<!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</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;">Claude can now take control of a computer to perform tasks. It can manually perform tasks by typing or moving the cursor </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%2Fsignup%3Futm_source=tldr/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/od_qpkig6895wpVmjb_ZvRGoiMv_G3GfZcDkZbLzcEM=449" rel="noopener noreferrer" target="_blank"><span>Sign Up</span></a>
<span>|</span><span style="margin-right: 2px; margin-left: 2px;"><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/vXmRcdz9sc9ZZH8ymvAYVT0tTyTZuBhxLFsYmypz0AI=449" rel="noopener noreferrer" target="_blank"><span>Advertise</span></a></span><span>|</span><span style="margin-left: 2px;"><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Fweb-version%3Fep=1%26lc=0a5e7d0a-84b7-11f0-921a-b90f05b5bd4b%26p=9ff2ca3a-2758-11f1-b308-7f4621686d18%26pt=campaign%26t=1774347588%26s=6bdaed11b5ab3d177379afaa50a830f2efb6a18bdaef67a88577e658d64f0227/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/5jlP0PHt0nQd3piw8aCKpI1zgWzYSpg9tWggr1Bwc7A=449"><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%2Forkes.io%2Fwebinars%2Fthe-4-layer-production-stack-every-ai-agent-needs%3Futm_campaign=TLDR%2520primary%26utm_source=Newsletter%26utm_medium=email/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/Mu_7FS-HMQWwAU-5Cltq9_j6ckf4NHEZ5GCFh62Asyw=449"><img src="https://images.tldr.tech/orkes.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Orkes"></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 <span id="date">2026-03-24</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%2Forkes.io%2Fwebinars%2Fthe-4-layer-production-stack-every-ai-agent-needs%3Futm_campaign=TLDR%2520primary%26utm_source=Newsletter%26utm_medium=email/2/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/xl1RAl61t0N-h5nLaKjaUL_uQ9ZBUkidgWEPV9Xdiwo=449">
<span>
<strong>Technical Webinar: The 4-Layer Production AI Stack for Agents That Actually Deliver (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Most enterprise teams are still building agents that work in demos but fail in production. The problem isn't the model. It's the missing foundation around it.<p></p><p>Agents built in isolation can't deliver real business outcomes without orchestration, reliability, and governance. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Forkes.io%2Fwebinars%2Fthe-4-layer-production-stack-every-ai-agent-needs%3Futm_campaign=TLDR%2520primary%26utm_source=Newsletter%26utm_medium=email/3/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/yRIZxo8vSGBDJcIvTvZjsR8wWD6hHcIc46ZCbUUUqGA=449" rel="noopener noreferrer nofollow" target="_blank"><span>In this webinar</span></a>, Orkes breaks down the four layers leading engineering teams are using to take agents from prototype to production:</p>
<ul>
<li><strong>Tool Connectivity with MCP</strong> – Turn existing APIs, microservices, and workflows into agent-ready tools without replatforming</li>
<li><strong>Agent Build Layer</strong> – Rapidly design and iterate on agentic workflows</li>
<li><strong>Durable Execution</strong> – Run agents on a fault-tolerant, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Forkes.io%2Fwebinars%2Fthe-4-layer-production-stack-every-ai-agent-needs%3Futm_campaign=TLDR%2520primary%26utm_source=Newsletter%26utm_medium=email/4/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/C2RmJXSYYvZwj-cUISbQNI9Gmtkfa1Y95OJChEK2F1o=449" rel="noopener noreferrer nofollow" target="_blank"><span>scalable orchestration runtime</span></a></li>
<li><strong>Observability and Governance</strong> – Track, audit, and control every agent decision</li>
</ul>
<p>>> <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Forkes.io%2Fwebinars%2Fthe-4-layer-production-stack-every-ai-agent-needs%3Futm_campaign=TLDR%2520primary%26utm_source=Newsletter%26utm_medium=email/5/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/nlcQX4M7WnD-BwlOxA1DVEgU4G8iciDsrQCo4bLhwJU=449" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Save your spot for April 16th</strong></span></a>
</p>
</span></span></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 10px 10px 0px;">
<div class="text-block" style="border: 2px solid red; border-radius: 10px; padding: 0 10px;">
<p><strong><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Ftech%2Fstay-subscribed%3Fem=silk.theater.56%2540fwdnl.com/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/eJXhffT5jE27zYF2CuMLqQl7gmeY0ykR6xvzvZZg3NM=449">Click here to remain a subscriber</a> </strong></p>
<p>Clicking on newsletter links is the best way for us to know you are reading TLDR.
</p>
<p>Please click <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Ftech%2Fstay-subscribed%3Fem=silk.theater.56%2540fwdnl.com/2/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/_Y27m1rjH3dXk1jqErhDfR-PRfLPvrhSSk-d0bis_O0=449">this link</a> to remain a subscriber otherwise we will automatically unsubscribe you within 30 days.</p>
<p></p>
</div>
</td></tr></tbody></table></td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr>
<tr bgcolor=""><td class="container">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="padding: 0px;">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">📱</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Big Tech & Startups</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.cnet.com%2Ftech%2Fservices-and-software%2Fclaude-control-your-computer-to-perform-tasks%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/3yqUX9GyufLqyNL8LPAjtSrVFy3tA-vEyak5TmR6rJw=449">
<span>
<strong>Anthropic's Claude Can Now Control Your Computer (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude can now take control of a computer to perform tasks for Claude Pro and Claude Max users on macOS. It can manually perform tasks by typing or moving the cursor and use programs like web browsers, dev tools, and file browsers. The agent will always ask for permission before performing tasks, and users can stop the agent from performing a task at any time. Anthropic has implemented safeguards to minimize risks like prompt injections.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fom.co%2F2026%2F03%2F23%2Fmore-magic-math-from-openai%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/rJ_UGsbkcyh2pSYQNPH71S5RW1rewFp8u_1pkQLFpg8=449">
<span>
<strong>More Magic Math from OpenAI? (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI is offering 17.5% guaranteed returns to private equity firms. It is likely offering the deal because the company needs money, and private equity is the last large pool of capital it can tap. No healthy business needs to offer the terms that OpenAI is offering. The need for cash is real.
</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>Science & Futuristic Technology</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%2Fsherwood.news%2Ftech%2Falphabets-drone-delivery-startup-wing-expands-service-to-the-bay-area%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/DFPKA-xaH6PP_tmfzx8LAy89-5yfU6inFQFNuokMUiE=449">
<span>
<strong>Alphabet's drone delivery startup, Wing, expands service to the Bay Area (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Wing is bringing its ultra-fast residential drone delivery service to the Bay Area. The company currently operates in limited areas of Atlanta, Charlotte, Houston, and Dallas-Fort Worth. It has completed more than 750,000 deliveries. Users can get drone delivery through eligible apps like Walmart and DoorDash, as well as Wing's own marketplace.
</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.asimov.press%2Fp%2Fai-science%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/PMfjyruTPfKh3FhsKVt3-DvyC5TVe6G8FEH7nOpLrxk=449">
<span>
<strong>Designing AI for Disruptive Science (27 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
There is hope that, if we build systems with much stronger general reasoning, discovery will follow as a near-automatic consequence, but there is no guarantee that this will happen. Many technologies have promised radical scientific acceleration yet failed to do so. For example, the Internet has made it much easier to search and collaborate, but revolution has not largely emerged at scale, mostly because of deeper inefficiencies in how science is organized. There is even evidence that online journals narrow what researchers read and cite, potentially accelerating consensus instead of expanding the space of ideas explored.
</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>Programming, Design & Data Science</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.granola.ai%2Fadops-tldr-tech%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/X4SbPOVwy3aX-sYMsqVmXHsy47hERMxXYHI9zM2zTZo=449">
<span>
<strong>Raw meeting notes + Granola = awesome, rich context. No awkward meeting bot required (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Ever notice how AI transcription bots miss the big picture? <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.granola.ai%2Fadops-tldr-tech/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/AWawDwWKCRGcoZMvytuZt74RoMYp757s5Ry8e-T2Yu8=449" rel="noopener noreferrer nofollow" target="_blank"><span>Granola</span></a> takes your raw meeting notes and enriches them so you get the information you actually need from each call. <strong>Replit</strong>, <strong>Vercel</strong>, and <strong>PostHog</strong> use it to auto-create pitches, standups, and strategy docs. TLDR readers get <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.granola.ai%2Fadops-tldr-tech/2/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/cvnz0XjTpkNYykzfVy0mrRMKL6gkS8VRYk4x_sikpvM=449" rel="noopener noreferrer nofollow" target="_blank"><span>1 month free with code: TLDR1MO</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%2Fblog.mozilla.ai%2Fcq-stack-overflow-for-agents%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/MOYyOJhcwAzUOpq5cPF0kpfrhND0j_N3a15tFOVKx64=449">
<span>
<strong>cq: Stack Overflow for Agents (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
cq is a way for agents to share the useful knowledge they have locally for the benefit of other agents. It allows agents to share knowledge, with other agents confirming what works and flagging what's gone stale. This stops agents from wasting tokens on what doesn't work. The more knowledge the agents share, the better they all get.
</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%2FKNphXj/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/CeF5d3eNw_n6XW5KiBObo-aZec05VSmAVUuxxQJyKjs=449">
<span>
<strong>How we made Ramp Sheets self-maintaining (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Ramp built an agentic system to maintain Ramp Sheets that continuously monitors production, triages alerts, and proposes fixes without human intervention. All code still requires engineer review before it is merged. This article explains how the team built the system. Strong observability and QA means fewer bugs, less downtime, and a better experience for Ramp customers, and agents make exhaustive monitoring feasible at a production scale.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🎁</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><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%2Flinks.tldrnewsletter.com%2F44HNuB/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/3u13X0B4n3JMfd8HeThY_AGjsTvhEB0ckcIUCIXUsWE=449">
<span>
<strong>There are only two paths left for software (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Public markets are saying that software is not as valuable as it used to be. CEOs need to either accelerate revenue growth by 10+ percentage points, year over year, through genuinely new AI-native products over the course of the next 12-18 months, or rebuild their companies to 40%+ true operating margins, including stock-based compensation. By the end of next year, everything between those paths of high growth and high profits will look like no-man's land. CEOs today need clear initiatives to drive toward one of these outcomes.
</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%2FYyyblL/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/R1wzTmSpdEs83vE9EzMWGsn-t6SOAkIjchRMiilh8vE=449">
<span>
<strong>How Nvidia Keeps Its Iron Grip on the AI Boom (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Nvidia generates more profit than almost any other public company on the planet, thanks to the astronomical demand for its chips prompted by the global AI boom. It has used its funds to become the industry's most powerful financier. The company's deals have grown the broader AI ecosystem by providing the crucial financing backing for companies crushed by the high costs of building the technology. It also keeps customers hooked on Nvidia's products and steers them away from rival chipmakers.
</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%2Flightfield.app%2Fold-home%3Futm_source=newsletter%26utm_medium=paid%26utm_campaign=tldr%26utm_content=quicklinks_3-24-2026/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/8aerUutl5o8_7sSdEDz5Ev1q4jVaiIf2Iu5SLItttws=449">
<span>
<strong>Try Lightfield the CRM that captures every call and email automatically, for 3 months - free (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Ask any question about your customers and get cited answers from real conversations. No data entry required. Use code <strong>TLDRTQL23</strong> for <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2Fold-home%3Futm_source=newsletter%26utm_medium=paid%26utm_campaign=tldr%26utm_content=quicklinks_3-24-2026/2/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/xd1jzZGyq-gIg6pLXmhsxpWsnNHSHei2faQAKQ1ntQ0=449" rel="noopener noreferrer nofollow" target="_blank"><span>3 months free</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%2Fwww.bitsxpages.com%2Fp%2Fthe-broken-economics-of-databases%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/4x-Zaw2YrcANjdpv5JbUWFkR8oGNRvmPsxuZT7YMDEU=449">
<span>
<strong>The broken economics of databases (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Database vendors have incentives that push them away from simplicity and toward defensibility, which results in products that get worse over time.
</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%2Fykumar.me%2Fblog%2Feclip-autoresearch%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/M-_gzm4Q7mej6ffbUMD82ilc275CyJgOoPEbv49hzTg=449">
<span>
<strong>Autoresearch on an old research idea (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Autoresearch is effective when the search space is clearly defined, but it falls apart when entering into unknown territory.
</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%2Fmatduggan.com%2Fmarkdown-ate-the-world%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/TVu1w19nYnlD12R3hkl-m4XV6X9cvbw6XNZYj9_mBWE=449">
<span>
<strong>Markdown Ate The World (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Markdown is easy to write and produces an output that is consumable in a universal and highly performant way that requires nothing except access to a web browser.
</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%2Ffandf.co%2F4bFsavc%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/sgFMif25oHDOm9aL1N9AHDCx1CfkRstWAw0xo-CsisM=449">
<span>
<strong>Make smarter application decisions with Azure Copilot Migration Agent (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Stop guessing what to modernize. This playbook from Microsoft's Azure Copilot Migration Agent team gives you strategies to decide what to re-platform, refactor, and what to leave as is. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F4bFsavc/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/0ERgAInmIvw4MbM1pzUvbL70lZL9zta5NcHM5atzqlw=449" rel="noopener noreferrer nofollow" target="_blank"><span>Try it yourself–download a copy today.</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%2Farrow-js.com%2F%3Futm_source=tldrnewsletter/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/F08g9cxg9fzpOIlQkgP94dcitNod3_RqZmtHy_eUMiM=449">
<span>
<strong>ArrowJS (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
ArrowJS is a fast, type-safe UI framework for the agentic era with zero dependencies.
</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%2FFn3qvU/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/WKQt0W4DutcuMn06MbuHeFnLAO7Radx0Mmz9KJ797kg=449">
<span>
<strong>Auto-dream (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude Code has a new feature called Auto-dream that basically runs a sub-agent periodically to consolidate Claude's memory files for better long-term storage.
</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%2Fee4b1634%2F/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/_1WI9tUYKkhl1jO0AxiCZMl5ugCCnKuYkD3hOrJg4Sw=449" style="color: #464ba4; text-decoration: underline;">https://refer.tldr.tech/ee4b1634/</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_8d92ef38c93e%2F1/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/PXf9-NDdUakFnW8zNXxZEpBukEZYmIHhRKKCGry7lGM=449" 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 tech executives, decision-makers and engineers, you may want to <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=advertisecta/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/n95AgHObZNHMccB7USeHSMtAVVTxjM2xtrdMsExIlSE=449"><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/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/Ueml86rncE1arSIkY5JdmjMPMqpu7UtzSWNSMj3pj9U=449" 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-d3e165357871/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/PJj-lO_vDOcqkF-X5DiKqplY8ziLua4OFtFHa4kAIgY=449" 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/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/tuMBGiJz9kWY-Xh7Nw_OzGjZ9hI7sc2yRqHGWuGDm6Y=449" 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>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftwitter.com%2Ftldrdan/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/Js2qvLuDEM82M3Vap2XI3e041MQQKYsES0HL_Ih5r_8=449"><span>Dan Ni</span></a> & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftwitter.com%2FSteveFlanders22/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/QsLI9y321olb5KCIMhaB98Vo-FTQ8IcwJoKnKCCoqs0=449"><span>Stephen Flanders</span></a>
<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%2Ftech%2Fmanage%3Femail=silk.theater.56%2540fwdnl.com/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/3sPhUKXP69E82vpNZbIlufKJ2pYFWovWYxNKs4LVw3A=449">Manage your subscriptions</a> to our other newsletters on tech, startups, and programming. Or if TLDR isn't for you, please <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Funsubscribe%3Fep=1%26l=cfa2d55a-b7be-11e8-a3c9-06b79b628af2%26lc=0a5e7d0a-84b7-11f0-921a-b90f05b5bd4b%26p=9ff2ca3a-2758-11f1-b308-7f4621686d18%26pt=campaign%26pv=4%26spa=1774346498%26t=1774347588%26s=a612956185870bb88c5eddb29130d5718924ab65bb8e008a8c3a0a513cf8bcef/1/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/DYFtooMg6HQXJRSaLp4fjPi0K7cfeI7b0QstHzxsysY=449">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/CI0/0100019d1f5b9504-c04f13fb-589e-4eac-816d-a06425849931-000000/dZ0XHrwU_Xhx08zS59RI617zfr9cEReUgBcBKcKR3aQ=449" style="display: none; width: 1px; height: 1px;">
</body></html>