<!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;">βBulletproof" React components are designed to withstand the "hostile" real-world conditions beyond the typical happy path β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β </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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/YSS71g3yBixnU-MIO4VuW4rMlAyPrdLHbvVE538_P9A=444" 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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/u_pI2t4YNwAG44IBhxp75NTvjlr8y-KbP0Wg4mNgSyg=444" 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=925fcab2-0bec-11f1-9cf7-3df07ea8246d%26pt=campaign%26t=1771330085%26s=fd3db3cc9e467b1d2e36b97b883212e34b52bfd0bf4fbcec86a3799ae193cc03/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/qsyjbNOgz8m-LI95QlgCOOBVxIuzNrEIMaBvg2rEnAM=444"><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="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Frecall.ai%2Ftldr/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/DOWuuWyAndHdh-kT8ymdzlVK7CvDyCHaZn6pU1TqGF4=444"><img src="https://images.tldr.tech/recall.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Recall"></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">2026-02-17</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="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Frecall.ai%2Ftldr/2/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/SuW2yrUxNoNiRWWeNAJX9ZUs5Z6-VFveKasRVi2gCLA=444">
<span>
<strong>Why is there always a meeting bot in your Zoom call? (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Blame <a href="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Frecall.ai%2Ftldr/3/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/C1W90uoSYKpuFNKfQtKRXQTmY_S2hOTK4jlAAMs9Mrs=444" rel="noopener noreferrer nofollow" target="_blank"><span>Recall.ai</span></a>.
<p></p>
<p>They secretly power every meeting bot and desktop recording app, from Cluely to Hubspot to Clickup.</p>
<p><a href="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Frecall.ai%2Ftldr/4/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/ikpZagXri76p1eVkE2G5tWhO6ZASo_h5MGwy3JyaQvc=444" rel="noopener noreferrer nofollow" target="_blank"><span>Recall.ai</span></a> handles the hard part: getting clean recordings, transcripts, and metadata across Zoom, Google Meet, Microsoft Teams, in-person meetings, and more - so developers don't have to.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.recall.ai%2Ftldr/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/rEgywxvh-kYaRtgk7GlITDlyUCexMtAzanuGNMsDQqk=444" rel="noopener noreferrer nofollow" target="_blank"><span>β Get started with $100 in free credits</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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/Jh6TSqltfDMHEvhd0-hnCLMqoIj2XHJzH4Pp-uXjWiA=444">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/2/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/--YOWftJuwr8fLuv1agzb2FiVR7hDlRxN6nLpj-oSP0=444">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;">π§βπ»</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%2Fshud.in%2Fthoughts%2Fbuild-bulletproof-react-components%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/qLSfExvZJrqiuH1Sayj4Zuk3IGLMUDTtNU1XSyOx2zY=444">
<span>
<strong>Building Bulletproof React Components (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
βBulletproof" React components are designed to withstand the "hostile" real-world conditions beyond the typical happy path. Fragile components often break when encountering challenges like server rendering, hydration, multiple instances, or concurrent execution. There are various ways of making React components server-proof, hydration-proof, instance-proof, and composition-proof.
</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%2F0byte.io%2Farticles%2Fpytorch_introduction.html%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/CS2wDPr4QcF3LicsNenMjiQ1D0g1vcjnBcPjyzVzcBk=444">
<span>
<strong>Intro to PyTorch (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
PyTorch is a popular deep learning framework by Meta AI. This visual learning guide begins by explaining tensors as its fundamental data type for numerically representing diverse data like text and images, detailing their initialization and mathematical operations. It then goes into Autograd, PyTorch's engine for automatic differentiation, which efficiently calculates gradients essential for neural network optimization via algorithms like gradient descent.
</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;">π§ </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%2Fadatosystems.com%2F2026%2F02%2F16%2Fblog-how-not-to-answer-the-salary-question%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/KT2js6wllSjD5IQonOCL8U16gRgUa2nVD-rHMEbgo2g=444">
<span>
<strong>How NOT to Answer the Salary Question (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Job seekers should avoid answering the salary question too early in the interview process. Discussing salary before understanding the full job responsibilities and benefits is unhelpful for both parties and can lead to being undervalued. Candidates should deflect the question by focusing on industry-standard ranges, the comprehensive benefits package, or the detailed nature of the role itself.
</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%2Fbitsandbytes.dev%2Fposts%2Fcomponents-will-kill-pages%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/EXR4iO61tVVDNeHEa-WCJG4WuYzA7jn42V_524Zeba4=444">
<span>
<strong>Components Will Kill Pages (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI chat is replacing the need to click through websites, so instead of building page flows, companies should build component libraries that AI can understand and render inline. For example, Cloudflare can show you an interactive workflow diagram right inside ChatGPT.
</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;">π</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%2Fgo.clerk.com%2FRrWprFl%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/tcdLOvcq_73cyhY-Qe1C9cVNxEaDiNSysgF2phrv9hM=444">
<span>
<strong>Clerk's new pricing: 50,000 MRUs free (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
First major pricing update since 2023. Free tier now covers 50,000 monthly retained users (up from 10,000 MAUs), MFA included in Pro at $20/mo, and unlimited apps on every plan. Automatic volume discounts as you scale.<p></p><p><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%2Fgo.clerk.com%2FRrWprFl/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/DfnTKCpZXr_uu4e5Dr9Hnbq9qm7qDwVbngbX3lPkVng=444" rel="noopener noreferrer nofollow" target="_blank"><span>See the new plans</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%2Fmodern-css.com%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/pvLFmW9_nQ2GvkKU_iHeLWZM6osZSgx0KC8OrsgYLGo=444">
<span>
<strong>Modern CSS (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Modern CSS is a resource dedicated to updating developers on modern CSS practices, urging them to abandon outdated hacks from 2015. It shows modern, native CSS solutions side-by-side with the older, often JavaScript-reliant techniques they replace. The site covers a wide range of common challenges, including layout, form validation, animations, color management, and workflow improvements.
</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%2Fwebmachinelearning.github.io%2Fwebmcp%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/uKdz3E40XSJrivN_BTQoHxzfeDAS6_IYZetm2OjXFxI=444">
<span>
<strong>WebMCP (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The WebMCP API is a new JavaScript interface that enables web apps to expose their functionality as "tools" for AI agents. Web developers can register these tools, which are JavaScript functions with natural language descriptions and structured schemas, through a ModelContext interface. This allows various agents, including LLM-based AI platforms, browser agents, and assistive technologies, to invoke client-side web application logic.
</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%2F2026%2FFeb%2F17%2Fchartroom-and-datasette-showboat%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/cTgnYCFc0eJ3OdEQynpcNixubb0G02zah9fFEzF6HJk=444">
<span>
<strong>Two new Showboat tools: Chartroom and datasette-showboat (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Chartroom and datasette-showboat expand the capabilities of a CLI tool, Showboat, which assists coding agents in creating Markdown documents to demonstrate their code. datasette-showboat enables Showboat's new remote publishing feature, allowing incremental updates of documents to a Datasette instance for real-time viewing, addressing the previous delay in seeing agent-generated content. Chartroom is a CLI charting tool designed for coding agents to easily generate and embed various chart types, such as bar, line, and scatter graphs, with alt text directly into Showboat documents.
</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;">π</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%2Fblog.comma.ai%2Fdatacenter%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/EO9rgcOelBEZIau1uxzLmB0yHCg26_dG_S1t91rukeg=444">
<span>
<strong>Owning a $5M data center (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Comma.ai built its own $5M data center instead of using the cloud and estimates it saved $20M+ by doing it. Its 600 GPUs and 4PB of storage are cooled by big fans and San Diego air, all maintained by just a couple of engineers. The philosophy is that owning your compute forces better engineering.
</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%2Fom.co%2F2026%2F02%2F16%2Fsam-claws-attention-back-openai%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/p9I-HffRrYJa5UWocEWn9-zZwsRbFup8sKJhb0iF0BE=444">
<span>
<strong>Sam βClawsβ Attention Back OpenAI (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI has hired Peter Steinberger, the developer behind the viral AI agent OpenClaw. This acquisition aims to revitalize OpenAI's coding tools and reclaim developer mindshare from rivals like Anthropic by focusing on practical, "embedded intelligence" agents. The hiring also provides OpenAI with a new narrative for investors about personal autonomous agents, while simultaneously being a win over competitors Meta and Anthropic.
</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%2Falexwlchan.net%2F2025%2Fhard-problems-in-social-media-archiving%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/QTGYYsa764gP76AacpaZhAwWRbOdLeKq3lvN8nXwkSc=444">
<span>
<strong>Hard problems in social media archiving (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Institutions face challenges in archiving social media, which differ greatly from individual efforts. Some difficulties include the overwhelming scale of content, the struggle to preserve private or ephemeral media, and capturing the dynamic user experience and opaque algorithms.
</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;">β‘</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%2Fblog.dmcc.io%2Fjournal%2F2026-bluetooth-privacy-bluehood%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/zRt-6NBOJRaeQF3MJQuGEt6oP3MlBqJqd5rrPstDxxU=444">
<span>
<strong>What Your Bluetooth Devices Reveal About You (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Widely enabled Bluetooth devices continuously broadcast signals that passively expose a surprising amount of personal metadata and presence patterns.
</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%2Fnotnotp.com%2Fnotes%2Fuse-protocols-not-services%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/YlDtTZ1NZvpmmtetSxBYksRmPmJ_6hH6PAwOCOynaT4=444">
<span>
<strong>Use Protocols, Not Services (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Using decentralized communication protocols instead of centralized services is essential to protect user privacy.
</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.greaterwrong.com%2Fposts%2F9LC88vvtw4vRkheyr%2Fwhat-to-do-if-you-take-agi-seriously-2%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/XWgVlRA2NsC_DsmjP4Rk3cNObGkxSoDQvWiVDxOHtvA=444">
<span>
<strong>What to Do If You Take AGI Seriously (27 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI's progress, fastest where correctness is cheaply verifiable, demands strategic adaptation to navigate economic shifts, mitigate profound risks, and leverage its potential.
</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%2Fusing-ai-to-shift-e2e-test-maintenance-left%2F%3Futm_source=tldrdev/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/5WF3C-_kNAqXgFjg9gQL6Q40rvW7_JvWQnEv3wEM1M4=444">
<span>
<strong>Using AI to Shift E2E Test Maintenance Left (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Monday.com engineers developed an AI system that analyzes E2E test failures during code review to provide contextual explanations tied to pull request changes.
</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%2F3/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/mFxRzOdXgk2THPfS2g_CVScZQ6zSflgLGNGwWHM3KuA=444" 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%2F3/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/GGk0hOGFOrVzRxWv7KDO-Shpis48G9wTO1VB5lpYb1Y=444" 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? π°
</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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/y1jSRd8_s4kBD84vXHiZKXBxhMj9PRH-DOY1jmCxJmU=444"><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? πΌ
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/_aM-uJitdJeWoIziGblDt9GY7apjpZyl_PcCXYp89Lo=444" 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-d3e165357871/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/RgfUzn2L2FzUBaNNMyadd8B6rHyLZs4vDtqqRcX69Ko=444" 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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/g8qeWRpz5YmhJg3ErZ5fHLq3uAgVJqPEpzj1lj6Y2w4=444" 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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/LEkuLXLg5FGsrYJdNXuCYZZtMkm1dsZ3nhKeK1-fpBY=444"><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/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/zS0s0QGUXjK0hstSbfzqILM9t8bfGlveYFHAdnNN6pY=444">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=925fcab2-0bec-11f1-9cf7-3df07ea8246d%26pt=campaign%26pv=4%26spa=1771329700%26t=1771330085%26s=dd3774c39258ee53b61e67ba7dcffcb2ce29c908a47793578e1b477b6ef9d816/1/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/uou5vDMkzx8bxpUr46ZO3oXpIziCvgDlHYB22Akl6t4=444">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/CI0/0100019c6b80247b-08f85e68-289a-48b5-98b2-8bf78e8449a7-000000/Khkry8rTqgdih8hVcDCWuTgrlRsfhrCCcPYE3-QAN6Y=444" style="display: none; width: 1px; height: 1px;">
</body></html>