<!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 Dev</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;">When Vimeo built LLM-powered subtitle translation, they hit a counterintuitive bug: the AI would merge fragmented speech into one clean sentence </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%2Fdev%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/8-g79NP6LcaPZia7qjfLQ8UixBE-Ah8vRDwMDhzr_io=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=tldrdev%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/ylX84PbhJNIiqs8XgIxpQ7fLAgexnnGQThzhmZJPBbc=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=156b9020-84b7-11f0-a976-55fc1d40139c%26p=ccc8ce68-1e95-11f1-abed-db3dc6ca4de2%26pt=campaign%26t=1773400142%26s=f5c1b5862f0b97e152243116cb81da6d9d7973897ebd9215cb4463b41508e0c2/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/rjFdXonigLOq_8zHaM5OUfWUOjeasyP3sseerP3QIoU=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%2Fyou.com%2Fresources%2Fai-use-cases%3Futm_campaign=34319961-TLDR_tech_Q1%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_primary_3.13%26utm_content=tldrtech_primary_3.13/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/69SpnJBg7ygQlalTro8gGmZQZ0zr0EcISpldrVjQaak=448"><img src="https://images.tldr.tech/you.com.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="You.com"></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 Dev <span id="date">2026-03-13</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%2Fyou.com%2Fresources%2Fai-use-cases%3Futm_campaign=34319961-TLDR_tech_Q1%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_primary_3.13%26utm_content=tldrtech_primary_3.13/2/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/gbo2WNVV9bg7AM46stZ8ABYFmLrnPkX_b9WnP9LtHB4=448">
<span>
<strong>The 5-Step Playbook for Unlocking the Value of AI (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI is all the rage, but are you really using it to your advantage? <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fyou.com%2Fresources%2Fai-use-cases%3Futm_campaign=34319961-TLDR_tech_Q1%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_primary_3.13%26utm_content=tldrtech_primary_3.13/3/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/_UHI2D62LtMNvQRLer6xgs9EaccvKcpPBXQErmxbAf8=448" rel="noopener noreferrer nofollow" target="_blank"><span>This practical guide</span></a> from <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fabout.you.com%2Fai-use-cases%3Futm_campaign=34319961-TLDR_tech_Q1%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_primary_1.12%26utm_content=tldrtech_primary_1.12/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/3ysQgb2QcIl6bJeZs8f-5F1KSp2TGfdOJb8YI_naYxE=448" rel="noopener noreferrer nofollow" target="_blank"><span>You.com</span></a> guides you through the process of identifying and prioritizing opportunities where AI can best serve your org. Explore where AI can drive the most impact in your organization, both internally and externally.
<p></p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fyou.com%2Fresources%2Fai-use-cases%3Futm_campaign=34319961-TLDR_tech_Q1%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_primary_3.13%26utm_content=tldrtech_primary_3.13/4/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/ahz33bYaLurCtsRRiXD8DXUL1fr8MG8ADtB1ZIMvDSM=448" rel="noopener noreferrer nofollow" target="_blank"><span>Learn more with this AI Use Case Discovery Guide.</span></a>
</p>
</span></span></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 10px 10px 0px;">
<div class="text-block" style="border: 2px solid red; border-radius: 10px; padding: 0 10px;">
<p><strong><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Fdev%2Fstay-subscribed%3Fem=silk.theater.56%2540fwdnl.com/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/moedzSCddK2Owi04N6SjyG_-Ids9iR7fXkxq6fR7nMY=448">Click here to remain a subscriber</a> </strong></p>
<p>Clicking on newsletter links is the best way for us to know you are reading TLDR Dev.
</p>
<p>Please click <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Fdev%2Fstay-subscribed%3Fem=silk.theater.56%2540fwdnl.com/2/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/4Kk4qCWQpaepg5DAgmSmn0y9V4V3E4OIK7zcH2YqgFo=448">this link</a> to remain a subscriber otherwise we will automatically unsubscribe you within 30 days.</p>
<p></p>
</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>Articles & 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%2Fblog.bytebytego.com%2Fp%2Fhow-vimeo-implemented-ai-powered%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/_GYmZcF8w5duy80UqIJlawowN_WOXfLgFpZObhzXJXA=448">
<span>
<strong>How Vimeo Implemented AI-Powered Subtitles (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
When Vimeo built LLM-powered subtitle translation, they hit a counterintuitive bug: the AI would merge fragmented speech into one clean sentence, leaving empty time slots and blank screens mid-video. The fix was splitting the pipeline into three phases: chunk the source into logical thoughts, translate freely with no structural constraints, then use a separate LLM call just to remap the translated text back into the correct number of timed lines.
</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%2Fduckdb.org%2F2026%2F03%2F11%2Fbig-data-on-the-cheapest-macbook%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/YS9H-CnPgfZrpPGGZEN2pq97SbeD5PVBi-qj9ijwzaY=448">
<span>
<strong>Big Data on the Cheapest MacBook (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The new entry-level MacBook Neo's performance on database workloads using ClickBench and TPC-DS is quite good. On ClickBench, the MacBook Neo outperformed cloud instances in cold runs due to its local SSD and held its own against a mid-range cloud instance in hot runs despite limited resources. It was also able to complete the more complex TPC-DS SF300 benchmark.
</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%2Fengineering.monday.com%2Fchaos-engineering-practices-to-increase-confidence-and-reliability%2F%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/DqIDTJacRM_ME_NDtACmIU8fM6jcgkKEwB8TLrgX-h4=448">
<span>
<strong>Chaos Engineering Practices to Increase Confidence and Reliability (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Instead of hoping random failures expose weaknesses, the Monday team injects controlled failures in staging, such as network partitions, pod kills, and DNS outages. This practice paid off fast, as what they thought was a working circuit breaker actually hung for 30 seconds and crashed under a simulated network partition, which was caught and fixed the same day.
</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 & Advice</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%2Fsimonwillison.net%2Fguides%2Fagentic-engineering-patterns%2Fbetter-code%2F%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/6uWG3z-rCcXbxypw0aZv453nBE-Ob-3pzr9cLOKc7nY=448">
<span>
<strong>AI should help us produce better code (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
While some developers fear AI will degrade code quality, coding agents can actually improve it by proactively addressing technical debt. Agents are great at handling time-consuming refactoring tasks, making it affordable to eliminate minor code smells and architectural inconveniences. Furthermore, AI tools allow developers to explore more options before finalizing designs.
</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.nix-ci.com%2Fpost%2F2026-02-05_the-purpose-of-ci-is-to-fail%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/v0yOQgfav2dftNu_sB6Hs41Gvg8UXgztyZUcQgY2G4I=448">
<span>
<strong>The purpose of Continuous Integration is to fail (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The true purpose and value of Continuous Integration (CI) is in its ability to fail, not to pass. CI acts as a safety net, identifying developer mistakes early in the feedback loop, which prevents faulty code from reaching deployment and incurring greater costs. Conversely, passing CI merely adds overhead without providing new value.
</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%2Fnikogura.com%2FDatabaseDesign.html%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/1xO8Ro0glxiXznERpbhnWQWEpmLPMSygMCDzJcC25CQ=448">
<span>
<strong>“Design Me a Highly Resilient Database” (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Interview questions that ask candidates to "design a highly resilient database" without providing any context are pointless. For example, database resilience is entirely dependent on specific product requirements, such as data type, consistency needs (e.g., ACID for finance vs. eventual for IoT), and acceptable failure modes. Every database involves inherent tradeoffs.
</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>Launches & 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%2Fwww.svix.com%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr_2026-03-13%26utm_content=home/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/Smvvk-WyEAeVGLRRBSpDvYsaKUyruGBhjNsdcUj9EIM=448">
<span>
<strong>Webhook scaling challenges? Svix has you covered. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Dropped events. Endless retries. Customer complaints.<p></p><p>❌ Running webhooks at scale eventually turns into an infrastructure nightmare.</p><p>✅ Svix handles delivery, retries, monitoring, security, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.svix.com%2Fapplication-portal%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr_2026-03-13%26utm_content=portal/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/3dVCPHcQhIXiYITpTvtWZElJa8mB7eDlZR_jPL0QnBE=448" rel="noopener noreferrer nofollow" target="_blank"><span>embeddable self-serve UI</span></a>, and everything else you need for webhooks your customers can rely on. </p>
<p>👉 <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.svix.com%2Fcustomers%2Freplicate%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr_2026-03-13%26utm_content=replicate/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/izBeGyw4f48jv29xnOvkNKGhn0fbp3RNS5dWLA6vaIA=448" rel="noopener noreferrer nofollow" target="_blank"><span>See why Replicate upgraded</span></a>.
</p>
</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%2Funderstudy-ai%2Funderstudy%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/EnhiqMau1I9o9g13veoS_68OGl9hWdjgka-poZPbAk8=448">
<span>
<strong>Understudy (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Understudy is a teachable AI desktop agent designed to operate a computer like a human colleague, learning tasks by demonstration. It extracts intent rather than just coordinates, interacting across the GUI, browser, shell, and other tools without requiring API integrations.
</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%2Fobsessiondb%2Frudel%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/z-OK8mDjGsiqlwBWOKT-OzLiiAzq5H0PupcMJPmenL0=448">
<span>
<strong>Rudel (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Rudel is an analytics dashboard designed for Claude Code sessions, offering insights into token usage, session duration, activity patterns, and model usage. This collected data includes comprehensive session details such as full prompt and response content, user/organization IDs, project paths, and Git context.
</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%2Fentropicthoughts.com%2Fno-swe-bench-improvement%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/c_CTWM7ryXW5e57Desk8PAgOXtN36FiebSbQ_bhde1Q=448">
<span>
<strong>Are LLMs not getting better? (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
LLMs aren't continuously improving their programming abilities necessarily. LLM performance has gotten worse under the stricter criterion compared to the typical benchmarks. Statistical analysis of merge rates since early 2025 suggests a constant or piecewise constant trend, rather than a linear upward slope, indicating a stagnation in capability for over a year.
</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.engadget.com%2Fai%2F13-hour-aws-outage-reportedly-caused-by-amazons-own-ai-tools-170930190.html%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/fWzYlsB1Pjl_Qc7dvmLGTpAyYo9U0_AymCIbyuS2CgE=448">
<span>
<strong>13-hour AWS outage reportedly caused by Amazon's own AI tools (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Amazon's own AI coding tool, Kiro, reportedly caused a 13-hour AWS outage in December after it autonomously decided to delete and recreate an environment. Amazon is calling it a user error due to misconfigured access controls, and says the same thing could've happened with any tool. However, multiple AWS employees told the Financial Times it was at least the second time Kiro had caused a disruption recently.
</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%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-602d30e5001e/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/EuMW_v1POwGEQUe4X9NWkq3okDLh66aEQJsfN-WZ_WA=448"><span><strong>TLDR is hiring a Senior Software Engineer, Applied AI ($250k-$350k, Fully Remote)</strong></span></a><br><br><span style="font-family: ;">As the first engineer on TLDR's new Applied AI team, you'll build AI agents and composable Claude Skills to let non-technical teammates create their own AI workflows. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-602d30e5001e/2/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/qvOuygMEVqic03FEpC9fa9clwLl85h35NEar24RUG94=448" rel="noopener noreferrer" target="_blank"><span>Learn more</span></a>.<br></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%2Faminrj.com%2Fposts%2Frag-document-poisoning%2F%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/BELMUuSBkLHGWv4F4NWIZ9AZJTEdZUq_ooeRJyF0OsQ=448">
<span>
<strong>Document Poisoning in RAG Systems: How Attackers Corrupt Your AI's Sources (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Knowledge base poisoning can easily corrupt RAG systems into confidently reporting fabricated data.
</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%2Fonecli%2Fonecli%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/T0uXu4RhQO1WVFjJbeRbt6l-X8Wq3kn25mPcAGXfKlA=448">
<span>
<strong>OneCLI (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OneCLI is an open-source credential vault and gateway that transparently injects API keys for AI agents, allowing them to access services without directly handling sensitive secrets.
</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.markround.com%2Fblog%2F2026%2F03%2F05%2Freturning-to-rails-in-2026%2F%3Futm_source=tldrdev/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/6QvjtQRG_OPm8vOVjVShiDukq-K4fTGajTez_7b5sK8=448">
<span>
<strong>Returning To Rails in 2026 (32 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Modern Rails 8 has an enjoyable, efficient workflow, with a "no-build" frontend, integrated backend solutions, and easy deployment.
</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%2Flinks.tldrnewsletter.com%2Fz7HxDx/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/TtZbSIUsi9XWc9-Ff_HgzMja5Wg3cHb546utznmBSHA=448">
<span>
<strong>AI is great at writing code. It's terrible at making decisions (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
While AI is great at generating functional code, it lacks the engineering judgment needed for architectural decision-making, which is the true challenge in having maintainable software systems.
</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%2F8770c80a%2F3/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/SwB8xsZRigeazCQdbhbqFFtaImHH9Hw-kaX0llq4pvw=448" style="color: #464ba4; text-decoration: underline;">https://refer.tldr.tech/8770c80a/3</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_7383e7653c81%2F3/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/XRVItqAvtVfaI3ti-OFLKCttqt6O2mAjiIn3RnPm5wo=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? 📰
</p>
<div class="text-block" style="margin-top: 10px;">
If your company is interested in reaching an audience of web developers and engineering decision makers, you may want to <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldrdev%26utm_medium=newsletter%26utm_campaign=advertisecta/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/dmYbXnqUiXwbHudSAYoYD3-WHE3QW33Z3XyCpMAEvQ4=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? 💼
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/U028DL6febJbAdhFtjvIWrctWtXrQhxUGCFgEjNNGkk=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-d3e165357871/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/ZdITgKwwagptLkYzebur4eMWoCggBpNiQWmedRbwipw=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/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/Iu3kL4gMJrP_iOeSKPTEZDP_0o81FHD5NCSUKWKzrCs=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>
<span>Priyam Mohanty</span>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fxu-jenny%2F/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/QhM0ciW6wb7fGQAcHlfBAihf7K7UDLyB2fwqaJzkcHY=448"><span>Jenny Xu</span></a> & <span>Ceora Ford</span>
<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%2Fdev%2Fmanage%3Femail=silk.theater.56%2540fwdnl.com/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/1U48hXWBZ0t__8Ugfoi4mRBFutvWVvB5ksBPalEj6bE=448">Manage your subscriptions</a> to our other newsletters on tech, startups, and programming. Or if TLDR Dev isn't for you, please <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Funsubscribe%3Fep=1%26l=e8d201ca-3e93-11ed-9a32-0241b9615763%26lc=156b9020-84b7-11f0-a976-55fc1d40139c%26p=ccc8ce68-1e95-11f1-abed-db3dc6ca4de2%26pt=campaign%26pv=4%26spa=1773399724%26t=1773400142%26s=a75fa6608346919444faac3204b72a4a866419fe8144b032c447ed66edbbc3fb/1/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/gCVjVMDia04cM158ohDfT9fySSq1ywdpnwcUMmQI4lw=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/CI0/0100019ce6e2b362-9781aa8b-28c3-4dc1-b513-8e8a9e136646-000000/dnl23Lr_O-vnAQ6dvxVP2p2faaoxoxAMC1El_zETVqo=448" style="display: none; width: 1px; height: 1px;">
</body></html>