<!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;">WhatsApp added a layer of security for three billion users by replacing 160,000 lines of C++ with 90,000 lines of Rust. 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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/iWgL5DzYkyWltGveTH33ruAL6XzJ3F-Z-oahSgMbzkg=442" 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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/0svPrXzuJ4u40LW1_yB-m789j-CkbA6Q98yUNgt-efg=442" 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=98dff430-fc23-11f0-bf4c-75a939017187%26pt=campaign%26t=1769602092%26s=d73ff9e60fef2fdfce77d00b7f11ec6a743cc409e1fe151fe80687002fed50d6/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/3f3azN3F37ikJkmmM5Idx6ym_H4mUlJG4Iq6iPmv-CM=442"><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.sonarsource.com%2Fsem%2Fthe-state-of-code%2Fdeveloper-survey-report%2F%3Futm_medium=paid%26utm_source=tldr%26utm_campaign=ss-state-of-code-developer-survey26%26utm_content=newsletter-dev-primary-devsurvey-260128-x%26utm_term=ww-psp-x%26s_category=Paid%26s_source=Paid%2520Other%26s_origin=tldr/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/-5XyM1QTQgYKWkC-c_qiIyNxvlKfqnVfHbAJDpaa6FY=442"><img src="https://images.tldr.tech/sonar.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="SonarSource"></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">2026-01-28</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.sonarsource.com%2Fsem%2Fthe-state-of-code%2Fdeveloper-survey-report%2F%3Futm_medium=paid%26utm_source=tldr%26utm_campaign=ss-state-of-code-developer-survey26%26utm_content=newsletter-dev-primary-devsurvey-260128-x%26utm_term=ww-psp-x%26s_category=Paid%26s_source=Paid%2520Other%26s_origin=tldr/2/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/r4lxYR7GYABY1MEFNJSZ9zP_LprpBbA7mKrMkUz3zRM=442">
<span>
<strong>Report: 96% of devs don't fully trust AI code (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI is accelerating code generation, but it's creating a bottleneck in the verification phase. Based on a survey of 1,100+ developers, Sonar's newest State of Code report analyzes the impact of generative AI on software engineering workflows and how developers are adapting to address it.<p></p><p>Findings include: </p><ul><li>96% of developers don't fully trust that AI-generated code is functionally correct yet only 48% always check it before committing</li><li>61% agree that AI often produces code that looks correct but isn't reliable</li><li>24% of a developer's work week is spent on toil work</li></ul><p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.sonarsource.com%2Fsem%2Fthe-state-of-code%2Fdeveloper-survey-report%2F%3Futm_medium=paid%26utm_source=tldr%26utm_campaign=ss-state-of-code-developer-survey26%26utm_content=newsletter-dev-primary-devsurvey-260128-x%26utm_term=ww-psp-x%26s_category=Paid%26s_source=Paid%2520Other%26s_origin=tldr/3/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/L9Dw1XovDyb2qK78mngu7ebVLv5Mu-p4Ztp7qTFijbI=442" rel="noopener noreferrer nofollow" target="_blank"><span>Download now</span></a>
</p>
</span></span></div>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr>
<tr bgcolor=""><td class="container">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="padding: 0px;">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">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%2Fengineering.fb.com%2F2026%2F01%2F27%2Fsecurity%2Frust-at-scale-security-whatsapp%2F%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/ZuRdVZxxqeU36oZrsdYTjZ1KrJYLqJXXyhcBWrvO3sE=442">
<span>
<strong>Rust at Scale: An Added Layer of Security for WhatsApp (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
WhatsApp added a layer of security for three billion users by replacing 160,000 lines of C++ with 90,000 lines of Rust. This global deployment, called Kaleidoscope, mitigates memory safety vulnerabilities in media processing. The cross-platform migration improved performance and runtime memory usage across Android, iOS, and web clients.
</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.bytebytego.com%2Fp%2Fhow-cursor-shipped-its-coding-agent%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/9CmzSzstC-uHyk0aR1F-NmcgfPq0Fc6O8RFHYKyg2mk=442">
<span>
<strong>How Cursor Shipped its Coding Agent to Production (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cursor's team shipped Composer, a coding agent that completes most tasks in under 30 seconds, by solving three gnarly engineering problems: the βdiff problemβ (models aren't great at making clean code edits, so they trained specifically on edit trajectories and search-replace operations), compounded latency (each step in the agent loop adds delay, so they used MoE architecture, speculative decoding with draft models, and aggressive context compaction to stay fast), and sandboxing at scale (they built custom VM infrastructure to spin up thousands of isolated execution environments without the startup time becoming a bottleneck).
</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%2Flinks.tldrnewsletter.com%2F4I1kGa/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/dfLiHQEH7L89rwyxxclFN-448ElUTwzuZYbtVP-ESOg=442">
<span>
<strong>A few random notes from Claude coding quite a bit last few weeks (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Andrej Karpathy has had a rapid shift in their coding workflow, moving from 80% manual to 80% LLM agent-driven programming within weeks. While LLMs boost productivity, stamina, and project scope by handling code generation, they still produce subtle conceptual errors, overcomplicate code, and necessitate close human oversight within an IDE. Despite these flaws, the LLM-assisted workflow makes coding more enjoyable by removing drudgery and expanding engineering capabilities.
</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%2Fmatthewrocklin.com%2Fai-beginners%2F%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/fH_2r2AgxLonrQKFdl24jTtkm6hmibRkgH2q05iUk4M=442">
<span>
<strong>We're All Beginners Again (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Early AI adoption mirrors the early Python ecosystem, restoring play to programming. Since no definitive advanced standards exist, developers should embrace experimentation over legacy maintenance.
</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%2Fv0.app%2F%3Futm_medium=email%26utm_source=tldr%26utm_campaign=tldrnldev20250128/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/yFb3vtyyGGZYVTWm3QSe1bk9fL4W83eOwFRzdzxF-bA=442">
<span>
<strong>π£ v0 by Vercel is vibe coding without the security time bomb (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Most AI coding tools optimize for speed and novelty, which risks leaked credentials and company data. Need something that can actually go to prod? <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fv0.app%2F%3Futm_medium=email%26utm_source=tldr%26utm_campaign=tldrnldev20250128/2/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/q79TP3vkrj4C5r4OhmsmhJ1AOfkNmlAGJrYDgYlxUAY=442" rel="noopener noreferrer nofollow" target="_blank"><span>v0</span></a> is built on the same infrastructure that's handled hundreds of millions of deployments and blocked hundreds of billions of threats in the last year. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fv0.app%2F%3Futm_medium=email%26utm_source=tldr%26utm_campaign=tldrnldev20250128/3/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/iLayKQj7uHJtS-RxyV2aUS2OEIf8WfE6RgwoefXkMQg=442" rel="noopener noreferrer nofollow" target="_blank"><span>Start here</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fallenai.org%2Fblog%2Fopen-coding-agents%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/ddY2BQljbV6rxJm_WVGhUkQUCxTEpWu-0t5lEGa_bXM=442">
<span>
<strong>Open Coding Agents: Fast, accessible coding agents that adapt to any repo (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Ai2 has launched Open Coding Agents, an initiative to address the limitations of existing closed and expensive coding agent systems. They are releasing SERA (Soft-verified Efficient Repository Agents), a family of strong open coding models and an accessible training method. This method significantly reduces the cost and complexity of fine-tuning powerful coding agents on private codebases, allowing small teams to achieve state-of-the-art performance. Ultimately, Ai2 aims to democratize access to agentic coding, making it more reproducible and adaptable for researchers and developers worldwide.
</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%2FCp9u5N/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/gMEq7AJxMTh_gPxRSeaO8pCVjQX_-Ea584NiKwoSHxg=442">
<span>
<strong>Prism (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI has launched Prism, a free, AI-native workspace to accelerate science writing and collaboration for researchers. Powered by GPT-5.2, this cloud-based, LaTeX-native platform integrates drafting, revision, collaboration, and preparation for publication into a single workflow.
</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%2Fengineering.monday.com%2Ffrom-prompts-to-clicks-shipping-mcp-apps-in-production%2F%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/4msYwC5wvn2l6ZkkEbUzhYADLRMLXg4bOcDL9TpqE8w=442">
<span>
<strong>From Prompts to Clicks: Shipping MCP Apps in Production (17 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Monday.com has successfully implemented MCP Apps, an extension to the Model Context Protocol, allowing AI tools like ChatGPT and Claude to return interactive UI components directly within chat conversations. This approach enables users to "ask, see, and act" on information without leaving the chat, but it's important to only show UI selectively where seeing beats reading.
</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%2Fvercel.com%2Fblog%2Fagents-md-outperforms-skills-in-our-agent-evals%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/8GUD4di4P0-GKosIqs9lBLd346-iL0FfTOJusBexwio=442">
<span>
<strong>AGENTS.md outperforms skills in our agent evals (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI coding agents struggle with outdated framework knowledge, leading to incorrect code generation. Researchers from Vercel evaluated two approaches for providing current Next.js API documentation: "skills" (on-demand knowledge packages) and "AGENTS.md" (a persistent, embedded markdown file). Surprisingly, a compressed 8KB docs index embedded directly in AGENTS.md achieved a perfect 100% pass rate in their evals, outperforming skills, which only reached 79% even with explicit triggering instructions.
</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%2Fwww.softwaredesign.ing%2Fblog%2Fdoing-the-thing-is-doing-the-thing%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/jl860zuignh3627Jds3k7E-ZPihEGysq4UeM-pBFokc=442">
<span>
<strong>Doing the thing is doing the thing (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Only actual execution, even if imperfect, constitutes "doing the thing," as opposed to contemplation, planning, or discussion.
</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%2Fmoltbot%2Fmoltbot%2Fcommit%2F6d16a658e5ebe6ce15856565a47090d5b9d5dfb6%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/fnIXBV_zytc7Xl_5fzJiRH2ve2AXuj13vKgbiH_QNzY=442">
<span>
<strong>Clawdbot renames to Moltbot (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Clawdbot has been renamed to Moltbot due to the original name being too close to βClaude,β which is trademarked.
</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%2F8rtHK7/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/oK4xWPeObZlyozbICdbPP3vjm_OVlyC-HLN79lYuJsM=442">
<span>
<strong>The Age of Pump and Dump Software (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A worrying new trend in 2026 is where easily generated, unmaintainable vibe-coded software is used by crypto scammers and tech FOMO for pump and dump schemes involving associated cryptocurrencies.
</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%2Femsh.cat%2Fone-human-one-agent-one-browser%2F%3Futm_source=tldrdev/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/kq40tCnTG88EMri0omDMdoImmupad50JIaVRsNZW2ow=442">
<span>
<strong>One Human + One Agent = One Browser From Scratch (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Working with a single LLM agent, the author successfully built a basic, cross-platform HTML/CSS browser from scratch in approximately 70 hours and without third-party Rust dependencies.
</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%2F3/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/zaMIyTjEWxnoUPvGr6HUTalmUvuIzqIdy-UZrfysGEI=442" 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%2F3/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/DVt3l-u4aesD0CrCc-ms-EH7JQiHCsqsZtx7XlATzTk=442" 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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/8aXIfNCTWDANtbJMQ1Rv10iGd0NmOEhbWHlRWY7NUI0=442"><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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/I4fqumAmJPLw4YgUEqMeR9gItl28UZnHndTi6B_8jKU=442" 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-d3e165357871/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/ZaHh3QbX5SizY8mtlI56ACI2hGU3ndDqPQYZnyfFsSo=442" 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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/yt21xI0qH-qD9jbG0meQNSkdS79L9PorDDJeOwzZ0-I=442" 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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/FxxiWfbggg72t7Lle3lsiJQJOg1-IFVT7EcIcxuapRI=442"><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/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/jd6VeJTZt3xDq57daAIidH5ELITnS-aHT385YMRqbXQ=442">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=98dff430-fc23-11f0-bf4c-75a939017187%26pt=campaign%26pv=4%26spa=1769601678%26t=1769602092%26s=2f37fb6fb78605c593c6c17768e0bea3c27b6300c4914fda28271e11df63db04/1/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/H8VRXT3IubTMgS6voiCXa3L5jA-74syf1X4WvTXIO5U=442">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/CI0/0100019c04810edc-cdef446f-6af3-4bf5-8840-323cc3400012-000000/vzaC3spe-t519Dk6TCD_jKFWSEBf5GZcBZrfHhHWeEk=442" style="display: none; width: 1px; height: 1px;">
</body></html>