<!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;">OpenAI has released GPT-5.4, its most capable and efficient frontier model, now available in ChatGPT, the API, and Codex </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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/5YK1o3KgPb3TVipPRkUsiVaBReoHOwjmLkcqLvBcFTk=447" 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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/OKLCFhV1WVbdSIcfQTIaDMadxdr-o-I5pgXOitdgSUk=447" 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=f11e2f92-1927-11f1-b264-b3a4a91175bb%26pt=campaign%26t=1772798947%26s=589b71962de3e84c34c884a4293880694a9c366678d4e47f411776dab81b683f/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/BN1CA8COTqMmyGMm0fUM2o8N_Gvt3_4g1CWpvurCXt0=447"><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%2Fwww.intrinsic.ai%2Fgo%2Fregister-for-the-ai-for-industry-challenge%3Futm_source=partner-email%26utm_medium=dev_newsletter%26utm_campaign=challenge-2026%26utm_term=TLDR/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/D60OMAVjeaJFFtB0Ybf20j01eKeOPIUlajoNYXjY2SA=447"><img src="https://images.tldr.tech/intrinsic.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Intrinsic"></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">2026-03-06</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%2Fwww.intrinsic.ai%2Fgo%2Fregister-for-the-ai-for-industry-challenge%3Futm_source=partner-email%26utm_medium=dev_newsletter%26utm_campaign=challenge-2026%26utm_term=TLDR/2/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/kAUAJbNgFoh6YrQGVCOGjN21ice5gxs0bo0UXdvsuU0=447">
<span>
<strong>AI for Industry Challenge: Have your AI models reviewed by industry leaders, with $180K in prizes (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.intrinsic.ai%2Fgo%2Fregister-for-the-ai-for-industry-challenge%3Futm_source=partner-email%26utm_medium=dev_newsletter%26utm_campaign=challenge-2026%26utm_term=TLDR/3/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/mLve3bVwc67k6BvoTrOODiY_EzAwS0tFRYQMws61ePE=447" rel="noopener noreferrer nofollow" target="_blank"><span>With registrations open until April 17th</span></a>, will industry leaders from Foxconn, Google DeepMind, Intrinsic, NVIDIA Robotics, Open Robotics, and Universal Robots select your AI model as a finalist in the AI for Industry Challenge?
<p></p>
<p>🧑💻 Help <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.intrinsic.ai%2Fgo%2Fregister-for-the-ai-for-industry-challenge%3Futm_source=partner-email%26utm_medium=dev_newsletter%26utm_campaign=challenge-2026%26utm_term=TLDR/4/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/0FhmcsqGTAeq5J-99MwY3yKOPo_EP4_Z6eU8qi-hr8g=447" rel="noopener noreferrer nofollow" target="_blank"><span>solve the challenge</span></a> of dexterous cable manipulation in electronics assembly</p>
<p>🦾 Access a brand new toolkit with assets for building your cable-insertion model</p>
<p>🤖 Compete for $180K in prizes and a chance to deploy your solution to a robotic workcell at Intrinsic HQ</p>
<p>👉 <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.intrinsic.ai%2Fgo%2Fregister-for-the-ai-for-industry-challenge%3Futm_source=partner-email%26utm_medium=dev_newsletter%26utm_campaign=challenge-2026%26utm_term=TLDR/5/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/3vvIdvzdKh8kS0EVtdxxMwOHCujeqHss9USYc5jak1s=447" rel="noopener noreferrer nofollow" target="_blank"><span>Sign up individually or as a team today</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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/z_TItATMLExRu71zOWDFLZ-FXzmNp8ZYsWEoxASqsWM=447">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/2/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/q0ERf5S38Owaa5fjXzfndCKvrvivI0rcerehVzpUOk4=447">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%2Flinks.tldrnewsletter.com%2FSdtDVC/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/Ij6mQwkrwCfUYaItc74TcZOGLz53IraIJUZw-4njhG4=447">
<span>
<strong>Building reliable AI chat on mobile (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Doctolib found that building AI chat on mobile was much harder than expected. Streaming responses broke React Native's standard scroll patterns, so they open-sourced their own list component to fix it. The main insight was switching snapshot polling for event polling (“what changed since X?”), which eliminated ~80% of wasteful requests and made error states explicit.
</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%2Fjustin.poehnelt.com%2Fposts%2Frewrite-your-cli-for-ai-agents%2F%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/ks-TXaxkNKiSCyZX84LrIeWdc-0UkFoqtVvHnyj6cGI=447">
<span>
<strong>You Need to Rewrite Your CLI for AI Agents (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
CLIs need to be redesigned specifically for AI agents, as their requirements for predictability and defense-in-depth differ a lot from human user needs. Agent-first CLIs should prioritize raw JSON payloads for inputs and offer runtime schema introspection for documentation, and practice context window discipline through field masks and pagination. Good input hardening is necessary to defend against agent hallucinations, alongside explicit documentation to guide agent behavior.
</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%2Fogirardot.writizzy.com%2Fp%2Fgood-software-knows-when-to-stop%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/KhhXjAwu_jkzuDa04GK8HvioOAviulJKdxNr_KoRe5k=447">
<span>
<strong>Good software knows when to stop (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The article sarcastically introduces a scenario where the simple `ls` bash command is replaced by an "AI-Powered Directory Intelligence" tool called `als`, showing the author's point about software overreach. Good software understands its core purpose, knows when to stop adding features, and focuses on continuous improvement within its defined scope.
</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%2Fuphack.io%2Fblog%2Fpost%2Fthe-illusion-of-building%2F%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/7hhY1e6d55UQk_GmFsNwVINktQffzmdVrSqo0XZFmeA=447">
<span>
<strong>The Illusion of Building (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI lowers the cost of producing software that appears to work, leading to confusion between simply building an app and the extensive process of "engineering a system." These superficial creations are like "clay Bugattis," which look real but don't have the underlying engineering for actual functionality, reliability, and scale.
</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%2Fcheckmarx.com%2Fblog%2Fgenai-software-supply-chain-security-gap-why-traditional-appsec-cant-keep-up%2F%3Futm_source=tldr_email%26utm_medium=email%26utm_campaign=tldr_newsletter/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/wWjgfqvGX79HuYvn-qgBrS50nx0GsRaxyyLpy0V9JMY=447">
<span>
<strong>99% of dev teams use AI code assistants. Only 29% have formal AI security controls (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Traditional AppSec relies on scans after commits, but with AI code, that's like checking the locks after the intruder's already inside. Bridge that gap with <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fdev.checkmarx.com%2F%3Futm_source=tldr_email%26utm_medium=email%26utm_campaign=tldr_newsletter/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/0GjM5uzpYgHQF2E9Vx-sRYOLR8Ce7vmu3IhZ9LFR098=447" rel="noopener noreferrer nofollow" target="_blank"><span>real-time security</span></a> that scans generated code as it's written and remediates risk before commit: <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fdev.checkmarx.com%2F%3Futm_source=tldr_email%26utm_medium=email%26utm_campaign=tldr_newsletter/2/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/ZjBladEXIGPV9kwQ0nv7O5CW-uZ6U9sqfbttKPeL1H8=447" rel="noopener noreferrer nofollow" target="_blank"><span>right in the IDE</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%2Flinks.tldrnewsletter.com%2F1EKtMg/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/CPMAjgcraoqkv1IHsA6b5xs46mGafn8m7GPcW8_W6p0=447">
<span>
<strong>Introducing GPT-5.4 (21 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI has released GPT-5.4, its most capable and efficient frontier model designed for professional work, now available in ChatGPT, the API, and Codex. This new version advances reasoning, coding, and agentic workflows, excelling in tasks involving spreadsheets, presentations, and documents with improved accuracy and reduced errors. GPT-5.4 also introduces native computer-use capabilities, allowing agents to operate across applications.
</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%2Fexpo.dev%2Fblog%2Fexpo-router-v55-more-native-navigation-more-powerful-web%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/3WV9rJm6GON8G66oV-7vJuXLoaZ0L5KUOmfjCq1KKnc=447">
<span>
<strong>Expo Router v55: more native navigation, more powerful web (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Expo Router v55 advances its goal of delivering a more native feel to apps while supporting complex web scenarios. The release brings major native UI improvements, including a new Stack API for declarative headers, native tabs, dynamic colors, toolbars, and gesture-driven zoom transitions.
</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%2Fwww.anthropic.com%2Fnews%2Fwhere-stand-department-war%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/AFhtuq8o_uJsYSolMydNLQdi61HZoTHQJf75cCw-9sQ=447">
<span>
<strong>Where things stand with the Department of War (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic announced it has been designated a "supply chain risk" to national security by the Department of War (in the US), a decision the company believes is legally unsound and plans to challenge in court. They clarified that this designation has a narrow scope, applying only to the direct use of their AI models in Department of War contracts, not all customers or broader business relationships. Despite the dispute, Anthropic reiterated its commitment to US national security and offered continued transitional support for its models to the Department.
</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%2Fpaulgraham.com%2Fbrandage.html%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/4xW1FgBIcZnk0-n_-wc9QofVNw_vOspJQxFW6O2Zezc=447">
<span>
<strong>The Brand Age (39 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Swiss watch industry faced a "quartz crisis" in the early 1970s, decimated by superior Japanese competition, unfavorable exchange rates, and the advent of highly accurate and thin quartz movements that made traditional mechanical watches obsolete. To survive, a handful of prestigious Swiss watchmakers pivoted from being precision instrument makers to luxury brand marketers, transforming their products into expensive status symbols. This might happen in tech too, due to AI, where brand becomes the primary driver of value.
</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.anthropic.com%2Fresearch%2Flabor-market-impacts%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/CIjvFimMopb80wWY4tls0TEp7aSVvzj9QpdDKcU2tY4=447">
<span>
<strong>Labor market impacts of AI: A new measure and early evidence (23 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This research by Anthropic assessed AI's labor market impact, finding no systematic increase in unemployment but suggestive evidence of slower hiring for young workers in highly exposed occupations.
</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%2Fmeet-karl-faster-agent-enterprise-knowledge-powered-custom-rl%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/hjcBeXSKM6uznbJLTQEzmfGAgg3MBf__sYeKcwx4QEw=447">
<span>
<strong>Meet KARL: A Faster Agent for Enterprise Knowledge, powered by custom RL (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Databricks' AI Research Team has developed KARL, a custom Reinforcement Learning-powered agent that reduces inference costs and latency while improving the quality of enterprise knowledge tasks.
</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%2Fagentscope-ai%2FReMe%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/n73x4RgnQSEoM3g9wyaHm0q3HL94P2I8Z7QapCwTR6c=447">
<span>
<strong>ReMe (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
ReMe is an AI agent memory management framework that provides both file-based and vector-based memory systems to overcome limited context windows and stateless sessions.
</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%2F406.fail%2F%3Futm_source=tldrdev/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/kRAgApagd0ANjtIkRROttqRYOhE9Z9gyLNw6Kj5j26w=447">
<span>
<strong>The Rejection of Artificially Generated Slop (RAGS) (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
RFC 406i, "The Rejection of Artificially Generated Slop (RAGS)," is a sarcastic imaginary standard that outlines a protocol for project maintainers to immediately detect, reject, and punish contributors submitting low-effort, AI-generated content.
</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%2F3/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/P5FGgOForUfi1xe04zuHJZCFMgnfkoZMVZ9uJaaWeic=447" 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%2F3/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/XPzWSKYEX7fCvbSTS6EaN4M4Vfu_UhfNCKSmeaBYi00=447" 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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/nvmXk8U9UIXibp5PSzxpt_ZPgTBPGjnTnBMZBhBI-0o=447"><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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/mVMJuqlSzwvpXkFlxnFxFtVOPg0QvS61HAv9dTTnnEk=447" 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-d3e165357871/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/0l44nsJjAH9Z9RHlm-1It3ONezGkpBNVx8IiC8SGyJs=447" 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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/CxhUz8oxUox0SZ0ZodBvSfxxRFIio1tXw9hWI3eVmEU=447" 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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/UhGoA3zVZyNWUsWnyhhzk0PPAZ_t6HlFGuFpaAZjTFQ=447"><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/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/cQzEq3bg95Mw7mA_RoMfETZuVjLXetsdCgY4LPb2EfM=447">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=f11e2f92-1927-11f1-b264-b3a4a91175bb%26pt=campaign%26pv=4%26spa=1772798512%26t=1772798947%26s=cc30758392580a14472a8b2d7ec5552bce3d96baa917ad33c9e5c847d3ff3570/1/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/Be_9XFJLHmdjIbT7FkjL_TrnNV-4cNWcDBdF0ug5VJI=447">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/CI0/0100019cc30d30c6-7a180c32-092b-44cd-8cd3-8a2163c2ae61-000000/iuN-MfCkcCo6XyBggZotMMv7brJ5tfrotwgVkGbrZyo=447" style="display: none; width: 1px; height: 1px;">
</body></html>