<!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;">The Jules API allows for programmatic access to Jules' capabilities for automation and integration into software development workflows </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/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/d4-edoZPiv2-7cjY7cn_Befi1Yy7fgamrCK52I26wN8=425" 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/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/vDPF49zYG8TUUeBXQjxIBgss6JsnBha3fNo1YhqUNz0=425" 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=5d332b92-a28b-11f0-921c-77d4c08b1104%26pt=campaign%26t=1759750141%26s=c86f48027888c5ff25ec680061b1336ca3413ebf22f7da77c01676921907f6f8/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/_rUk3KyM0haAlU5K0JYfBx2NLHjzXcUjIeDYGebP8RQ=425"><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.qawolf.com%2F%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_EndTheDragOfSlowQACycles_20251006-None_Experiment-FALSE%26utm_term=headline-CutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20251006_v1_/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/CLWVaMJfJPO9x8Pseu9kuPxgm1DV1VWl7pDL85r9u5o=425"><img src="https://images.tldr.tech/qawolf50-2.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="QA Wolf"></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">2025-10-06</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.qawolf.com%2F%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_EndTheDragOfSlowQACycles_20251006-None_Experiment-FALSE%26utm_term=headline-CutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20251006_v1_/2/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/akV6gvVfgYfbDghOyAoGmFRMQHTVDkSWQdNH-DVg5kY=425">
<span>
<strong>✂️ Cut your QA cycles down from hours to minutes with automated testing (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
If slow QA processes bottleneck you or your software engineering team and you're releasing slower because of it — you need to check out QA Wolf.<p></p><p>They get engineering teams to <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2Fhow-it-works%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_EndTheDragOfSlowQACycles_20251006-None_Experiment-FALSE%26utm_term=body-80PercentAutomatedEndToEndTestCoverage%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20251006_v1_/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/osMn-pMnJkgZVyE3eQJmc-E3fHO3vYHjLXHnJg4b80A=425" rel="noopener noreferrer nofollow" target="_blank"><span>80% automated end-to-end test coverage</span></a> and help them <strong>ship 5x faster </strong>by reducing QA cycles from hours to minutes.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_EndTheDragOfSlowQACycles_20251006-None_Experiment-FALSE%26utm_term=body-QAWolf%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20251006_v1_/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/Qn39xm3dbDcAFgUmZe_QuzAiKfHQzBcpAvHzhULwTpU=425" rel="noopener noreferrer nofollow" target="_blank"><span>QA Wolf</span></a> takes testing off your plate. They can get you:</p>
<ul>
<li>Unlimited parallel test runs</li>
<li>24-hour maintenance and on-demand test creation</li>
<li>Human-verified bug reports sent directly to your team</li>
<li>Zero flakes, guaranteed</li>
</ul>
<p>The result? <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2Fcase-studies%2Fdrata%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_EndTheDragOfSlowQACycles_20251006-None_Experiment-FALSE%26utm_term=body-DratasTeamOf80PlusEngineers%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20251006_v1_/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/0Wmw-lylnq7280DwgTZjuw5NrS3-Y5jzppZ5vk4hXSk=425" rel="noopener noreferrer nofollow" target="_blank"><span>Drata's team of 80+ engineers</span></a> achieved 4x more test cases and <strong>86% faster QA cycles</strong>.</p>
<p>No flakes, no delays, just better QA — that's QA Wolf.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=tldrwebdev%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_EndTheDragOfSlowQACycles_20251006-None_Experiment-FALSE%26utm_term=cta-ScheduleADemoToLearnMore%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20251006_v1_/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/3AYLWI6NGJz1LibI0jTgP6vJ3dPzezjndzwDD3aQ8wg=425" rel="noopener noreferrer nofollow" target="_blank"><span>Schedule a demo to learn more</span></a>
</p>
</span></span></div>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr>
<tr bgcolor=""><td class="container">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="padding: 0px;">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🧑💻</span></div>
</div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>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%2Feli.thegreenplace.net%2F2025%2Fconsistent-hashing%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/kBrOIDUor1Nv2MQjuWHAOY8VFJVLXqMCNFP6louA2CM=425">
<span>
<strong>Consistent hashing (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Consistent hashing is an algorithm that minimizes key recomputation when a hash table's size changes, specifically in distributed caching scenarios. The traditional hashing approach suffers from complete cache invalidation upon node additions or removals. Consistent hashing maps both nodes and items onto a circle, assigning items to the nearest node clockwise, limiting the impact of node changes.
</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.improvingagents.com%2Fblog%2Fbest-input-data-format-for-llms%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/m3MM6-Z_8eWVxj9SHSSTUkmqg7fldgtvCNdxaD4wt0g=425">
<span>
<strong>Which Table Format Do LLMs Understand Best? (Results for 11 Formats) (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This study tested 11 different data formats for LLM understanding by feeding GPT-4.1-nano 1,000 employee records and assessing its ability to answer questions accurately. Markdown-KV had the highest accuracy, while CSV and JSONL performed poorly, suggesting that format impacts LLM comprehension a lot. However, Markdown-KV also used more tokens than the most token-efficient format of CSV.
</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%2Fthinkingmachines.ai%2Fblog%2Flora%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/9BgvPndLZVAXwVfnTJxHGRvRHx4kd5eHUU6GukvTZDY=425">
<span>
<strong>LoRA Without Regret (33 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Thinking Machines Lab published research on Low-Rank Adaptation (LoRA), a more efficient fine-tuning method for LLMs. Their findings show that LoRA can achieve similar performance to full fine-tuning when applied to all layers, especially MLP layers, and when not constrained by capacity limitations relative to dataset size. The study also found that optimal learning rates for LoRA are consistently 10x higher than those for full fine-tuning, and offers insights into setting LoRA hyperparameters.
</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%2Fwww.seangoedecke.com%2Fhow-to-influence-politics%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/vMGU2_HuXU9WM_4wbNe19BBbSlkXEXmhML3NuZbqcd0=425">
<span>
<strong>How I influence tech company politics as a staff software engineer (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
While engineers are often tools in the game of corporate politics, they can strategically align their skills and ideas with company-wide mandates or executive priorities. By preparing multiple technical solutions that address various organizational concerns, engineers can proactively offer solutions when the "flavor of the month" arises. This allows engineers to control the direction of technical programs and avoid the implementation of less effective ideas.
</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%2Fmedium.com%2F@HobokenDays%2Fsoftware-modernization-projects-dilemma-part-2-7f6002c4b6f1%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/As-fUL8iOHrVqM8vLBB6tDOM-MTBOeV0-I8LtXP-Mi4=425">
<span>
<strong>Focus Is Saying No. Software Modernization Projects Dilemma (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
It's important to prioritize tasks that drive measurable business impact over technical improvements that lack user value. This dev spent time focusing on software modernization without considering business priorities, which ended up slowing down his career advancement.
</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%2Fdistinctplace.com%2F2024%2F09%2F11%2Ffive-years-as-startup-cto-was-it-all-worth-it%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/RWbV7HBc8Y87oHvuTbJ4JD1JC9rF76LzBhUfYHIlwqw=425">
<span>
<strong>Five Years as a Startup CTO: How, Why, and Was It Worth It? (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This author, who has five years of experience as a startup CTO, goes over the challenges of building a tech team, transitioning to a new platform, and the personal sacrifices involved.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🚀</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Launches & Tools</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.name.com%2Fnameapi%3Futm_source=tldr-webdev%26utm_medium=newsletter-s1%26utm_campaign=name_reseller/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/TUjp45q8bpuqEKaW8OLcOIHHlUVaROyCxta8Mx9M-Ys=425">
<span>
<strong>The simple way to add domain search, purchase, and setup to your app (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Make onboarding and deployment easier for your customers with integrated domain features - without building them from scratch. The name.com API is simple, scalable, and built for AI-assisted development. It's free and quick to sign up, so you can get your API token and start building today.
</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%2Fjules.google%2Fdocs%2Fchangelog%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/wFna-Y7HhLTheKas5opyET5vk9uHPESmKXwZzqwcmvQ=425">
<span>
<strong>Introducing the Jules API (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Jules API allows for programmatic access to Jules' capabilities for automation and integration into software development workflows. The API allows for custom integrations with tools like Slack and project management software, as well as integration into CI/CD pipelines.
</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%2Fseraui%2Fseraui%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/oxFYiB_FH7gtg1fyOnYbMoVBuck4ML9kcwgauRuJCPM=425">
<span>
<strong>Sera UI (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Sera UI is an open-source UI component library built for React and Next.js, using Tailwind CSS for easy customization and responsive design. It has pre-built, reusable components with engaging animations powered by Framer Motion and built-in Lucide React icons.
</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%2FEsubaalew%2Frun%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/kShz0ZJXvQCsB5fa7JtpnIXaSRbi2rsYrMqrk_S_dr8=425">
<span>
<strong>Run (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Run is a command-line tool built in Rust that acts as a polyglot command runner and REPL for over 25 programming languages. It simplifies multi-language development by providing a unified interface for executing code, removing the need to manage individual compilers and interpreters.
</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%2Fblog.samaltman.com%2Fsora-update-number-1%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/TckSC-6JSC0e4f0cZOvqrX0_y2alp-0ecVS9xkF_0Jk=425">
<span>
<strong>Sora Update #1 (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Sora is implementing two major changes based on user feedback: granting rightsholders greater control over character generation, including options to limit or prevent their use, and exploring revenue-sharing models for videos featuring their characters. This control addresses rightsholders' interest in "interactive fan fiction" while allowing them to manage character usage.
</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%2Ffi-le.net%2Foss%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/pspRHF4UlXDytSlXD57n_vcXTbLHqt_dsA_-D1D2vsQ=425">
<span>
<strong>What GPT-OSS leaks about OpenAI's training data (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A recent analysis of OpenAI's open-weights model, GPT-oss, revealed details about the training data used for GPT-5. By examining the model's token embeddings, researchers identified "glitch tokens" with high L2 norms, including phrases from adult websites and other spam content, showing that these sources were part of the training data. The study also found weak evidence suggesting that GitHub may have been scraped as part of the training corpus.
</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%2Fbytesizedbets.com%2Fp%2Fera-of-ai-slop-cleanup-has-begun%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/UIcGwZTZnMCVHh29fD4g4Ka1oC9mGaVpKqs2sYa4eZA=425">
<span>
<strong>Era of AI slop cleanup has begun (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The increasing use of AI and vibe coding is leading to a surge of poorly written code, creating a need for skilled devs to clean up the mess.
</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%2Fjeffersonheard.ghost.io%2Fthe-best-worst-hack-that-saved-our-bacon%2F%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/WJX1J6M1OAFK_jDeLJM-4oSxGFdSet0dIrx8Rpu66k0=425">
<span>
<strong>The best worst hack that saved our bacon (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This dev's team averted a potential calendar system crash by implementing a temporary, unconventional solution (using negative integers for primary keys) to buy time for a proper migration without disrupting customer integrations.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.anthropic.com%2Fnews%2Fcontext-management%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/O1QYJcH9sreINKwQ-zvGb026dS2XjlDwM67u4fC9h-k=425">
<span>
<strong>Managing context on the Claude Developer Platform (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic's Claude Developer Platform now offers context editing and a memory tool, powered by Claude Sonnet 4.5, to let devs build more capable AI agents that can handle long-running tasks by managing context windows.
</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%2Fkoreajoongangdaily.joins.com%2Fnews%2F2025-10-01%2Fnational%2FsocialAffairs%2FNIRS-fire-destroys-governments-cloud-storage-system-no-backups-available%2F2412936%3Futm_source=tldrwebdev/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/tELuuCgN3BDfufZ_cnnhVAaDqD3TR8JjorMH3ZmCV8M=425">
<span>
<strong>NIRS fire destroys government's cloud storage system, no backups available (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A fire at the National Information Resources Service (NIRS) of South Korea destroyed the government's cloud storage system, resulting in the permanent loss of work files for 750,000 civil servants due to the lack of external backups.
</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%2F3/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/aSX7RxnSAcZUHgYt6MjGK-drDpx6IqW-4V4V7tTCWyk=425" 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%2F3/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/EaisF40l17fCfNNRUdD_oZcccS-hOohmS8gTBOdCv9M=425" 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/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/QEbbY8hwjon0CsULSinLTwOfq9DzUjULJB_D-xNwnDY=425"><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/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/sZmVejNSYM4uzRLFkNlbyBqIvULY9IpC7JfqueE7xGM=425" rel="noopener noreferrer" style="color: #0000EE; text-decoration: underline;" target="_blank"><strong>Apply here</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!
</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/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/ZHQ4Q6BsnrSpN6H02csGDfywBcw75IktjMKs2SSNK-o=425"><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/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/K2Pg2feKfHlvWD7qq9ID4V-iy5X3YBX5ZgsSV0nXEow=425">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=5d332b92-a28b-11f0-921c-77d4c08b1104%26pt=campaign%26pv=4%26spa=1759748460%26t=1759750141%26s=5be5be9b1831b364a5ac5d865139a38735b25a35f7b1276829f58a936a46aada/1/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/T8_8bsGcYGwep_0b7umgUyjlvRNNlK2XieCjxYgV2R4=425">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/CI0/01000199b94837a1-f4c3f7aa-e816-46d3-a8f4-64cbb525851b-000000/K1HY8DbDvbDIHCU4nY6tjhMCbZxY5KEUwdDzMUTVCtw=425" style="display: none; width: 1px; height: 1px;">
</body></html>