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Your agents are hallucinating. Tomorrow, we fix that. Tue, 21 Jul 2026 19:15:21 GMT

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Selected Message

From: tns@...
To: [email protected]
Date: Tue, 21 Jul 2026 19:15:21 GMT
Subject: Your agents are hallucinating. Tomorrow, we fix that.

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<p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left">&nbsp;</p>
<p style="line-height:175%">Logs, metrics, and traces work great until an AI agent starts hallucinating or overconsuming. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk37W5g8t6W6N1X8z6lZ3p8W2v49cn2zf-SsVB1KQ21xSRPMW33Z6Lf91bfVxW34YYY48pQ8nwW6T8ht05F1JRCW61hbp_8Ynf6LW5VMkR042HLlPW2KFgNz4GdP33W2KxBnw11v1gYN6LD2SkvL57qVM2dFx4J8DFkN8qCp_X4VH0qW7D-Hsm84Mk6VN4F6Vm--LPjGW7Xnbhr62D82BW60x3JM6YnjbHVXVl5N853mPmW45C0Vr8cRmHGW7wRrQx7wMXQWW68F8rX7GdsskW1X1JR661wmQNW5Y913W3-RzSzW8DDp861GpStnW5KB7sk7Y--5XW1c5xfM1JfwB1N4kfB-b4WDCzW4djqX3458ZVCW8XhNwN4WlFzrW6N1rSQ1m35C5W7QVBmJ2nLMqqW7K9Rs46mY7L-W5xxjHM8J5rrKW8Lh7MT1tWvb_N5ZKlHWldjpcVt0RQ28m_N0ZW4sv76f88hmY2W5yX4VN9kbWRLW5y4bZX89Xnmlf1rtR7T04" style="color:#ff3287; font-weight:bold" rel="noopener" data-hs-link-id="1" data-hs-link-id-v2="3WzMfC8J" target="_blank">Tomorrow, July 22</a>, <span style="box-sizing: border-box; margin: 0px; padding: 0px;">Dotan Horovits (CNCF Ambassador) and Rekha Thottan (AWS) will walk through how to monitor traditional services and evaluate AI agent behavior in production, using a single open-source stack built on OpenSearch and OpenTelemetry.</span></p>
<p style="line-height:175%">&nbsp;</p>
<p style="font-weight:bold; font-size:18px; line-height:175%"><span style="box-sizing: border-box; margin: 0px; padding: 0px;">In one session, you'll learn:</span></p>
<ul style="line-height:175%">
<li>How to trace tool calls, token usage, and agent reasoning alongside your app traces.</li>
<li>How to pinpoint bottlenecks instantly with rate, error, and duration metrics.</li>
<li>How to benchmark agent behavior before it becomes a production incident.</li>
</ul></div></div></td></tr></tbody></table>
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        <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk37W5g8t6W6N1X8z6lZ3kNW1g_t1h9kT_c5W6_Mlyg2wjk5HW98zxpT2_-jfRW3XtRBm7F76sVW19xr5k1GVGBtW8dTxTr6zJQgSW6hFkH91BRYgrW7-WfLq4d99mtW90XjWM5xDhzNN6Jv-kpb0rMNVRL0jk4W2jg-W82djMy3L7Y5SW5-Z7nj5FN-n3W4NWsfY78vvZFW6XjhPS47MCYmW5lMn4v2ggtSMW3Wd5Lk7pwq2TVprHK95b2HD1V5R2vR1vQSxdN7dyCQH1PPbtW8Q7rb39gqGxDW8x_60489r5BVW1GS60_1KV02cN5vkC2L_2YTXW3RYXkS82kM0QW8gbzcN2p5gybW8Rs7TK1CcvxdN32j9YZbCVYGW6VcCXn5z5M0tTnsgN2kwWLrW8JH39P6gCyyQW78N2Xt2yRp3rW2LJlNZ26VPrDW2bX9fP286PCtW8yXhTP3fS8sGN4N-ClMTGGk9W2hm9NJ5kclQBVF3Cg98PLMy4f8hWJ-H04" 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="WNBqKUXl">
          <strong style="color:#ffffff;font-weight:bold;text-decoration:none;font-style:normal;">Join Us Live</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:Lato, Tahoma, sans-serif; font-size:16px; color:#000000; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_17829398773123" 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_17829398773123_" 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/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk38P3hCZYW8wLKSR6lZ3p-W8GwlpG8VFnyqW3vB9Yf5knN1zN8Th8QBhDpM7N47q70YY4RVnW9dQhLz1KtM7gW3R3Bvh4pzZQkW37XS1V7MkLLXW3Fj__5124df9W1-tQFN59DZ53W869lP85scqvXW4l6VkY6PmZPkW2XB85J8y0H7XN5_TMWqKc5yjW6svQVG70JBjCW2XySfp6Hny_hVG2HcK2Lvt-RW8BcxtP7S5pmcW5lqxD-6wqC1hW3DSRqg71vFRQW5h96VL8QmRYxW5KRMmG25dMMgW6HwmxW8_tsZvW34d1rq2ZzZYnMN5t-0sqFMcW2C06rb1fDh9lW8T5T2j82Ng0DW2W33PJ7tQgyKN4Dp6_S15J_Mf6QfNNT04" rel="noopener" style="color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="053oB4Vm" target="_blank">Log everything, alert smarter: A SecOps framework for AI-driven detection</a></p>
<p style="line-height:175%">SecOps teams are stuck in an alert-fatigue loop: more rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss what actually matters. <span style="font-weight: bold;">Join us live on July 23rd</span> for a practical framework to fix your signal-to-noise problem.</p>
<p style="background-color:#ffffff; line-height:28px" bgcolor="#ffffff">&nbsp;</p>
<p style="background-color:#ffffff; line-height:28px" bgcolor="#ffffff"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk3705g8t6W50kH_H6lZ3k-W5bl3mW47w3J3W1nRjqL38r1k6W2MBnrT7T0lpqVyTWrx22pkv6W7Wg3TD8QJLgnW6yTRCd66YLBgVWyNPq82bs82W1DvQZR11sj8cW4rCfWz7KNqvrW29rXH67zQdJMVGtNvj1MDD2dV5_tX-19Pp7YW1s0N8V8kSWTNW6wPWsP59J9TQN48_QDC7_jTnW6Z7Ttd5Zn9q-W20-_xr6DpHCzW8NfW1s3X-tHDN86nB75X88QsW90V0tH5LsFjnDFMQnbpW9lW2z--QY45J1n7W7gN1666s3tgrW49s7BV5h9bLRN1y0jBjzwFR-W8f3phH38XvYQW5TwCcJ1JQWrJW1vftfJ53pXCwVm02Y57PZZTQN8-MQpcmsB75W7NxPP142KHf5W2f3zh72jmm9Ff2VFP8804" rel="noopener" style="color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="P5WLtJr+" target="_blank">Still managing separate access tools for humans, pipelines, and AI agents?</a><br>Most access tools were built for humans, not for CI/CD jobs, service accounts, or AI agents making tool calls across your infrastructure. That mismatch is forcing teams to stitch together separate systems for every type of identity. <span style="font-weight: bold;">Join us live on July 28th</span> to see what a single, unified access architecture actually looks like today, without adding IT overhead or slowing your engineering teams down. </p></div></div></td></tr></tbody></table>
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                                    Learn how to monitor and evaluate AI agents before they go rogue in production.

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TNS_Banner_Email (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk37W3gP0xW6N1vHY6lZ3nsW1ycnGH8PBJ9MW7sZmgc1HYL2fW68kzVn7_JXSSW5YX4s24xncZmW6hX-6s20ZGDmW1zRLVT91lG2qW5v3YcQ5V6zdtW3cQ93G4ff9VKW6MpJk14VSRFjN9hHfk3d1MLgW5Pvlzj1S28pNMjXC-dkdtcQW3njBY54hC9_NV5qBMY9chT4RW1LFKc34BykncN6g0hQ_1z2sWN81tFLSlzKC0W5Zw0nx7f67-5W8mq0Tm7Xp1SmW2FTSfS1Sz0syW2x-XQw4G_51wW2y243M9b-WB2f542Hds04 )

LinuxFoundation_webinar_22July26_Remember_16x9 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk37C5fkwKW69t95C6lZ3l4W7rjnbR6LjVhPW7Z1Gtq5Tm4wxW8szbs57Mp5JpW5XZQL0294sGWW5m95w13Sk1KHN55SGdXKTpRjW8xdn202JYnm2W1Wmd8S1pg6jrW6SpjZ67Vq0s1Vxh8Wb1vQHM2N31zN669hlNWW3G37W98cZGzjW46BlYw8_fLgXN19P68wmW2JKW5FD2Kr8ybDkpW5DF9ln3PqHQ9W2mVwjG88BdZFW7C4hJz7ypnYMW2DqkfH7nt4SnW6rDqzd8TRkQmW7x0GT37dddL2W6x80XW38SgpnW6s6NG291c7VvW1-F_Sb8HPt5GVrYRNh94K10ZVxJXTn29dJk_W8pVBBD6fC5dXW2tmRhj3CHKScW36Y9nV1GwZFlW25JrWY3dqmc-W3DvM5G52mfVTW2Xjbd34JWN2WW7z0GRd85W0x_W5482KP4VhHG8V1xwFF8Tfb1mN2M6b2vlWJ34dtkXw204 )

Hi Free,

Logs, metrics, and traces work great until an AI agent starts hallucinating or overconsuming. Tomorrow, July 22 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk37C5fkwKW69t95C6lZ3l4W7rjnbR6LjVhPW7Z1Gtq5Tm4wxW8szbs57Mp5JpW5XZQL0294sGWW5m95w13Sk1KHN55SGdXKTpRjW8xdn202JYnm2W1Wmd8S1pg6jrW6SpjZ67Vq0s1Vxh8Wb1vQHM2N31zN669hlNWW3G37W98cZGzjW46BlYw8_fLgXN19P68wmW2JKW5FD2Kr8ybDkpW5DF9ln3PqHQ9W2mVwjG88BdZFW7C4hJz7ypnYMW2DqkfH7nt4SnW6rDqzd8TRkQmW7x0GT37dddL2W6x80XW38SgpnW6s6NG291c7VvW1-F_Sb8HPt5GVrYRNh94K10ZVxJXTn29dJk_W8pVBBD6fC5dXW2tmRhj3CHKScW36Y9nV1GwZFlW25JrWY3dqmc-W3DvM5G52mfVTW2Xjbd34JWN2WW7z0GRd85W0x_W5482KP4VhHG8V1xwFF8Tfb1mN2M6b2vlWJ34dtkXw204 ) , Dotan Horovits (CNCF Ambassador) and Rekha Thottan (AWS) will walk through how to monitor traditional services and evaluate AI agent behavior in production, using a single open-source stack built on OpenSearch and OpenTelemetry.

In one session, you'll learn:

- How to trace tool calls, token usage, and agent reasoning alongside your app traces.
- How to pinpoint bottlenecks instantly with rate, error, and duration metrics.
- How to benchmark agent behavior before it becomes a production incident.

Join Us Live
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk37C5fkwKW69t95C6lZ3l4W7rjnbR6LjVhPW7Z1Gtq5Tm4wxW8szbs57Mp5JpW5XZQL0294sGWW5m95w13Sk1KHN55SGdXKTpRjW8xdn202JYnm2W1Wmd8S1pg6jrW6SpjZ67Vq0s1Vxh8Wb1vQHM2N31zN669hlNWW3G37W98cZGzjW46BlYw8_fLgXN19P68wmW2JKW5FD2Kr8ybDkpW5DF9ln3PqHQ9W2mVwjG88BdZFW7C4hJz7ypnYMW2DqkfH7nt4SnW6rDqzd8TRkQmW7x0GT37dddL2W6x80XW38SgpnW6s6NG291c7VvW1-F_Sb8HPt5GVrYRNh94K10ZVxJXTn29dJk_W8pVBBD6fC5dXW2tmRhj3CHKScW36Y9nV1GwZFlW25JrWY3dqmc-W3DvM5G52mfVTW2Xjbd34JWN2WW7z0GRd85W0x_W5482KP4VhHG8V1xwFF8Tfb1mN2M6b2vlWJ34dtkXw204 )

Coming up next in our webinar series

Log everything, alert smarter: A SecOps framework for AI-driven detection (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk38v3gP0xW7Y8-PT6lZ3q0W8m521S6zX0WYW6K8mTJ64TQ1dW4jL2H84q-cn4W53Lt9b9dGLwgW7gl7k25mvRTvW11Znkn74WCS7W83lDzC9h_X-mW5vH9tK3K09VPW8Vy-JP1fFRR2W8s3sgW7YB2yQW4dlhjD8bcPpfVB7Zn-1NdYNSN5H8Sjch5D0nW65kJ-v2krfp1W16GFMh9kqvQ8N610R2lRfmcsW2MTks71K9Qy4W3467g-5ls98VW4q-VVv2mwKrYW77Rd3n2qBlwsW4dBc255qZsL-W92KkKZ4Z1JmmVtr4R94n9HJ1W7DSZ7k4tgJkmW6kTVCP7rlkLQW6yCNrj1RTflYdz6Cs004 )

SecOps teams are stuck in an alert-fatigue loop: more rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss what actually matters. Join us live on July 23rd for a practical framework to fix your signal-to-noise problem.

Still managing separate access tools for humans, pipelines, and AI agents? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVCncb6YxwNpVRSNjT55GCgKW2L--MX5RMjymN3Gk3943gP0xW95jsWP6lZ3mSW9dPsg96pM88KW3f6tRy5qqkhXW5PvmFx2c5tLsW2T4zPG6sZbMSVDKFmH1Xp5g3W39_-Dv2yNPBMW8qdr_f6BXnbMW7R9rS_5wpzQsW3Jqv8k2-kcKWW49Ftk36GgM-kW5m5lsC31GWg9N3wLxYn4LJjNW3mHdk63kw1TBW3-2vfj6TcK0PW8PhmPt5j0cVVW4_6YkL6gHGJyW4CNlDN1ZS3qBW94zm7G4JgsT7W17fKwr2D84gjW2HxLDP2TbSBpVcTT_D4jKY5lW2ZL9ww4TmPn5W33-40Z7hnBnLW3LMspL4kZC5TW7bjkhF65fZs3W2wjfpT3T315RW6f75p95Bf4V2W3BywDL7cNDzdW7zNgMX1XLvpfW2MDgnw15thZ2djQ1pK04 )

Most access tools were built for humans, not for CI/CD jobs, service accounts, or AI agents making tool calls across your infrastructure. That mismatch is forcing teams to stitch together separate systems for every type of identity. Join us live on July 28th to see what a single, unified access architecture actually looks like today, without adding IT overhead or slowing your engineering teams down.

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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-zFW3Kb2Vj2MwTcHW3VY5dn2HZ4lRW3bktc04ffZTdW3DLtJ52Mp_6zW3ZMVNK3bBbNxW3dbZGK3bs72kW2PMwYk4cLwm4W2FG-Z_3LFhpLW3z97HC4kDq-lW3JKzd32Ry7tyW3gxgRp3bvbQhW2MP1CG2WQFcnW3_ZCjB2xPQsrW23pWN34cR1qzW34x3mB3gnMPyW4fw9DF2YG_M1W1Q5rPc343-6XW41PG6549zBFdW3H3BMJ2RHzN7W2vKr2m4fcs75W3XGk5B1LnjGCW2r10rR1Z74XTW30dbR71S4l8BW2qV91_3JW94zW45TL0v2YPDdYW3DSJjN4tx45RW2sD_KL2YwDVdW3W38fS4rxMghW3Ch9Lj2RCTPFW1Xwhvt3Kd79LW2RmZxM328KXFW1_2Jg24hxgfWW2vBRCC3BM5YrW2Mv8vs3QPbYFW1QmY9j3S-jzjW219DBD3XYkf3W2KxRhM45yNNpW3-1sGb2HZ9K6W47BBjF3SZ-1QW3LDSKg2YKsGsW22Y25k38ddPbW4cgxfc2Mzn2yW2Wpcb-4pgJ32W3_Z_Lk34BV7JW45FM3l3N-RS8W30KS5z30BPJRW3VNkYs1XqcXhW1Q5qy52YHNsxW2Rg8G13JZ7FjW2TyfrM1XcVtPW4fsk112Yr2pgW3jfvZj1LDL5jW1QkXkq3SzglLW2-q19z4hw4qTW2FWWbK4tn8RwW2Wv8w_2Knbh_W2WMnK52KXKBMW1_h_H43JT-_KW3f-PV_2zXcw70&_hsenc=p2ANqtz-9taiAKsoC_hEE7xtjCRQ3UtvCDTBPG-pb8VKQ4VnxVPHPsjOFIoRdsE6xBuIsXaTv9OEfaviTA8NfQG15J18EWkgx1eg&_hsmi=429297072 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-zFW3Kb2Vj2MwTcHW3VY5dn2HZ4lRW3bktc04ffZTdW3DLtJ52Mp_6zW3ZMVNK3bBbNxW3dbZGK3bs72kW2PMwYk4cLwm4W2FG-Z_3LFhpLW3z97HC4kDq-lW3JKzd32Ry7tyW3gxgRp3bvbQhW2MP1CG2WQFcnW3_ZCjB2xPQsrW23pWN34cR1qzW34x3mB3gnMPyW4fw9DF2YG_M1W1Q5rPc343-6XW41PG6549zBFdW3H3BMJ2RHzN7W2vKr2m4fcs75W3XGk5B1LnjGCW2r10rR1Z74XTW30dbR71S4l8BW2qV91_3JW94zW45TL0v2YPDdYW3DSJjN4tx45RW2sD_KL2YwDVdW3W38fS4rxMghW3Ch9Lj2RCTPFW1Xwhvt3Kd79LW2RmZxM328KXFW1_2Jg24hxgfWW2vBRCC3BM5YrW2Mv8vs3QPbYFW1QmY9j3S-jzjW219DBD3XYkf3W2KxRhM45yNNpW3-1sGb2HZ9K6W47BBjF3SZ-1QW3LDSKg2YKsGsW22Y25k38ddPbW4cgxfc2Mzn2yW2Wpcb-4pgJ32W3_Z_Lk34BV7JW45FM3l3N-RS8W30KS5z30BPJRW3VNkYs1XqcXhW1Q5qy52YHNsxW2Rg8G13JZ7FjW2TyfrM1XcVtPW4fsk112Yr2pgW3jfvZj1LDL5jW1QkXkq3SzglLW2-q19z4hw4qTW2FWWbK4tn8RwW2Wv8w_2Knbh_W2WMnK52KXKBMW1_h_H43JT-_KW3f-PV_2zXcw70&_hsenc=p2ANqtz-9taiAKsoC_hEE7xtjCRQ3UtvCDTBPG-pb8VKQ4VnxVPHPsjOFIoRdsE6xBuIsXaTv9OEfaviTA8NfQG15J18EWkgx1eg&_hsmi=429297072 ) 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!

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