<!DOCTYPE html><html lang="en"><head><meta http-equiv="Content-Type" content="text/html charset=UTF-8"><meta charset="UTF-8"><meta name="viewport" content="width=device-width"><meta name="x-apple-disable-message-reformatting"><title>TLDR DevOps</title><meta name="color-scheme" content="light dark"><meta name="supported-color-schemes" content="light dark"><style type="text/css">
:root {
color-scheme: light dark; supported-color-schemes: light dark;
}
*,
*:after,
*:before {
-webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box;
}
* {
-ms-text-size-adjust: 100%; -webkit-text-size-adjust: 100%;
}
html,
body,
.document {
width: 100% !important; height: 100% !important; margin: 0; padding: 0;
}
body {
-webkit-font-smoothing: antialiased; -moz-osx-font-smoothing: grayscale; text-rendering: optimizeLegibility;
}
div[style*="margin: 16px 0"] {
margin: 0 !important;
}
table,
td {
mso-table-lspace: 0pt; mso-table-rspace: 0pt;
}
table {
border-spacing: 0; border-collapse: collapse; table-layout: fixed; margin: 0 auto;
}
img {
-ms-interpolation-mode: bicubic; max-width: 100%; border: 0;
}
*[x-apple-data-detectors] {
color: inherit !important; text-decoration: none !important;
}
.x-gmail-data-detectors,
.x-gmail-data-detectors *,
.aBn {
border-bottom: 0 !important; cursor: default !important;
}
.btn {
-webkit-transition: all 200ms ease; transition: all 200ms ease;
}
.btn:hover {
background-color: #f67575; border-color: #f67575;
}
* {
font-family: Arial, Helvetica, sans-serif; font-size: 18px;
}
@media screen and (max-width: 600px) {
.container {
width: 100%; margin: auto;
}
.stack {
display: block!important; width: 100%!important; max-width: 100%!important;
}
.btn {
display: block; width: 100%; text-align: center;
}
}
body,
p,
td,
tr,
.body,
table,
h1,
h2,
h3,
h4,
h5,
h6,
div,
span {
background-color: #FEFEFE !important; color: #010101 !important;
}
@media (prefers-color-scheme: dark) {
body,
p,
td,
tr,
.body,
table,
h1,
h2,
h3,
h4,
h5,
h6,
div,
span {
background-color: #27292D !important; color: #FEFEFE !important;
}
}
a {
color: inherit !important; text-decoration: underline !important;
}
</style><!--[if mso | ie]>
<style type="text/css">
a {
background-color: #FEFEFE !important; color: #010101 !important;
}
@media (prefers-color-scheme: dark) {
a {
background-color: #27292D !important; color: #FEFEFE !important;
}
}
</style>
<![endif]--></head><body class="">
<div style="display: none; max-height: 0px; overflow: hidden;">Kubernetes launched an AI Gateway Working Group to develop standards for networking infrastructure that supports AI workloads โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ </div>
<div style="display: none; max-height: 0px; overflow: hidden;">
<br>
</div>
<table align="center" class="document"><tbody><tr><td valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" class="container" width="600"><tbody><tr class="inner-body"><td>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr class="header"><td bgcolor="" class="container">
<table width="100%"><tbody><tr><td class="container">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" style="margin-top: 0px;" width="100%"><tbody><tr><td style="padding: 0px;">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div style="text-align: center;">
<span style="margin-right: 0px;"><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Fdevops%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/NWxhltWvvgtkSe3696lNsbb9VjUxZX6BojCMilhYbK4=448" rel="noopener noreferrer" target="_blank"><span>Sign Up</span></a>
|<span style="margin-right: 2px; margin-left: 2px;"><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldrdevops%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/sT8d6YNphPV8WbJ1278v8hk4X7lWquRSF2fD2xMgIjs=448" rel="noopener noreferrer" target="_blank"><span>Advertise</span></a></span>|<span style="margin-left: 2px;"><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Fweb-version%3Fep=1%26lc=156bb4b0-84b7-11f0-bc2e-b90f05b5bd4b%26p=eae1a908-1cf9-11f1-a5fb-17f123d540ad%26pt=campaign%26t=1773227239%26s=f38f96974b2dc95ad01d9bb6de6966453ce8d7d35f1e5cb2707da7ec14aac650/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/AV4NO2CDs5Y9SGJmJnm2-364TplBbvKdT8N0LlkWAGA=448"><span>View Online</span></a></span>
<br>
</span></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="text-align: center;"><span data-darkreader-inline-color="" style="--darkreader-inline-color:#3db3ff; color: rgb(51, 175, 255) !important; font-size: 30px;">T</span><span style="font-size: 30px;"><span data-darkreader-inline-color="" style="color: rgb(232, 192, 96) !important; --darkreader-inline-color:#e8c163; font-size:30px;">L</span><span data-darkreader-inline-color="" style="color: rgb(101, 195, 173) !important; --darkreader-inline-color:#6ec7b2; font-size:30px;">D</span></span><span data-darkreader-inline-color="" style="--darkreader-inline-color:#dd6e6e; color: rgb(220, 107, 107) !important; font-size: 30px;">R</span>
<br>
</td></tr></tbody></table>
<br>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr id="together-with"><td align="center" height="20" style="vertical-align:middle !important;" valign="middle" width="100%"><strong style="vertical-align:middle !important; height: 100%;">Together With </strong>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpackmind.com%2F%3Futm_source=tldr%26utm_medium=paid_newsletter/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/ClcBqQRrAIYBLIE2gvR11NDq14LE7Pcg4iEURzcAq-Y=448"><img src="https://images.tldr.tech/packmind.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Packmind"></a></td></tr></tbody></table>
<table style="table-layout: fixed; width:100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;">
<div style="text-align: center;">
<h1><strong>TLDR DevOps <span id="date">2026-03-11</span></strong></h1>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width:100%;" width="100%"><tbody><tr id="sponsy-copy"><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpackmind.com%2F%3Futm_source=tldr%26utm_medium=paid_newsletter/2/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/KuoKJ13iE1-mJgjc4-3Rbbi7_XjHd_6OQgUpihWopA8=448">
<span>
<strong>Don't build enterprise software on vibes (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Most teams are letting AI decide how they build software. Then they wonder why AI agents don't follow their rules.<p></p><p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpackmind.com%2F%3Futm_source=tldr%26utm_medium=paid_newsletter/3/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/xXmjXmq6ZrZjJ4byyuktcnl-u0C_B1iAUOryM5---l8=448" rel="noopener noreferrer nofollow" target="_blank"><span>Packmind</span></a> captures your playbook from Slack, PR comments, and scattered docs to build a shared engineering playbook. Then, it automatically enforces it across repos and coding agents. </p>
<p>Don't replace your team's expertise. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpackmind.com%2F%3Futm_source=tldr%26utm_medium=paid_newsletter/4/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/mLHXhA0Wj9_lkJWRuvXVSGFDULoydWRz47flFba-ERE=448" rel="noopener noreferrer nofollow" target="_blank"><span>Turn it into guidelines</span></a> that they โ and your AI assistants โ can follow.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpackmind.com%2F%3Futm_source=tldr%26utm_medium=paid_newsletter/5/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/lj76AFzfQpYMi2LVXeEu5uujbusa4Y3OFeWltb5MivA=448" rel="noopener noreferrer nofollow" target="_blank"><span>Try Packmind (Managed or Open Source)</span></a>
</p>
</span></span></div>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr>
<tr bgcolor=""><td class="container">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="padding: 0px;">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">๐ฑ</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>News & Trends</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fkubernetes.io%2Fblog%2F2026%2F03%2F09%2Fannouncing-ai-gateway-wg%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/5Z8SNefMRGdZDC6agdhUt6xwc01P_ijglAtJGi0B0nE=448">
<span>
<strong>Announcing the AI Gateway Working Group (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Kubernetes launched an AI Gateway Working Group to develop standards for networking infrastructure that supports AI workloads, focusing on proposals for payload processing inspection and secure egress routing to external inference services. The group, operating under SIG Network, is actively developing specifications to handle the unique requirements of AI traffic, including prompt filtering, response validation, and token management across Kubernetes clusters.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.infoq.com%2Fnews%2F2026%2F03%2Fopenai-aws-frontier-stateful%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/ju3UQeXaYD9zfRufxzzrqRTKxjev8HcokcY9qgOi0WU=448">
<span>
<strong>OpenAI Secures AWS Distribution for Frontier Platform in $110B Multi-Cloud Deal (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI recently raised $110 billion at a $730 billion pre-money valuation, including a $50 billion Amazon investment granting AWS exclusive distribution of Frontier's stateful AI runtime while Azure retains exclusive stateless API access. The deal expands OpenAI's AWS spending by $100 billion and formalizes a multi-cloud AI deployment split between Azure APIs and AWS stateful agent infrastructure.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">๐</span></div>
</div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Opinions & Tutorials</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fspacelift.io%2Fblog%2Fintroducing-spacelift-templates%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/ZooaUWo9tpM2wji5KfVfCmZLsVgaW4KB0hG5UI2iwTg=448">
<span>
<strong>Spacelift Templates: Self-Service Infrastructure for Every Developer (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Spacelift introduced Templates to deliver governed self-service infrastructure, enabling platform teams to define immutable, version-pinned configurations while developers deploy standardized stacks without Terraform expertise, preventing drift and maintaining consistent lifecycle control across environments.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinkerd.io%2F2026%2F02%2F26%2Fdeep-dive-how-linkerd-destination-works-in-the-linkerd-service-mesh%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/MJNTyBz3IusRSjNQH8kySz-qqwKBUGOgSL_1Unt9DKM=448">
<span>
<strong>Deep Dive: How linkerd-destination works in the Linkerd Service Mesh (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
linkerd-destination is the core of Linkerd's control plane. It handles service discovery, policy distribution, and Layer 7 rules. The tool reacts to Kubernetes events, enriches endpoints, streams updates to proxies, and ensures high-scale mesh reliability and observability.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cncf.io%2Fblog%2F2026%2F03%2F09%2Fregistry-mirror-authentication-with-kubernetes-secrets%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/Zh8y-3VfGzZSVfQ3NlEmv2u9K9nts-EJYWC1BCWhrJ4=448">
<span>
<strong>Registry mirror authentication with Kubernetes secrets (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Red Hat engineers developed a credential provider plugin for CRI-O that enables Kubernetes pods to authenticate to private registry mirrors using namespace-scoped secrets instead of node-level credentials, solving a security isolation problem in multi-tenant clusters. The solution, which requires Kubernetes 1.33's KubeletServiceAccountTokenForCredentialProviders feature gate, uses pod service account tokens to retrieve secrets from each pod's namespace and generates short-lived authentication files for CRI-O, maintaining tenant isolation while preserving the performance benefits of registry mirrors in air-gapped and cost-sensitive environments.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">๐งโ๐ป</span></div>
</div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Resources & Tools</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FcTpzCK%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/TD_FlzOILchYqoFfd4FxUogEv8ivfkgFrX-axEzNKMM=448">
<span>
<strong>๐ How many dashboards is too many? (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Every new monitoring tool, service, or "quick integration" adds another dashboard to the pileโand before you know it, you're spending more time switching between tools than actually building. With <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FcTpzCK/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/8_GPvyqwitGxM4NB9des8NY1gEIk0gFeJYt32EtDX5Y=448" rel="noopener noreferrer nofollow" target="_blank"><span>Microsoft Azure</span></a>, your entire stack lives in one workspace: infrastructure, data, AI, and more. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FcTpzCK/2/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/nQUhlcyNLXEDnkt90SxUEzOSBWHC-MhV3zXLq_V71Xs=448" rel="noopener noreferrer nofollow" target="_blank"><span>See how Azure brings it all together โ</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2FNousResearch%2Fhermes-agent%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/tiGIhVTKs1B147g7QOmxvWfpg12_7RnP2EqTFCL995M=448">
<span>
<strong>Hermes-Agent (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Hermes is a self-improving AI agent that creates and refines skills from experience, maintains memory across sessions, and can run on infrastructure ranging from a $5 VPS to GPU clusters while supporting 200+ models through providers like OpenRouter and OpenAI. The open-source agent works on Linux, macOS, and WSL2, featuring a one-command installer and the ability to operate independently in the cloud while users interact with it via platforms like Telegram.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2Fpromptfoo%2Fpromptfoo%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/jjRMUCCLa6XZhytBFlKkF1tKyEcgcx0L5KMpkfZ5ozQ=448">
<span>
<strong>Promptfoo (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Promptfoo is an open-source CLI tool and library that helps developers evaluate, red-team, and scan LLM applications for security vulnerabilities before deployment. The tool supports multiple installation methods, including npm, brew, and pip, and enables developers to compare performance across major models like GPT, Claude, Gemini, and Llama using declarative configs that integrate with CI/CD pipelines.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">๐</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
</div>
</td></tr></tbody></table>
<table bgcolor="" style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fincident.io%2Fblog%2Fkeeping-it-boring-the-incidentio-technology-stack%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/FR77VB2qRQjSo99GSdAGb3wqRWGtofE_XkKqdtokWeU=448">
<span>
<strong>Keeping it boring: the incident.io technology stack (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
incident.io keeps its stack simple to scale efficiently: GCP for cloud, GKE Autopilot for Kubernetes, Cloud SQL for Postgres, GCP Pub/Sub for messaging, Argo CD and Buildkite for GitOps and CI/CD, Terraform/Spacelift for infrastructure, and Grafana for monitoring and alerts.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fnewrelic.com%2Fblog%2Fapm%2Fdemystifying-java-instrumentation-the-engineering-behind-the-new-relic-java-agent%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/KlPOe-W2yK8V-suAI6TzOCjGtMnEZQ6YpbFglds91z0=448">
<span>
<strong>Demystifying Java Instrumentation: The Engineering Behind the New Relic Java Agent (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
New Relic's Java Agent uses the JVM's instrumentation engine to monitor applications with minimal overhead by operating as a "pass-through observer" that modifies bytecode at runtime rather than storing data locally. The agent includes built-in safeguards like a circuit breaker to prevent memory spikes and automatically propagates transaction context across multi-threaded operations using techniques like Thread Local Storage and a token-based API for complex async workflows.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fsimonwillison.net%2Fguides%2Fagentic-engineering-patterns%2Fbetter-code%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/0Am1EfOXy5NThNYsxAWYixpUURH2BXTZ57sIlFlLrf4=448">
<span>
<strong>AI should help us produce better code (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI coding agents can improve code quality if teams use them to aggressively refactor, experiment with architectures, and eliminate technical debt that would otherwise be too time-consuming to fix. Agents drastically reduce the cost of refactoring and prototyping, so teams can adopt a โcompound engineeringโ loop where continuous small improvements compound to produce higher-quality codebases over time.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">โก</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Quick Links</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table bgcolor="" style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.runllm.com%2Fbuyers-guide%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=272564948-lead-gen%26utm_content=QuickLink03112026/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/EMSN-OYNyVyvH3AVTX-uV-xBarFvUzZOyvRbQGCWJhY=448">
<span>
<strong>Over 50% of AI SRE PoCs get abandoned. Most test in the wrong environment. ๐ (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Most evaluations are set up to fail before they start โ wrong environment, wrong metrics, wrong grading criteria. <a class="underline underline underline-offset-2 decoration-1 decoration-current/40 hover:decoration-current focus:decoration-current" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.runllm.com%2Fbuyers-guide%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=272564948-lead-gen%26utm_content=QuickLink03112026/2/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/v0QoWMg-whGUESxsCTgZGqczMFrOxqv50T9mh1ftDS8=448" rel="noopener noreferrer nofollow" target="_blank"><span>Get the free Buyer's Guide โ</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Faws.amazon.com%2Fblogs%2Fdevops%2Fautomate-aws-lambda-runtime-upgrades-with-aws-transform-custom%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/G-2ENZwncgFKMMMW2r9EDgLqVErdPLuZpMkiHBz10C8=448">
<span>
<strong>Automate AWS Lambda Runtime Upgrades with AWS Transform custom (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AWS Transform custom is an AI agent that automates large-scale code transformations such as AWS Lambda runtime upgrades, handling planning, code changes, dependency updates, and validation to reduce manual effort and technical debt across hundreds of repositories.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Farstechnica.com%2Fai%2F2026%2F03%2Fafter-outages-amazon-to-make-senior-engineers-sign-off-on-ai-assisted-changes%2F%3Futm_source=tldrdevops/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/RF83IgLO6-CYljfexVckPvV5CuQTJlBNXm5--WptxeE=448">
<span>
<strong>After outages, Amazon to make senior engineers sign off on AI-assisted changes (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Amazon is requiring senior engineers to review and approve any AI-assisted code changes after several outages were linked to the use of AI coding tools.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td align="left" style="word-break: break-word; vertical-align: top; padding: 5px 10px;">
<p style="padding: 0; margin: 0; font-size: 22px; color: #000000; line-height: 1.6; font-weight: bold;">
Love TLDR? Tell your friends and get rewards!
</p>
</td></tr>
<tr><td class="container" style="padding: 0px 10px 15px;">
<div class="text-block">
Share your referral link below with friends to get free TLDR swag!
</div>
</td></tr>
<tr><td align="left" style="padding: 10px;">
<div class="text-block">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Frefer.tldr.tech%2Fb957c121%2F10/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/2L5oRNVS9HKwxnuFRG1yR_nYjvvfGR7BQsy_uxM3Q8o=448" style="color: #464ba4; text-decoration: underline;">https://refer.tldr.tech/b957c121/10</a>
</div>
</td></tr>
<tr></tr>
<tr><td align="left" style="padding:5px 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhub.sparklp.co%2Fsub_87a3a5d479ea%2F10/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/7MDqU-bj47xEKcDsEhS5ZrmJK_5GVJYHjmIVQ2gMbu4=448" style="font-size: 16px; line-height: 1.6; padding: 10px 0; display: inline-block; text-decoration: underline;"><span style="mso-text-raise:13pt; text-decoration: underline;">Track your referrals here.</span></a>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td align="left" style="word-break: break-word; vertical-align: top; padding: 5px 10px;">
<p style="padding: 0; margin: 0; font-size: 22px; color: #000000; line-height: 1.6; font-weight: bold;">
Want to advertise in TLDR? ๐ฐ
</p>
<div class="text-block" style="margin-top: 10px;">
If your company is interested in reaching an audience of devops professionals and decision makers, you may want to <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldrdevops%26utm_medium=newsletter%26utm_campaign=advertisecta/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/cU06hJ6Y1FUusKS8S3ynLdoSAnnFUVpVD0w-Gvb17J0=448"><strong><span>advertise with us</span></strong></a>.
</div>
<br>
<!-- New "Want to work at TLDR?" section -->
<p style="padding: 0; margin: 0; font-size: 22px; color: #000000; line-height: 1.6; font-weight: bold;">
Want to work at TLDR? ๐ผ
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/7yOe0yI6H4T_e_kmIb4qplRO1btmd-ZkWzU8BpKJil0=448" rel="noopener noreferrer" style="color: #0000EE; text-decoration: underline;" target="_blank"><strong>Apply here</strong></a>,
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2Fc227b917-a6a4-40ce-8950-d3e165357871/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/V9l1v55TFtEqCEtkohmQLng1j1GvgoJ3uujskTDZsGU=448" rel="noopener noreferrer" style="color: #0000EE; text-decoration: underline;" target="_blank"><strong>create your own role</strong></a> or send a friend's resume to <a href="mailto:jobs@tldr.tech" style="color: #0000EE; text-decoration: underline;">jobs@tldr.tech</a> and get $1k if we hire them! TLDR is one of <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Ffeed%2Fupdate%2Furn:li:activity:7401699691039830016%2F/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/qPv2N-g-RBrbXz5GRMq8WPxIDUtqFtctHcjbsoOChac=448" rel="noopener noreferrer" style="color: #0000EE; text-decoration: underline;" target="_blank"><strong>Inc.'s Best Bootstrapped businesses</strong></a> of 2025.
</div>
<br>
<div class="text-block">
If you have any comments or feedback, just respond to this email!
<br>
<br> Thanks for reading,
<br>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fkunaljaydesai%2F/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/9r_GlnuVCHjxJLQcmcLp74mlxGTxy4MvISZrTl1ctTA=448"><span>Kunal Desai</span></a> & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fmartin-hauskrecht%2F/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/lFcZCXwFswCGjWvnVBQoR_ZEx4r7R8eX95GThDvNkZ4=448"><span>Martin Hauskrecht</span></a>
<br>
<br>
</div>
<br>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block" id="testing-id">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Fdevops%2Fmanage%3Femail=silk.theater.56%2540fwdnl.com/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/iPIkXVIB_3sw9E1MIaarlJCJ2E2IW65v6rkxvsLY8pE=448">Manage your subscriptions</a> to our other newsletters on tech, startups, and programming. Or if TLDR DevOps isn't for you, please <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Funsubscribe%3Fep=1%26l=1c5ddf10-b6dc-11ed-a12f-33c00cd07e37%26lc=156bb4b0-84b7-11f0-bc2e-b90f05b5bd4b%26p=eae1a908-1cf9-11f1-a5fb-17f123d540ad%26pt=campaign%26pv=4%26spa=1773226921%26t=1773227239%26s=735127e1528e50f28a7030d52faa611fb713303a25cbdd504d399095fbb2dbe6/1/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/MOcIINsj-BioCZFjuTH2uhPaJ0BGSBOas5_oOjwFr9A=448">unsubscribe</a>.
<br>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
<img alt="" src="http://tracking.tldrnewsletter.com/CI0/0100019cdc946853-a97753a7-d97c-4178-be89-0f8ffccb1f24-000000/0ogVPH2ODwPDM53YrYfkw-vvwn3o1iqjFFtGBqRLUDA=448" style="display: none; width: 1px; height: 1px;">
</body></html>