<!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;">exe.dev is launching a public developer preview of a VM hosting service that lets users spin up many real, fast-starting Ubuntu VMs </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/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/Cyds4B2KU6L-xFdqRch-KCgRk5Rf2ixd220BiUpIFT8=436" 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/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/V_oR8oY3ajp4ssTgrDj5CPUrrPTKINerb5bdyu097G4=436" 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=6112a1e4-db2e-11f0-85ec-8fc694fda788%26pt=campaign%26t=1765974138%26s=44eef82b10dac7f7776da0e4fc5ae2352466eb393618fcc48987dda4aaae92de/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/3ueZVl6zbW72Lo1jyYKcwa310kFo0LMKrZJxJ36e9HI=436"><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%2Fchronosphere.io%2Fresource%2Funveiling-the-landscape-of-day-1-release-readiness-in-cloud-native-ci-cd%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/fgLb2t2BdmGHokBK8YEh7YiTnh-2ioK5y8mnKFA8aHk=436"><img src="https://images.tldr.tech/chronosphere50.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Chronosphere"></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">2025-12-17</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%2Fchronosphere.io%2Fresource%2Funveiling-the-landscape-of-day-1-release-readiness-in-cloud-native-ci-cd%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/2/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/qYZiFY1OKAZAt7uC6rIDFojD1-0FANuu2Q6jN-pdNqY=436">
<span>
<strong>Devs are confident about release stability... but 1 in 4 ends in downtime (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
According to a recent <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fchronosphere.io%2Fresource%2Funveiling-the-landscape-of-day-1-release-readiness-in-cloud-native-ci-cd%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/3/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/t4JIdOgT13U2v9pOdB7tBCCpI2bBVJw7zpY2QZ56G-0=436" rel="noopener noreferrer nofollow" target="_blank"><span>Google Cloud + Chronosphere report</span></a>:
<p></p>
<ul>
<li>59% of orgs feel “very confident” in production readinesses, but almost 25% encounter downtime during releases.</li>
<li>>92% monitor apps frequently or continuously, but many still report limited visibility. </li>
</ul>
<p>Find out what's going wrong (and right) by grabbing a copy of <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fchronosphere.io%2Fresource%2Funveiling-the-landscape-of-day-1-release-readiness-in-cloud-native-ci-cd%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/4/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/Qi5qB3cC-axirD6n0dbpLsbYOhVjUnfwQLGIIEOvOSs=436" rel="noopener noreferrer nofollow" target="_blank"><span><em>Unveiling the Landscape of Day 1: Release Readiness in Cloud-Native CI/CD</em></span></a>. This report looks at recent survey data to show how orgs are preparing for day 1 -- with practical advice on how to prepare your apps, infrastructure, and processes for Day 1 success.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fchronosphere.io%2Fresource%2Funveiling-the-landscape-of-day-1-release-readiness-in-cloud-native-ci-cd%2F%3Futm_source=tldr-devops%26utm_medium=newsletter/5/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/30b1Dw4uEaFP1pXbPiuL0dwSOsGxa_A8oyFl0V5CP_s=436" rel="noopener noreferrer nofollow" target="_blank"><span>⬇️ Download the eBook</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;">📱</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%2Fcoredns.io%2F2025%2F12%2F08%2Fcoredns-1.13.2-release%2F%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/TMkkCJuLjsjUcoW6R_woeoEhf9p04_LCZEJlAMnvG6c=436">
<span>
<strong>CoreDNS-1.13.2 Release (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The new CoreDNS release introduces initial DoH3 support, core performance and stability fixes, and plugin improvements across forwarding, GeoIP, cache, and orchestration integrations. GeoIP has deprecated returning 0,0 for missing coordinates, switching to empty values in the next release.
</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%2Fblog.exe.dev%2Fmeet-exe.dev%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/e0JXi5AiRS_FGmdLYDfbXqKnC7ZkWLG49PzAWeY8aL4=436">
<span>
<strong>Meet exe.dev, modern VMs (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
exe.dev is launching a public developer preview of a VM hosting service that lets users spin up many real, fast-starting Ubuntu VMs via an SSH-based API, sharing a fixed CPU/RAM budget across as many VMs as they want. The platform focuses on private-by-default, persistent, agent-friendly VMs with sub-second startup and no per-VM marginal cost, aiming to make running lots of small tools and agents frictionless.
</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;">🚀</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%2Fwww.cncf.io%2Fblog%2F2025%2F12%2F15%2Fbuilding-platforms-using-kro-for-composition%2F%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/S01N5DbM-BkybyryiXKLxbFktAMNIbpUvMefl_8tdzI=436">
<span>
<strong>Building platforms using kro for composition (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Kube Resource Orchestrator (kro) has been integrated into Amazon's new EKS capabilities, signaling major cloud provider recognition of its potential to simplify Kubernetes-native resource grouping for platform engineers. The powerful mechanism abstracts complex Kubernetes objects through ResourceGraphDefinitions, enhancing composition while integrating with broader orchestration frameworks.
</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.databricks.com%2Fblog%2Fmachine-learning-engineering-complete-guide-building-production-ml-systems%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/lqfrA87G1qPribv66_uP7PUFJBGQR3P17hUgHFR5ixs=436">
<span>
<strong>Machine Learning Engineering: Complete Guide to Building Production ML Systems (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Machine Learning Engineering (MLE) has emerged as a critical and highly lucrative field, serving as the essential bridge between data science research and the deployment of production-grade artificial intelligence systems at scale. This in-demand role requires a diverse skill set encompassing programming, ML algorithms, and data engineering, all guided by a proven methodology to ensure successful and maintainable solutions.
</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%2Fentropicthoughts.com%2Fsystem-observability-metrics-sampling-tracing%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/kMuI_VSKzcBi3bfrBfEaGorpRvKSBmqs9iHnOyE6cH4=436">
<span>
<strong>System Observability: Metrics, Sampling, and Tracing (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Whole-system observability using metrics and sampling is cheap and effective for capacity planning and fault detection, but it cannot explain what happens inside individual operations. Per-process tracing provides exact timelines needed to identify and prioritize the highest-ROI optimizations, and can be implemented efficiently using techniques like leveraging early-exit syscall paths to correlate application events with system traces.
</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;">🧑💻</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%2Fmomentic.ai%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr12172025/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/ql6xxT5z1uQjqlubQt0aVkzxpSSgKTWuejgy7azduhY=436">
<span>
<strong>Don't let testing be the bottleneck in an AI world (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
As AI speeds up development, brittle test suites slow teams down. Momentic turns real user flows into reliable automation in minutes, so your team can focus on shipping. See how Notion, Webflow, and Quora use it in production, and <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmomentic.ai%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr12172025/2/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/pfkvE1-_weAXJ4vWhz8-2AtvXolID5nFgdMfWh6K08A=436" rel="noopener noreferrer nofollow" target="_blank"><span>get a custom demo</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%2Ftopoteretes%2Fcognee%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/yb2biyoRnyjXwMBWRWNBVwkUmnh2in56WV1Cou4ZBGc=436">
<span>
<strong>Cognee (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cognee is an open-source platform designed to create persistent and dynamic AI memory for agents, replacing RAG with scalable ECL (Extract, Cognify, and Load) pipelines. It achieves this by combining vector search with graph databases, making data both searchable by meaning and connected by relationships.
</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%2FMoonshotAI%2Fkimi-cli%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/ByJze6QuYzsYCRv-l1f2CMDDN2NMFvfxG4-z111LHNM=436">
<span>
<strong>Kimi CLI (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Kimi CLI, a new command-line interface agent for software development and terminal operations, has been released in technical preview. This Python package, installable via `uv`, functions as both a coding agent and a shell, offering integrations with ACP-compatible editors like Zed and JetBrains, as well as Zsh.
</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;">🎁</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%2Fthenewstack.io%2Fkubernetes-gpu-management-just-got-a-major-upgrade%2F%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/yLM_-pYG7Hen9aBmLmVmqie1FztretcdODQJnHV5y10=436">
<span>
<strong>Kubernetes GPU Management Just Got a Major Upgrade (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Kubernetes 1.34 adds dynamic resource allocation, enabling precise GPU and accelerator requests beyond simple counts. An upcoming workload abstraction aims to coordinate multinode AI pods with all-or-nothing scheduling, reshaping how complex AI workloads are deployed.
</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%2Fazure.microsoft.com%2Fen-us%2Fblog%2Fmicrosofts-commitment-to-supporting-cloud-infrastructure-demand-in-the-united-states%2F%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/RXkvVXjpYqfsPxSGvsX28JjeJNUcdkpHaxYn4YL1DOc=436">
<span>
<strong>Microsoft's commitment to supporting cloud infrastructure demand in the United States (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Microsoft has announced major US cloud infrastructure expansions to meet growing cloud and AI demand, including a new East US 3 Azure region in the Atlanta area opening in early 2027, expanded Availability Zones across multiple existing regions through 2026–2027, and increased capacity for commercial and government customers with a focus on resiliency, sustainability, and secure, compliant architectures.
</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.databricks.com%2Fblog%2Fai-etl-how-artificial-intelligence-automates-data-pipelines%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/3e-16gruS6-_4VPq-6fOdBA7QvrSq3S9onFKvqq9L7o=436">
<span>
<strong>AI ETL: How Artificial Intelligence Automates Data Pipelines (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI ETL platforms are automating data integration, leveraging machine learning to dynamically map schemas, transform data, and detect quality issues. This significantly overcomes traditional ETL's struggles with complex unstructured data and schema evolution by automatically adapting to changing conditions and optimizing performance.
</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;">⚡</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.qualitylogic.com%2Ftesting-services%2Ftest-automation%2Ftestnitro%2F%3Futm_campaign=31174734-TLDR%26utm_source=email%26utm_medium=tldr%26utm_content=TLDR/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/BYF8jCkOC1U7qrVQ19CfW0fEmwxbDNFM_gv-CdlaefI=436">
<span>
<strong>Get 100% automatable coverage in weeks from human engineers with QualityLogic (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
TestNitro is a fully managed service that delivers 100% automatable coverage in weeks — with only human-verified bugs reported. Get 15x faster scripting without AI-washing. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qualitylogic.com%2Ftesting-services%2Ftest-automation%2Ftestnitro%2F%3Futm_campaign=31174734-TLDR%26utm_source=email%26utm_medium=tldr%26utm_content=TLDR/2/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/OtXX4HGUXFblJd5Zr7HTgciQxTlOw_JO9F0BFLCzSE0=436" rel="noopener noreferrer nofollow" target="_blank"><span>Start here</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%2Fcloud.google.com%2Fblog%2Fproducts%2Fcontainers-kubernetes%2Fgke-and-kubernetes-at-kubecon-2025%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/v8jrHXCVR6Q2gyh5UAqlrBSafHs5QOlrWdlNxzNoJZo=436">
<span>
<strong>GKE: From containers to agents, the unified platform for every modern workload (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google is celebrating GKE's 10th anniversary by advancing Kubernetes for AI and agentic workloads with Agent Sandbox, massive scale up to 130,000 nodes, faster autoscaling, and optimized inference.
</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.docker.com%2Fblog%2Faws-reinvent-kiro-docker-sandboxes-mcp-catalog%2F%3Futm_source=tldrdevops/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/QlDA8RsO2DadPRwDtCZyqvuvKyDomQngf6MP1_Heiu4=436">
<span>
<strong>Highlights from AWS re:Invent: Supercharging Kiro with Docker Sandboxes and MCP Catalog (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Docker Sandboxes and the MCP Toolkit can run AI agents like Kiro in isolated containers, preventing access to host files and credentials while enabling safe code changes, testing, and tool use.
</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%2F10/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/BpK-bJGnrrKpvln0f7gGn9d4tMX2b7WWBsMkR8vy0DU=436" 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%2F10/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/319rKYQYHxeOSfqnk_mbIwgAKPbAQGfy5hA_LA94UNo=436" 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? 📰
</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/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/rdTgusu4b4er2OZGJDArf7S8462mj1tMaYYVIZ3Rw-w=436"><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? 💼
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/VpEVtu0HHF1DG7eJoxqzxUJN55TBF3HcM7Dpl2r5fas=436" 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-d3e165357871/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/8xdawi5HtkXKA4Uh4DVmuZK-syGKYCVrQEdwadwiKOk=436" 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/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/cLdfGWgBKzeSWxG4tBfw8XN6LkRggQpdwJnx-CvrTU8=436" 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/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/_hGr9BTjO8O8cKj8-6VK5_DkCXfJBlUO1FecWiTFwmY=436"><span>Kunal Desai</span></a> & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fmartin-hauskrecht%2F/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/UDZESbCywxa5h7MeMz_WYrgMg88koO9OGEtzRWwnMIs=436"><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/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/yuOExVlfuA9Gnzz8OVNbYOTXa17G5TyVNWaQytvkIOM=436">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=6112a1e4-db2e-11f0-85ec-8fc694fda788%26pt=campaign%26pv=4%26spa=1765972875%26t=1765974138%26s=f1e19d0baeb29b5713fe69afd03e7bb0a225d740ad5de60c465b1bd4d51323b3/1/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/hrsC69KcC0DexUrI6Ax0uMsAA2eeGPAkHLJhJsHweR0=436">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/CI0/0100019b2c42df05-83520c07-0c05-4f45-bccd-60cef6902a54-000000/u-U235im3fgdY21UKdHpNGaR3seR2I-nZ5ztuQy-gqE=436" style="display: none; width: 1px; height: 1px;">
</body></html>