<!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;">GPT-6 Sol and Luna extend the GPT-6 family with faster, lower-cost options for professional work, coding, computer use, and everyday tasks. 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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/dhI-JB5ZgiqEfgWW7-2Hk-SzIOSGD-CgboIuT-wc2wU=452" 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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/AryPZMdveKyoeWF_eYx7_cnzV6NB-Y8N8WnRYtR4qoA=452" 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=818e5584-b70c-11f1-8732-a995cb38d71a%26pt=campaign%26t=1790162130%26s=be16d9f3b8fd769afb23c4678fed75f6029263f6055eed2d38a4c85d340ccfcb/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/uUtr-cjLO7rxt2HF3BWVCVB_MBaZXJ41GfnatGEO1R4=452"><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%2Fcommunity.axelera.ai%2Fproduct-updates%2Fintroducing-voyager-wingman-the-fastest-way-to-build-ai-on-axelera-ai-1421%3Futm_source=TLDR%26utm_medium=Ad%2BPlacement%26utm_campaign=452955340-Voyager%2BWingman%26utm_content=Blog_header_building_edge_ai%26utm_term=Wingman_2026-09-23_tldr_dev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/MSb4oU381UBAWc2eGWMw61j9sAdV3WdsaASpF34e05E=452"><img src="https://images.tldr.tech/axelera2.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Axelera"></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">2026-09-23</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%2Fcommunity.axelera.ai%2Fproduct-updates%2Fintroducing-voyager-wingman-the-fastest-way-to-build-ai-on-axelera-ai-1421%3Futm_source=TLDR%26utm_medium=Ad%2BPlacement%26utm_campaign=452955340-Voyager%2BWingman%26utm_content=Blog_header_building_edge_ai%26utm_term=Wingman_2026-09-23_tldr_dev/2/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/UeC3UPlMOjvplUwPwOz7gBFsc6Ideu8mIy69_Zls-QI=452">
<span>
<strong>Building edge AI pipelines usually starts with a blank YAML file and boilerplate setup. It shouldn't. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Setting up edge deployments means wrestling with model choices, pre/post-processing, and card enumeration. Most of your time goes into configuration rather than building.<p></p><p>Voyager Wingman changes that by generating production-ready pipelines for Axelera hardware from natural language prompts.</p><p>Read the breakdown to discover:</p><ul><li>How to generate and run live edge pipelines on-device from prompts</li><li>Why Wingman operates as an SDK-trained copilot instead of guessing code</li><li>How to claim your free account and β¬25 token voucher</li></ul><p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fcommunity.axelera.ai%2Fproduct-updates%2Fintroducing-voyager-wingman-the-fastest-way-to-build-ai-on-axelera-ai-1421%3Futm_source=TLDR%26utm_medium=Ad%2BPlacement%26utm_campaign=452955340-Voyager%2BWingman%26utm_content=Blog_cta_voyager_wingman%26utm_term=Wingman_2026-09-23_tldr_dev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/7Dqt_YaaqiEg8vH2EPIue6zxmx4vudOsxokdeYm9GlY=452" rel="noopener noreferrer nofollow" target="_blank"><span>Try Voyager Wingman for free</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%2Fdeveloper.nvidia.com%2Fblog%2Fhow-to-evaluate-ai-agents-from-tool-calls-to-task-completion%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/7Hwoega21fYatiXAD8qKCKLTRKLKQoVxFMhE8_ccoH8=452">
<span>
<strong>How to Evaluate AI Agents: From Tool Calls to Task Completion (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Evaluating an AI agent requires more than checking whether individual tool calls are valid. Step-level scoring helps locate failures, while end-to-end scoring verifies that the environment reached the intended state. Production evals should report consistency, steps, and cost alongside success rate, then gate releases on evidence such as a database update, passing tests, or a merged PR.
</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.canva.dev%2Fblog%2Fengineering%2Fworker-backpressure-part-1-how-we-taught-our-queue-workers-to-slow-down%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/y5Gxk4k7VnMqDrd3ydB10PkhJSabG-zAHU3qva2129o=452">
<span>
<strong>Worker Backpressure (Part 1): teaching queue workers to slow down (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Canva built Worker Backpressure into its queue library so each worker adjusts concurrency from local success and failure signals, without a coordinator or extra network calls. During a 32.5-hour overload, the mechanism kept throughput near two million messages per hour while only 22 of 1.8 million failed attempts reached the dead letter queue. The design trades some throughput for stability and currently relies on a single health signal.
</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%2Fpatrickbrosset.com%2Farticles%2F2026-09-22-blurry-before-beautiful-image-previews-for-the-web%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/rCtbSifQolMEC8KeqA1p4slYhx_4_LtVPmi_J9mXmlI=452">
<span>
<strong>Blurry before beautiful: image previews for the web (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A proposed previewsrc attribute would let browsers show a low-resolution image until the final image is ready, replacing framework-specific placeholder logic. The browser would prioritize the final image, treat the preview as best effort, and preserve existing picture, srcset, and sizes 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;">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%2Fengineering.leanix.net%2Fblog%2Fai-spectrum%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/kwytzH9dYM3VEp5RbmSOERbiIDb9KVVxh7cmFKA1uD0=452">
<span>
<strong>Don't go all in on AI (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Reliable AI systems do not need to choose between deterministic workflows and autonomous agents. A pharma revenue analysis system became more consistent after fixed steps such as grouping sales by region, comparing year-over-year results, and gathering known data sources moved into deterministic tools. The agent then focused on interpreting those results and proposing actions, where flexible reasoning added more value.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fdebugging-our-ai-search-assistant-with-agent-tracing%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/hbgoAofNi-7XImN-B_9yBDuwFQ8KFm8ePYVBrGCiMjY=452">
<span>
<strong>Debugging our AI search assistant with agent tracing (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Sentry uses agent traces to debug failures in a search assistant that converts natural language into Sentry query syntax. A trace exposed a prompt bug that listed custom numeric fields as bare names instead of the required tags[name, number] form, which caused valid searches to return no results. Instrumenting local evals with the same tracing now lets the team inspect prompts, tool calls, and backend requests before changes reach production.
</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.evalapply.org%2Fposts%2Fside-step-secretary-problem-hiring%2Findex.html%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/Bv5_5FPRTk69bRV_hZpcZGYSReW8TcFS2gQQDkYhVF8=452">
<span>
<strong>Side-stepping the Secretary Problem, unwittingly (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A hiring team avoided treating rejected candidates as permanently lost by inviting reapplications and offering opt-in curricula and weekly office hours. The approach produced five hires from roughly 300 applicants, supported long-term career growth, and paired a selective funnel with a 24-hour response promise and clear communication.
</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%2Fhubs.la%2FQ04xW2_G0/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/awH96PbNpEZ9N9_Qou_iccIK3r50J5ppe14cKEBBZtk=452">
<span>
<strong>Push your PyTorch skills further (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Two days of sessions on real performance gains, kernel-level techniques, and what's next for PyTorch, vLLM, and Ray - straight from the teams building them. Don't miss PyTorch Conference North America, Oct 20β21 in San Jose. See the <a class="decorated-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhubs.la%2FQ04xW3200/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/0pylOE0Wx6Oh1EFJn0VbLg1jVfMECYBU6RPgU3H7VI0=452" rel="noopener" target="_new"><span>full schedule</span></a>. <a class="decorated-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhubs.la%2FQ04xW2_G0/2/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/AmUJmLWvDSvC8x2AIeFX9zOsYn6yKVCxK9xMzQrd86M=452" rel="noopener" target="_new"><span>Register</span></a> by Oct 1 with code TLDR25 to save 25%.
</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%2FiyQosp/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/BG5ecOWAdeRZ0frF7yrJKYAyaVa8eKP8e6zQSwRuG5Q=452">
<span>
<strong>Introducing GPT-6 Sol and Luna (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
GPT-6 Sol and Luna extend the GPT-6 family with faster, lower-cost options for professional work, coding, computer use, and everyday tasks. API pricing is 50% below GPT-5.6 promotional pricing, at $2 input and $10 output per million tokens for Sol, and $0.10 input and $0.50 output for Luna.
</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%2Fclaude-opus-5-5%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/rZO0YJ0FrHYPiDoS3gvlEy2kFyeSk9NywGjiZdpVd2Q=452">
<span>
<strong>Claude Opus 5.5 (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude Opus 5.5 targets long-running coding, computer use, and knowledge work while costing 40% less per task than Opus 5. It uses fewer tokens, supports a faster mode, and is priced at $4 per million input tokens and $20 per million output tokens. Anthropic reports stronger behavioral audit results and greater prompt injection resistance.
</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.cloudflare.com%2Fworker-previews%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/uwWz2vZ_QNAQl5jPQaUByUxlrnB_odAJsQaJqiIl3RQ=452">
<span>
<strong>Introducing Worker Previews (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cloudflare Worker Previews gives every Git branch an isolated, production-like environment with its own URL, configuration, observability, and state. Previews can isolate Durable Objects and Containers, and they update automatically as a branch changes.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td 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%2Fartificialanalysis.ai%2Fmodels%2Fclaude-opus-5-5%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/hWMMuTC9r-ilP5YnS8MXPePDBCpWFdaCrTgFbNA_3UA=452">
<span>
<strong>Claude Opus 5.5: Intelligence, Performance, and Price Analysis (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Artificial Analysis ranks Claude Opus 5.5 first among 212 models on its Intelligence Index with a score of 58. The tested configuration supports a one million token context window and costs $4 per million input tokens and $20 per million output tokens, though it generated far more output tokens than the median comparison model.
</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%2Flemire.me%2Fblog%2F2026%2F09%2F18%2Fhow-did-amd-ryzen-get-50-faster-in-two-years%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/u_zqwX0NJczg4Fk2mkhU8vT_EuDhnRlGHYKlxFAGfeU=452">
<span>
<strong>How did AMD Ryzen get 50% faster in two years? (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AMD's Ryzen 7 9800X3D posts 47% higher single-core and 58% higher multi-core Geekbench 6 scores than the 5800X3D from two years earlier, despite only a 15% boost-clock increase. The gain comes from wider execution, larger caches and reorder buffers, more integer units, and a shift from 256-bit to 512-bit SIMD.
</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.baseten.co%2Fblog%2Fblaxel-is-joining-baseten-to-build-the-future-of-agentic-cloud%2F%3Futm_source=tldr_newsletter%26utm_medium=paid_newsletter%26utm_campaign=awareness_Blaxel_Acquisition_2026-09-23/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/PJvhqFRfA0dFYY4nRdu0XufcCD6Zz4gW3-LIMSTVSTo=452">
<span>
<strong>Baseten acquires Blaxel to build the cloud for the next trillion agents (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
One platform to serve models and run long-lived agents, with sandboxes that wake in 25ms. The future of agent infrastructure.<p></p><p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.baseten.co%2Fblog%2Fblaxel-is-joining-baseten-to-build-the-future-of-agentic-cloud%2F%3Futm_source=tldr_newsletter%26utm_medium=paid_newsletter%26utm_campaign=awareness_Blaxel_Acquisition_2026-09-23/2/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/BvspOvGaE_AxhHBps1Oi5EbcHO7jhF1M_PeU_7eMKTI=452" rel="noopener noreferrer nofollow" target="_blank"><span>Read more</span></a>
</p>
</span></span></div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2Ffloci-io%2Ffloci%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/cQianoYsaMn42W6ir9dXBc2gBpYjvHpGtQxks85YQcc=452">
<span>
<strong>Floci (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Floci is an AWS emulator for local development and CI that provides drop-in SDK, CLI, Terraform, and LocalStack compatibility without an account or auth token.
</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.cloudflare.com%2Fvary-support%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/SGhJL3Zs-HLkB2v0vJkowQRSyarQpvAs07a1rZXod4c=452">
<span>
<strong>Cloudflare adds Vary support to Cache Rules (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cloudflare Cache Rules now supports the HTTP Vary header, letting sites normalize known negotiation headers, preserve exact values, or bypass caching when request variation is too unpredictable.
</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%2Fnesbitt.io%2F2026%2F09%2F22%2Funfinished-work-in-package-security.html%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/uHCGxUY9oAuwIbFQRR1RzNJMLfZ7ad2MzliIJmsuPFs=452">
<span>
<strong>Unfinished Work in Package Security (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Package security still leaves consumers to verify that cooldowns and install restrictions actually work, control build permissions and promotion paths, and track dependencies beyond application lockfiles.
</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.paulbakaus.com%2Fi-gave-my-website-a-boss-fight%2F%3Futm_source=tldrdev/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/A-IXNSmKAc2uvuvlzpM3sGVQ3Nf-Ea_SBpgbMtk7fdI=452">
<span>
<strong>I gave my website a boss fight (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A personal site redesign turns navigation into a connected pixel-art world with original music, playable scenes, and a boss fight, all built in plain JavaScript and CSS inside a Ghost theme.
</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%2F3/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/1yIG2mVfya38s-LWakgOexuZ6Dvft5SF0H-dDyRdLms=452" 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%2F3/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/PvwjEh8LOaKAky8YE3loqgH2HRT5MCqID96nk_7lZj8=452" 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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/WbrAnGxh4xQIdZTAta3IkM324sutcrgGPsHpzx960Ns=452"><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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/0LTu-tv89Nu-A1aLDezpRV6G1uHomAuBjvm7xdXD3cA=452" 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-d3e165357871/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/7sS4D47U0fMM3OwlATRMR3enCZ_g8bSnysPUhO_FIzA=452" 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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/bipuwk8XVhH8HBYRyED8hxm4AByAkJh9gRGyJTUqNxQ=452" 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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/aF50p449ry9VED-s3YyO5O7RVFAA1_GxxPXLDxmsrDw=452"><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/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/dK_BbrKLkOaIR1G9NVznvcgq9VErm3TCYlF9EH343oE=452">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=818e5584-b70c-11f1-8732-a995cb38d71a%26pt=campaign%26pv=5%26spa=1790161298%26t=1790162130%26s=41c36a5dc1a3b4a1a49ab9abb072601b5cdecf84c1d5622eaf3ac772524066c7/1/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/7mGm_TRi0C_lslCR_rkWjeiVmQZQuqfctb7ev2fIegU=452">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/CI0/010001a0cdfa5822-3ac86f86-702e-421d-89b9-b1945bbef2af-000000/7v8wwsi23JGiDk1A1dSKpWkJ99eDRu5LZiyRUMDl2Jk=452" style="display: none; width: 1px; height: 1px;">
</body></html>