<!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 AI</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;">Anthropic has accidentally leaked the inner workings of Claude Code to the public. The codebase has now been mirrored and analyzed by thousands </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%2Fai%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/jwSHJEs_bolZg9QOZ-PSd7L0aXxTZmPtxt067Xfc43U=451" 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=tldrai%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/tTtEyj5pkps0wKIDOcNTwfqoNxody3G_wOChmnQtTYE=451" 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=1571a9f6-84b7-11f0-b464-47c5c04ad337%26p=69e119c8-2dbc-11f1-924c-8b61b294b0cb%26pt=campaign%26t=1775049385%26s=a20ac0453a14b24401e90db41fc8275314cb0847feab34715b5ee77a34e87adc/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/A5aj9QVRYyWffBlJ0JJOx9pSA4QwklTPMqwbHvgzOug=451"><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%2Fcursor.com%2F%3Futm_source=tldr_paid%26utm_medium=paid%26utm_campaign=ai%26utm_tldrtest=testa/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/38fVm09Vo8KRB8nkdut_3pg1orTlq7dFiuInrp4Szt4=451"><img src="https://images.tldr.tech/cursor.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Cursor"></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 AI <span id="date">2026-04-01</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%2Fcursor.com%2F%3Futm_source=tldr_paid%26utm_medium=paid%26utm_campaign=ai%26utm_tldrtest=testa/2/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/WU2u4ZTika1DYyIdV6ZoPldNqJWHJNDrXH5lQeDp6W0=451">
<span>
<strong>Jensen Huang: "My favorite enterprise AI service is Cursor." Find out why (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Trusted by teams at Stripe, OpenAI, and NVIDIA, Cursor helps you build high-quality software, faster.<p></p><p>✅ Choose between every frontier model from OpenAI, Anthropic, Gemini, xAI, and Cursor.</p><p>✅ Code with an agent that knows how your codebase works, no matter the scale or complexity.</p><p>✅ Run multiple agents in parallel to build, test, and demo features without blocking on execution.</p><p>“My favorite enterprise AI service is <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fcursor.com%2F%3Futm_source=tldr_paid%26utm_medium=paid%26utm_campaign=ai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/SzvGqx14SMJtHLvQGU4JLk0puWQc4mgXlvaH7np5fac=451" rel="noopener noreferrer nofollow" target="_blank"><span>Cursor</span></a>. Cursor is an AI coder and every one of our engineers, one hundred percent, is now assisted by AI coders and our productivity has gone up incredibly.” —Jensen Huang</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fcursor.com%2F%3Futm_source=tldr_paid%26utm_medium=paid%26utm_campaign=ai/2/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/wRmU87htaXZtvHqO5CVEIIA3ze0XbO_eL_RmyKyN1fQ=451" rel="noopener noreferrer nofollow" target="_blank"><span>Download Cursor and start building. It's 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;"><span style="font-size:36px;">🚀</span></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>Headlines & Launches</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FJyr9p5/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/jNl2kklhtaoVD2DjrLwegjXjsf78ur22tCq99tnui00=451">
<span>
<strong>Caltech Researchers Claim Radical Compression of High-Fidelity AI Models (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
PrismML has developed an extreme form of compression that allows AI to run locally on edge devices. Its 1-bit technology model has a radically compressed size without compromised performance. The same efficiency gains that enable local deployment will also allow data centers to operate more efficiently. The mathematics for the process are proprietary, with Caltech owning the intellectual property and PrismML being the sole exclusive licensee.
</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%2Fventurebeat.com%2Ftechnology%2Fclaude-codes-source-code-appears-to-have-leaked-heres-what-we-know%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/WKeS3zysPxGV2B2m45FmuUdf7jzQaVwTEpgd1KSGpdE=451">
<span>
<strong>Claude Code's source code appears to have leaked: here's what we know (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic has accidentally leaked the inner workings of Claude Code to the public. The codebase has now been mirrored and analyzed by thousands of developers. The most significant discovery seems to be how Anthropic solved context entropy by using a three-layer memory architecture. This post looks at other interesting parts of the code and the implications of the leak.
</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%2F3gP6hV/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/Fi8O6mMp5akLB7LRH0GC86d0EwJa2rDChLlU3OE1hi8=451">
<span>
<strong>OpenAI raised $122B to expand AI infrastructure (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI announced $122 billion in new funding at an $852 billion valuation, highlighting rapid revenue growth, large-scale adoption, and a strategy centered on compute, APIs, and enterprise AI systems.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F03%2F31%2Fmercor-says-it-was-hit-by-cyberattack-tied-to-compromise-of-open-source-litellm-project%2F%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/8sPdcI-xDETgjA-U0oDL0qQftkHJ6ZBOwYs6FbPJC5c=451">
<span>
<strong>Mercor says it was hit by cyberattack tied to compromise of open-source LiteLLM project (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Mercor, an AI recruiting startup, has confirmed a security incident linked to a supply chain attack involving LiteLLM. A recent compromise of LiteLLM's project, linked to a hacking group called TeamPCP, has affected thousands of companies. Lapsus$, an extortion hacking group, claims it has access to the stolen data, though it is unclear how it was obtained. The incident has prompted LiteLLM to shift from Delve to Vanta for compliance certifications.
</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>Deep Dives & Analysis</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%2Fapoorv03.com%2Fp%2Fthe-economics-of-generative-ai-two%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/n6nEOHmVJq5wLUa0KDQAQqqgd9QYGS1GbDcTZKEBY70=451">
<span>
<strong>The Economics of Generative AI: Two Years Later (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The semi layer still captures around 70% of all AI revenues. Infra is currently the only competitive layer. The most profitable strategy in AI is still selling the shovels.
</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%2FACAL3Q/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/MT-ZX_ECGK7ehVb3URLvOgFsT27XDUrbffoCaA2GWsU=451">
<span>
<strong>Claude Code's Real Secret Sauce (Probably) Isn't the Model (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude Code's performance stems from a sophisticated software harness rather than just the underlying model, utilizing dedicated tools like Grep, Glob, and LSP for superior repository navigation. The system minimizes context bloat through file-read deduplication and structured session memory, while using forked subagents to parallelize tasks like background analysis without contaminating the main execution loop.
</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%2FVADkGA/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/l8DOsCVOP4O7VXlhXQTwEEsWtoBzcYqvTvaDFx32rIM=451">
<span>
<strong>Compute Wars: OpenAI vs Anthropic (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Opus 4.5 was a major breakthrough that was achieved because Anthropic more than doubled its capacity. This got Anthropic close to OpenAI's total capacity, and probably much higher effective capacity available for new model runs. OpenAI will pull away in terms of compute available in the second half of this year, but 2027 will be close. OpenAI so far has much higher planned capacity for future years, but it is unlikely that Anthropic will not push as hard as possible for more compute.
</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>Engineering & Research</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.scroll.ai%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldrai_apr2026/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/size-YO2HnNycmUFkmFtaaiIWju75JD8Pdp3jJoRRDg=451">
<span>
<strong>Turn any knowledge base into a world-class AI experience (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.scroll.ai%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldrai_jan2026/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/h2VpOfzmNoSLGHxblNbwa2cwyXOYpTif-haiBoCSejc=451" rel="noopener noreferrer nofollow" target="_blank"><span>Scroll.ai</span></a>'s knowledge agents provide accuracy and speed that other agents can't touch. Your users will feel the difference from the very first message. Thousands of teams use Scroll for employee enablement, customer education, business insights, and more.
<p></p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.scroll.ai%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldrai_apr2026/2/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/RlsTjILiuhpOQr56HPhUpSnCcTQyVM6Q-So3nF6-0sA=451" rel="noopener noreferrer nofollow" target="_blank"><span>Get your first month free ($200 value) with code TLDR-2026</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%2Fblog.google%2Finnovation-and-ai%2Ftechnology%2Fai%2Fveo-3-1-lite%2F%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/6g-2Nzcqt-QZ5PtBQf9JPqEetUyA9qE-HO7PlONiNsk=451">
<span>
<strong>Google Veo 3.1 Lite (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google introduced Veo 3.1 Lite, a lower-cost video generation model available via the Gemini API, offering the same speed as Veo 3.1 Fast at under half the cost for high-volume applications.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.together.ai%2Fblog%2Faurora%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/MBBaXkhFqk1I9aqMrRSvqXD30iHTzFpMeh1sPiXsarU=451">
<span>
<strong>Aurora (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Aurora is an RL-based framework that learns directly from live inference traces and continuously updates the speculator without interrupting serving. It enables real-time adaptation across shifting traffic domains and a 1.25x additional speedup over a well-trained static speculator. The framework shows how online training from scratch can outperform a carefully pretrained static baseline.
</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.google%2Finnovation-and-ai%2Ftechnology%2Fdevelopers-tools%2Fgemini-api-docsmcp-agent-skills%2F%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/A0-nbCOEYUPJ5k5_BsgUsQc5kDCTiRh9J1t0iWT0sUs=451">
<span>
<strong>Improve coding agents' performance with Gemini API Docs MCP and Agent Skills (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Agents can generate outdated Gemini API code due to outdated training data. Google has introduced the Gemini API Docs MCP and the Gemini API Developer Skills to fix this. The tools are designed to ensure coding agents have access to the most up-to-date APIs and code using best practices. Combined, they lead to a 96.3% pass rate on Google's eval set.
</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%2Ftechcrunch.com%2F2026%2F03%2F31%2Fits-not-your-imagination-ai-seed-startups-are-commanding-higher-valuations%2F%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/rB1TKwJjNAejJRkUzIi5PQoEEuj8PaQUNKP3BZsto-g=451">
<span>
<strong>It's not your imagination: AI seed startups are commanding higher valuations (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI startups now command higher seed valuations, with rounds reaching $10 million at $40-45 million post-money, as investors focus on AI-driven growth potential. Early traction and the allure of proven AI talent, particularly from ex-OpenAI, propel these valuations, with Y Combinator Demo Day highlighting rising prices. The shift to pre-seed investments reflects a need to invest earlier, as VCs now expect quick growth and substantial traction, with less tolerance for missteps.
</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.oneusefulthing.org%2Fp%2Fclaude-dispatch-and-the-power-of%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/cqUrigw_xVPVo-2HIRMB8Bp1MNdDs-RS1mIQ77MmQKo=451">
<span>
<strong>Claude Dispatch and the Power of Interfaces (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI capability has been running ahead of AI accessibility. Models have been smart enough to do a lot of things for a while now, but access to them has been mostly limited to chatbots. A lot of the 'AI disappointment' people express comes from the interfaces being wrong. As interfaces improve, many more people will be able to see what AI is capable of.
</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%2Flittlebird.ai%3Futm_source=tldr_newsletter%26utm_medium=newsletter%26utm_campaign=tldrai_quicklink03112026/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/tdHvszoh4NIkSnXx1vuNmIVByMn7FQMeDUPCNbxjiV0=451">
<span>
<strong>Littlebird: AI that pays attention (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
You were promised AI that understands your work. <a class="underline underline underline-offset-2 decoration-1 decoration-current/40 hover:decoration-current focus:decoration-current" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flittlebird.ai%3Futm_source=tldr_newsletter%26utm_medium=newsletter%26utm_campaign=tldrai_quicklink03112026/2/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/KKmHXJ_M-SrP7B8DkHWvtT3k5U_8mjfKNdhBbcZXkPE=451" rel="noopener noreferrer nofollow" target="_blank"><span>Littlebird</span></a> actually delivers. It observes your screen and meetings, building a private memory that grows with you. <a class="underline underline underline-offset-2 decoration-1 decoration-current/40 hover:decoration-current focus:decoration-current" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flittlebird.ai%3Futm_source=tldr_newsletter%26utm_medium=newsletter%26utm_campaign=tldrai_quicklink03112026/3/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/Qf9zZ87cwW3zc4IggJBTZlAOq4z652RSlViHd_ribTE=451" rel="noopener noreferrer nofollow" target="_blank"><span>Try it 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%2Flinks.tldrnewsletter.com%2FcIjMbJ/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/1F9YJjuFnNdLgDU1OywkoxKAMQ_bqWvuhax7tkgnvrE=451">
<span>
<strong>Claude Code adds computer use capabilities (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic introduced computer use in Claude Code, enabling agents to interact with apps, navigate interfaces, and iteratively test and fix code through a closed-loop workflow.
</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%2Fabout.fb.com%2Fnews%2F2026%2F03%2Fmeta-ai-glasses-built-for-prescriptions%2F%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/PugS43w7TGVLswmgjmlCv7ndYpRoYH86_3zaX6E0zYo=451">
<span>
<strong>Ray-Ban Meta: Prescription-First Styles and Multimodal AI Features (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Meta launched prescription-first Blayzer and Scriber styles starting at $499, expanding the Ray-Ban and Oakley lineups with specialized Prizm and Transitions lenses.
</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%2Fmicrosoft%2Fagent-lightning%3Futm_source=tldrai/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/tWsvWFBvzR-erQHk5Bcn3yB5Huef93jjFKFuNJEhdrY=451">
<span>
<strong>Agent Lightning (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Agent Lightning is a trainer that can turn any agent into an optimizable beast with zero code change.
</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%2F51d793d6%2F2/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/Dr2iYQqHQ2ZZC68ZMPltIuHROoLnOMfFaAMOh4B0wHQ=451" style="color: #464ba4; text-decoration: underline;">https://refer.tldr.tech/51d793d6/2</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_9a4c16be99eb%2F2/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/1UFXQoFt95Q_w5GNY42_E7rB0GrKp8O-GzxsU3aMlfg=451" 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 AI professionals and decision makers, you may want to <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=advertisecta/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/xqgNGIo0vpjEVXr8_Fuk9j0_1JciraM5IRYljZi4nbc=451"><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/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/lCgLtg8A5dugBveDCcPnl-6aL1cqUWz3EE_ZJVy3YHY=451" 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-d3e165357871/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/PZpGnEpobbHQS84iXIOVBu97r-kq5TJgNkqwNZluNJM=451" 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/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/3Oq6lE88yaeEjaKy-REneAk1NkLRZEZBOg0pWnQKXyo=451" 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%2Fandrewztan/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/5AijlvCQCwtOz3sADndLdnvmGY95WiVwp_HLZGrvdDg=451"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/kdozWA4DlpWrdk4PnW_4WoPe_UL5MOJiA8mSAMFqjBI=451"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/2KmCybXCed81iEb03GUbO_-PtY4oR7QEnEYuxsgc6xk=451"><span>Jacob Turner</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%2Fai%2Fmanage%3Femail=silk.theater.56%2540fwdnl.com/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/eJsd9srpAEVTe32RY4CJpnrla9r3QJr_C60zdCXuTTE=451">Manage your subscriptions</a> to our other newsletters on tech, startups, and programming. Or if TLDR AI isn't for you, please <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Funsubscribe%3Fep=1%26l=eedf6b14-3de3-11ed-9a32-0241b9615763%26lc=1571a9f6-84b7-11f0-b464-47c5c04ad337%26p=69e119c8-2dbc-11f1-924c-8b61b294b0cb%26pt=campaign%26pv=4%26spa=1775048509%26t=1775049385%26s=6f58231a66a37609c249ea67668dfa6a1934d6e7bc9a624995684505987a0317/1/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/4zrGFY64L6NI2axHp1K7g64Y6XKEL72PREEuoiEyXg0=451">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/CI0/0100019d49302544-83639151-0876-4915-a321-c00e9a29a788-000000/c1ghrK4gvReCpTMUtnSug7V8tLb7_5LbOf9cG-6yAh4=451" style="display: none; width: 1px; height: 1px;">
</body></html>