML and how modern architecture fills the gap.</li> </ul> <p style="line-height:175%"><span style="font-size: 16px; font-family: Lato, Tahoma, sans-serif;">Can’t join us live? Register anyway, and we’ll send you the recording.</span></p></div></div></td></tr></tbody></table> </div>    </div> </div> <div id="section-3" class="hse-section" style="padding-left:10px; padding-right:10px"> <div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#ffffff; padding-bottom:30px" bgcolor="#ffffff">    <div id="column-3-0" class="hse-column hse-size-12"> <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:20px 20px 10px"><div id="hs_cos_wrapper_module-3-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table align="center" border="0" cellpadding="0" cellspacing="0" role="presentation" style="border-collapse:separate!important"> <tbody><tr> <td align="center" valign="middle" bgcolor="#FF3287" style="font-family:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; border-radius:8px; cursor:auto; background-color:#FF3287; mso-padding-alt:12px 18px"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgnT5g8t6W50kH_H6lZ3n6W3PBVgV8j42vbW73j7Lq6k-FrxW25QNfT1kN9y3W2Hqwy_4gT62gW7YnvFq72GmgxW5swTsc4Jm7gcMSnTwPJCfPtN8NZq3bKDQ_BW5P58WZ2G1lqqW4g3DsX54cfRpW4J5xys8sJNSbV88X9v21g8G1W3rZm-r8kk-T9N4J1hVHJcLBbW88r4LP87vwznW73lxbx6h1mDdW6Zgj6g1zBqB1W5bcNhm8y1R_DW2NlCXp8rX7F7W7wxKhL4M_jhRN1jZ945RS92tW96JKbh4qsNffW6Pvkjw4cFQg2W8zfN9N2Ytll9W3zWpZ02cfY4yW315_1B1xhMKhW4Z4Ccb7Chk5NW5lGzXw7pvFqWN1VdhHVPwf0QW1wG-Nj1vgn5fW6hw6xF1JRf0ZW78Wq173s2xKQf37mRXF04" target="_blank" style="color:#00a4bd; font-size:18px; font-family:Lato,Tahoma,sans-serif; Margin:0; text-transform:none; text-decoration:none; padding:12px 18px; display:block" data-hs-link-id="2" data-hs-link-id-v2="E7wXj37y"> <strong style="color:#ffffff;font-weight:bold;text-decoration:none;font-style:normal;">Register Today</strong> </a> </td> </tr> </tbody></table></div></td></tr></tbody></table> <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td style="font-family:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:20px 0px 0px"><div id="hs_cos_wrapper_module_17587476179191" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><table role="none" border="0" cellpadding="0" cellspacing="0" style="vertical-align:top" width="100%"> <tbody><tr> <td align="center" style="font-family:Lato, Tahoma, sans-serif; color:#000000; font-size:0; word-break:break-word"> <p style="font-size:1px;border-top:6px solid #d9e9f7;width:100%;margin:0 auto;"></p>  </td> </tr> </tbody></table></div></td></tr></tbody></table> <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:15px 20px 10px"><div id="hs_cos_wrapper_module_17573730052523" 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_17573730052523_" 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"><h1 style="margin:0; line-height:175%; font-family:Merriweather, Georgia, sans-serif; font-size:28px; color:#000000; text-align:center; font-weight:bold" align="center"><span style="font-family: Lato, Tahoma, sans-serif;"><span style="font-size: 24px;">Coming up next in our webinar series</span></span></h1></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:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_17573730292354" 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_17573730292354_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgql3qgz0W7Y8-PT6lZ3mSW3XSMcn67MJrRN84b7r6H0DrWW4xCd4r67_wv8W8CYztM24BSVSW2g02hY4mGff7W71rdlC5WWn1jW2rB5bl8sYqsmW5Py0756WfnRBW2k9dQR4mtGk9W1M-Fvy1-yNrSW6yCKLL6TcsDgW1cDyxw8W_w8CW4HFLyD6_phGjW5cF6m_7_N5cRW4kd-Dk7bmDzKW967NLP3_WMVxW7Fk57P9cSCv5N3ztSPX6N9YKW4GJRFY6pSPJZW3yt8zC7LrM5QW8tvcDc6L6QzxW3d6g0z626p1gW4JC8p_4-pv7XN3yf9-B-QtsMW7Y-QKr6wGn4lW2M6P5B5P3W78f87c6Qz04" rel="noopener" style="color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="QNjvO0rf" target="_blank">Building a self-service developer platform the thoughtful way</a><br>As more organizations repatriate, modernize, and build new workloads on-premises, the demand for a "public cloud-like" experience inside the data center has never been higher. Join us live to learn how to automate full-stack Kubernetes deployments with a single git commit.</p> <p style="line-height:175%"><br><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgqY3hCZYW95jsWP6lZ3pWW231KRm3tQdQ2W79Lzfq7Qc35kW8w0XRt1c-67cN1qz2kDmXB39W8vb_DZ53Pq2KW6wXDLZ7H_4LsW18m8MG14KP_XW3wDdvZ8qyTnBW3nG5rM2hF2gHW87MRvp8RJ6_xW3Y8tch1KQL4NVG51d39hpLPhVdYtzQ2w4sSrF4gxs7DY30-W8sDm-H3YfFL3W6Xc5kg3sGZ9wW5PsP3Z3Xcrg9W8fM-LV25Yj21W9dYQnj25VN5kV_1kVf6tv1LRW8-Gh8W4kHvbLW4-NqbQ4GpqPmW2GcVHb8mlrh_N2NPqK6qZP1xW5WQxHZ9g490DVSH_Np4CSksPW118xWN8cr1gyW8JbBVL4PBKzqW6xzN3k19CC3jW5d3FGG3mn6t7f7_nK_P04" rel="noopener" style="color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="a09TzAVF" target="_blank">AI-powered Kubernetes observability best practices in 2026</a><br>Join TNS host Chris Pirillo and Dynatrace experts Paul Brugan and Jacob Hanley for a live session on practical, AI-powered strategies to help you run Kubernetes with greater confidence and efficiency in 2026.</p> <p style="line-height:175%"> </p> <p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgnT5g8t6W50kH_H6lZ3lHW5BrVsw55zCkBMKm4k4kBSHBW1Md-m996zd7kVkQ9Qw9bdZWMW13HTBn23s-HWVfdQ-D54sDGKW4ZXjxN3xZ5rLN5rJKXRw8nz6M95yKf27KnyW1V81gb26B5LMW8sQzNf6YN5fnW8r_s-f4vwPGqW3jlBHx7MSBKTW1vHNT04fn8zJW3RbKNG7qNyx4W6K9qH31pCNsVW21VJGS3td77BVCmTb26mgz5sW97QSFm4WY5K5W4K0jMS265jj_W4BlWVn8JlyLLW5sv1jm1JwKCBW5XRx-b12Ty8KW39qWq65brCstW5LvHnj8QSLr_W7r1w_q24lBL1W4wQGwm71rcR-W2FGLSf20kv8pVzqGPm5Q9R58W7hll486kH12wVrkKVS7pVr6BW1GV6TR44fKPkccmSg04" rel="noopener" style="color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="bUIaTYyh" target="_blank">Building production-ready agentic AI — why a control plane matters</a><br>Join us on March 24 to learn what it takes to run agentic AI in production. We'll explore how end-to-end observability, deterministic real-time context, and a centralized control plane enable reliable autonomy.</p></div></div></td></tr></tbody></table> </div>    </div> </div> <div id="section-4" class="hse-section" style="padding-left:10px; padding-right:10px"> <div class="hse-column-container" style="min-width:280px; max-width:600px; margin:0 auto; background-color:#9abad3" bgcolor="#9abad3">    <div id="column-4-0" class="hse-column hse-size-12"> <table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:20px 20px 10px"><div id="hs_cos_wrapper_module-4-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module-4-0-0_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; 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Join us live on March 18 to scale AI with ease. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏

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Hi Free,

As ML workloads become revenue-critical, "good enough" latency doesn't cut it anymore. Platform teams are being squeezed between the need for massive contextual data and the reality of brittle, high-maintenance infra.

In this live session (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgqY3gP0xW95jsWP6lZ3l7W7MRBNW1vpsLQN7XMdZL3tq84W7WRBbQ7dDWMtW8C6l-X447d2RW4XvnWN7l9P-6W2ZPJ8v4xWcjGW7n2bZC2g4S4LW2gbS296FkTVGN8PPl1rKylCrW8jKYmj7C26PYVWbjY15Kc7lnW4VdCq77JRwLMN7YfGGKgfr84W9lmwTK4Y3Hp-W50qlzd58bHsQW8SJrYK2vXfHJV518nM5v_Tb8W1-kLXd47nl8TW277qfV2x6Xr3V3_Pv73YSsW9VYBX9L6PSS0TW6mgn0B4KV7fzW1Jbh9B40YsH5N5H5mTrS1GmcW2V0Nh64wNZPSW4nRxZw1XgTq3W5dzXxF26hwvPN866Y9YmXMcHW45WXGN79qkQxW6WBrKm5KNzdVf67f1YM04 ) , we will explore why real-time context has become the core data primitive for modern AI.

Join our live session to discover:

- The New Data Primitive: Why real-time context at scale is now a hard requirement for modern intelligent systems.
- Predictability Under Pressure: Why context must not only be fast but stay stable even under the heaviest loads.
- Scaling Without Complexity: How to serve increasingly large contextual datasets without exponential cost or operational overhead.
- Modern Architecture: Why legacy systems struggle with context-rich AI/ML and how modern architecture fills the gap.

Can’t join us live? Register anyway, and we’ll send you the recording.

Register Today
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgqY3gP0xW95jsWP6lZ3l7W7MRBNW1vpsLQN7XMdZL3tq84W7WRBbQ7dDWMtW8C6l-X447d2RW4XvnWN7l9P-6W2ZPJ8v4xWcjGW7n2bZC2g4S4LW2gbS296FkTVGN8PPl1rKylCrW8jKYmj7C26PYVWbjY15Kc7lnW4VdCq77JRwLMN7YfGGKgfr84W9lmwTK4Y3Hp-W50qlzd58bHsQW8SJrYK2vXfHJV518nM5v_Tb8W1-kLXd47nl8TW277qfV2x6Xr3V3_Pv73YSsW9VYBX9L6PSS0TW6mgn0B4KV7fzW1Jbh9B40YsH5N5H5mTrS1GmcW2V0Nh64wNZPSW4nRxZw1XgTq3W5dzXxF26hwvPN866Y9YmXMcHW45WXGN79qkQxW6WBrKm5KNzdVf67f1YM04 )

Coming up next in our webinar series

Building a self-service developer platform the thoughtful way (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgq23prCCW7lCdLW6lZ3kWW3MVDwB20-C3bW1WJwPD82FxMTW81RZML7wwV7SW6qZ5Zg48QWDtW1Q_6tZ3zXQWKW57Nly-4Z98D0W8H2s3k4L42c6W4h0Pj84Zr36zMqCl2RQ_TJDW7k_Dp72Y8JTTW2Slmtc3PvzTTW7h0cz55_2v4GW7QVxZV2Fj-NXW8KBFPy65FHBYW14LGRQ6C3bCzW36gbfz9k18SKW1p7NBR83gDYbW1pkmZc3Ly8X_W4w-Stw7JGFk9W7xwnRS4hXx36MQbtlxDyc23N6FCS88Gt8KVW6_26gv921Yg0W2qRSdD5m8B1sf5_JPV604 )

As more organizations repatriate, modernize, and build new workloads on-premises, the demand for a "public cloud-like" experience inside the data center has never been higher. Join us live to learn how to automate full-stack Kubernetes deployments with a single git commit.

AI-powered Kubernetes observability best practices in 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgqY3gP0xW95jsWP6lZ3phW5Lv-yp7mCdSCW5d3zt539xqSnW3q1BlS2y_xXLW1WGVpZ8PHkr2W7yVD173jbxd-W2drWN896z-4MW1HPXzd84_pmBW4t-fjd3wDZfSW1kLrC27DgxyBVq7HJ54jlkhZW1x6bMl1GYJNmW5gl36Q5PMqjRW3R26bF6tJkLFW2SynwQ7m57hBW7jsBGY1PpGqZW11yLB95Y3t7LW7C8flc4QKSD_W60GCpY3j_XhSW833pXr75F1Z6W7Y2-5M1YRgT5W1bxNQd4g11NzW6blHt_2YkphnW4Y2S4V8Zkcs7W1X8kMJ7D4NWhW1_KjLT2jrBfRW7CZC7n1SpkF2W4Khrhv74Nfg8W962lHs6kDzD2W59JPQy76tYSsW5-gRNz3_Fptdf5stS3l04 )

Join TNS host Chris Pirillo and Dynatrace experts Paul Brugan and Jacob Hanley for a live session on practical, AI-powered strategies to help you run Kubernetes with greater confidence and efficiency in 2026.

Building production-ready agentic AI — why a control plane matters (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWKLfX7ys3zyW8RP2qT4ZjynQW2qd3df5LdwQnN13dgqY3gP0xW95jsWP6lZ3ngW96MvTB63bQz-W3x14wf3fhJDkW4pMGKJ5DMmpWW33HQd-8v_5FDN23VXQ1cGtPlW5NjJvq47W8m-N54jL40_mlTGW1tDpqB1dg3GtW22h6hD42WLRYW1TbwSm1DVd4jW5xnL5t6FLf3rW5JHmYd7fcRQxW1j8PQj4K3jlsW4jP4-M2dyYTvW6JVHs18hyBnqVvLNQc85XnZQW8BYMrg8PnPzzW83CvNj27k3g-W2W1T4m5xJ6DPVHLLzF8Ts2P-W1rG_SG1D8tTHW1yBGf99bZJThW8vnd0t6g-LfQW6gtvrV4n4cXYW1Lzrrz45dW11W91cBYq3h5hhBN8_sGfNDCWgfW1JPm0s3GKRjpW1cLPNd2B1JFCW3FypSp49fzkzf24wyW404 )

Join us on March 24 to learn what it takes to run agentic AI in production. We'll explore how end-to-end observability, deterministic real-time context, and a centralized control plane enable reliable autonomy.

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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-FQW257xYs1ZmYGPW2r5g9Q3XX1hDW3ggyJ62PTNC3W2nVN4Q3DNYwrW4tCFTP38CcX9W1LGR0S4cMLKxW49JD9C3M1WrpW2HBCDj22RCCdW34r1jR38jS2NW43WH0Q2FHq2cW3GHlvC1XcTJdW2ThYrf4hHFydW3QRLmn2148gnW2PxXtd24-klwW3GK3j11XptsXW2xwp5d1QjHlfW3jsLN02Yrr25W4ck1D92YM-1-W2Krwd84hrcMyW38dK7C34fTwVW2HQ9fC2p1cV3W4rDJ8v3__g_HW1LjBCK2KrvZxW25pH1M4msxd6W2-F25Y4rJ1v8W2vygfN3Vz5nJW38yQbX1_9QwZW2RPRf734kF-SW2zQPcr24-LVYW49Qr5g4ftxTxW254Yv13XZZj9W2xJSrm1VpDbXW45Bmhz2MSknGW4ms_jV2-JmGGW1SfWWf2MN9wCW1SqK5h2vBKgXW3VRfKx4kDXMmW30DvCs1BCpC3W1-ZJcH1_7jH0W3QDWYp3jdJ2HW3gnP-r2B15vVW3GKmyd2Pxpb4W326_r51Sb93mW3C09J145PBXZW2-BCC93d7M17W3dp28x1N5DVgW2PwF_v2w63QMW41V7834tD484W3SCR0c3Vzx6SW3zbSkk4kzYtxW41G9Ds2TPGPzW45qBt636fJL2W1QvGn547Cs4cW4krW8h3_BcHNW1XgJDw3dxvNPf2-Dd2904&_hsenc=p2ANqtz-8sblIJfrMb13dpmmNOlyHbEoHyXak-yw_fmxJEHqqwR3dq3lrS5ZFdU5p4gqIVskxm92cCI6_uc-b4BU4U6a-veeEmng&_hsmi=406819922 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-FQW257xYs1ZmYGPW2r5g9Q3XX1hDW3ggyJ62PTNC3W2nVN4Q3DNYwrW4tCFTP38CcX9W1LGR0S4cMLKxW49JD9C3M1WrpW2HBCDj22RCCdW34r1jR38jS2NW43WH0Q2FHq2cW3GHlvC1XcTJdW2ThYrf4hHFydW3QRLmn2148gnW2PxXtd24-klwW3GK3j11XptsXW2xwp5d1QjHlfW3jsLN02Yrr25W4ck1D92YM-1-W2Krwd84hrcMyW38dK7C34fTwVW2HQ9fC2p1cV3W4rDJ8v3__g_HW1LjBCK2KrvZxW25pH1M4msxd6W2-F25Y4rJ1v8W2vygfN3Vz5nJW38yQbX1_9QwZW2RPRf734kF-SW2zQPcr24-LVYW49Qr5g4ftxTxW254Yv13XZZj9W2xJSrm1VpDbXW45Bmhz2MSknGW4ms_jV2-JmGGW1SfWWf2MN9wCW1SqK5h2vBKgXW3VRfKx4kDXMmW30DvCs1BCpC3W1-ZJcH1_7jH0W3QDWYp3jdJ2HW3gnP-r2B15vVW3GKmyd2Pxpb4W326_r51Sb93mW3C09J145PBXZW2-BCC93d7M17W3dp28x1N5DVgW2PwF_v2w63QMW41V7834tD484W3SCR0c3Vzx6SW3zbSkk4kzYtxW41G9Ds2TPGPzW45qBt636fJL2W1QvGn547Cs4cW4krW8h3_BcHNW1XgJDw3dxvNPf2-Dd2904&_hsenc=p2ANqtz-8sblIJfrMb13dpmmNOlyHbEoHyXak-yw_fmxJEHqqwR3dq3lrS5ZFdU5p4gqIVskxm92cCI6_uc-b4BU4U6a-veeEmng&_hsmi=406819922 ) 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, especially from some administrative role or process. These are certainly garbage. There are no accounts to expire. There are no passwords to leak. There aren't administrators sending messages to liamon.com addresses. These are certainly phishing attempts.

Absolutely ignore those links!

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