<!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;">Meta introduced Muse Spark, a multimodal reasoning model with tool use, visual chain-of-thought, and multi-agent orchestration </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/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/txNi459GzTr2-U-qXDc9X3n4V7gfL73E03YBR7vV-Gg=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=tldrai%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/R8WzTLck3ng0SO1-E4UTzuwBEjy9bTDAQv-44TEEcjg=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=1571a9f6-84b7-11f0-b464-47c5c04ad337%26p=d671aac2-33fb-11f1-9c3d-81fe36d54115%26pt=campaign%26t=1775740773%26s=28db32a33864cc7e86ac55f8e02565f3292845acfc18e5185f765206760483cb/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/nHQjGZuySjIQRga8P56TNqgq8eO8r0IzExyZu3hYyNE=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%2Fref.wisprflow.ai%2Ftldr-ai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/Hv3X0-0mwyYMn7A4diicGfQC2LgvQoNq_jyTykG1fUg=452"><img src="https://images.tldr.tech/wispr.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Wispr"></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">2026-04-09</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%2Fref.wisprflow.ai%2Ftldr-ai/2/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/MaTsDK9PrRPXizi3X8Prc6G14eMn0r3sgeqRLh5RI5U=452">
<span>
<strong>Your prompts are only as good as the detail you put in. Typing is the bottleneck. (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%2Fref.wisprflow.ai%2Ftldr-ai/3/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/afFUn0JvaSNLwmRD0Q4DUKnOLhHiqEt95RCTpulOOwk=452" rel="noopener noreferrer nofollow" target="_blank"><span>Wispr Flow</span></a> turns your voice into clean, ready-to-paste text. Speak detailed prompts into Claude, ChatGPT, or any AI tool at 4x the speed of typing. Flow strips filler words, fixes grammar, and formats automatically.
<p></p>
<ul>
<li><strong>More context, better outputs.</strong> Describe edge cases, explain constraints, give your AI the full picture.</li>
<li><strong>89% sent with zero edits.</strong> No cleanup between you and your AI.</li>
<li><strong>System-level.</strong> Works in every app on Mac, Windows, iPhone, and Android.</li>
</ul>
<p>Millions of users, including teams at OpenAI and Vercel.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fref.wisprflow.ai%2Ftldr-ai/4/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/skAnCk-kkFsH3OzuGuNyuprH7aEREbA8n1WNKbfV_yY=452" rel="noopener noreferrer nofollow" target="_blank"><span>Try Wispr Flow Free</span></a> | <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fref.wisprflow.ai%2Ftldr-ai/5/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/oeDq7BD3tAAi-4fGIa0qU_yAPLQRfQMajZUjo01oxts=452" rel="noopener noreferrer nofollow" target="_blank"><span>Get Flow</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%2Fai.meta.com%2Fblog%2Fintroducing-muse-spark-msl%2F%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/Fvq_XiHMV90ySebYDxpmqTB3dV0QR2LORQZQZeLE-uY=452">
<span>
<strong>Meta introduced Muse Spark (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Meta introduced Muse Spark, a multimodal reasoning model with tool use, visual chain-of-thought, and multi-agent orchestration, as part of its push toward personal superintelligence.
</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%2Fengineering%2Fmanaged-agents%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/AWquODnDl3cITptre6UKWhsZM2lU5U0R-AiRdmP0RJ4=452">
<span>
<strong>Anthropic Managed Agents (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic's Managed Agents is a hosted system that separates agent interfaces from underlying implementations to support long-running tasks as models evolve.
</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%2Fcolab-updates%2F%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/hffDX5sQ34Eh-lBHYTEihhlg3Rw6oCWQuN65TLeO0CA=452">
<span>
<strong>Introducing Learn Mode: your personal coding tutor in Google Colab (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google Colab has enhanced its Gemini integration with Custom Instructions and Learn Mode, enabling personalized AI assistance and coding guidance. Custom Instructions allow users to adjust Gemini's behavior to fit their workflow or project needs, and Learn Mode provides step-by-step coding support instead of complete solutions. These updates enhance user control and facilitate skill-building, sharing personalized AI settings with the Colab community.
</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%2Fwww.thealgorithmicbridge.com%2Fp%2Finside-the-ai-industrys-most-expensive%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/GloviB6l7NVG8RM8fJmMPGQHQI-kiZLWk52wS82-ZUk=452">
<span>
<strong>Inside the AI Industry's Most Expensive Mistake (17 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
An internal leaderboard at Meta that ranked employees on token usage revealed that, over a 30-day period, the company used around 60 trillion tokens. It is estimated that all books published amount to about 20 trillion tokens. The AI industry seems obsessed with token spend, but the metric is easily hacked, and more token use doesn't mean more value is provided.
</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%2FjTs9Xh/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/AyHizxfttZIom288HRufByGXD-ASM0ZPmla8_-3rzPg=452">
<span>
<strong>Systems Engineering: Building Agentic Software That Works (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Building reliable agentic software requires treating it as a full system, not optimizing isolated components like tools or storage. This post outlines five critical layers that must be designed together to avoid cascading constraints and failures. Using a real open-source example, it shows how structured data, enforced permissions, and consistent interfaces enable agents to improve over time and operate safely in production.
</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%2Fmiro.com%2Fevents%2Fprototypes-trial%2F%3Futm_campaign=GLB-27-NSP-SU-PA_Prototypes_Trial_Ads%26utm_source=tldr%26utm_medium=newsletter%26utm_content=sponsorship%26src=-tldr_glb%26utm_term=tldr-ai-secondary%26utm_tldrtest=testa/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/tFVh77a2CtBfLXLyKQjvoJz7oDvnZpSwi0x9uD_UOb8=452"><span><strong>Don’t wait for tests to reveal something you could have spotted during ideation (Sponsor)</strong></span></a>
<br>
<br><span style="font-family: ;">Instead, get visual in minutes with rapid, interactive <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmiro.com%2Fevents%2Fprototypes-trial%2F%3Futm_campaign=GLB-27-NSP-SU-PA_Prototypes_Trial_Ads%26utm_source=tldr%26utm_medium=newsletter%26utm_content=sponsorship%26src=-tldr_glb%26utm_term=tldr-ai-secondary%26utm_tldrtest=testa/2/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/IOZWZv5-7glsDLaiKpNUCp49MHnzxYB1nZ6DMbrnHio=452" rel="noopener noreferrer nofollow" target="_blank"><span>Miro Prototypes</span></a>. Bring PMs, designers, engineers, and even clients onto one shared canvas so you can test ideas together. By aligning on the right direction before design or code even starts, you’ll eliminate costly rework. Get your free trial and <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmiro.com%2Fevents%2Fprototypes-trial%2F%3Futm_campaign=GLB-27-NSP-SU-PA_Prototypes_Trial_Ads%26utm_source=tldr%26utm_medium=newsletter%26utm_content=sponsorship%26src=-tldr_glb%26utm_term=tldr-ai-secondary%26utm_tldrtest=testa/3/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/r6I54YsbITIpNyGlgNE12SZ_keJ2YUyaFTiPnxMuNbE=452" rel="noopener noreferrer nofollow" target="_blank"><span>start turning ideas into solutions</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.anthropic.com%2Fengineering%2Fmanaged-agents%3Futm_source=tldrai/2/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/zOu8ms9OWwBlePqxPaP-S280kOQN0MJhHnim8zXCQBA=452">
<span>
<strong>Scaling Managed Agents: Decoupling the brain from the hands (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Harnesses encode assumptions about what Claude can't do on its own. These assumptions need to be frequently questioned as models improve. Anthropic built Managed Agents as a system for 'programs as yet unthought of'. It is designed to accommodate future harnesses, sandboxes, or other components around Claude.
</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%2Fpytorch.org%2Fblog%2Fmonarch-an-api-to-your-supercomputer%2F%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/Dnf8m5sCLjefiWk_MGB2FKa9WIl56vOsdOFN9h_8ROQ=452">
<span>
<strong>Monarch: an API to your supercomputer (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Monarch is a distributed programming framework for PyTorch that makes running distributed training jobs on huge clusters easy. It makes clusters programmable through a simple Python API that exposes the supercomputer as a coherent, directly controllable system. Monarch is optimized for agentic usage, and it provides consistent infrastructure abstractions and exposed telemetry. It can turn a dev machine into a supercomputer, leveling up its agents.
</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%2Fclaw-eval%2Fclaw-eval%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/yi5K5MwiLlfHMkkxB9TfWzpp5N1VoTXR_KkJ6sZjzQs=452">
<span>
<strong>Claw-Eval Benchmark for AI Agents (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claw-Eval provides a human-verified benchmark for evaluating LLM agents across 139 real-world tasks using Docker sandboxes, multiple services, and structured grading.
</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%2Fcursor.com%2Fblog%2Fbugbot-learning%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/gqUlVdF5FS2eOIoWdKkCdLiug5lgQvlDYKhVyzutx30=452">
<span>
<strong>Bugbot now self-improves with learned rules (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Bugbot's resolution rate now nears 80%, significantly outperforming other AI code review products. Bugbot harnesses real-time signals from past runs to self-improve by transforming feedback into learned rules. Over 110,000 repositories use this feature to generate over 44,000 learned rules, enhancing Bugbot's focus on specific issues and business context.
</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%2Fwww.cnbc.com%2F2026%2F04%2F08%2Fanthropic-pentagon-court-ruling-supply-chain-risk.html%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/uQKa5gN2VPI4WGk8yHrrO67MlEnt6XWboHxZ3-twnVU=452">
<span>
<strong>Anthropic loses appeals court bid to temporarily block Pentagon blacklisting (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A federal appeals court has blocked Anthropic's request to temporarily block the Department of War's blacklisting of the company as a lawsuit challenging the sanction plays out. Anthropic is now excluded from the Department of War's contracts, but it can continue working with other government agencies while the litigation plays out. Defense contractors will be prohibited from using Claude in their work with the agency, but they can use it for other cases.
</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%2F04%2F08%2Fpoke-makes-ai-agents-as-easy-as-sending-a-text%2F%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/PoYMjd_V7s1aFw0dQjd7LJM2qMlD_rR3KymzdaxL9GE=452">
<span>
<strong>AI agent Poke makes setting up automations as easy as sending a text (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Poke, a new AI agent accessible via text messaging apps, simplifies automation with pre-made "recipes" for tasks like scheduling and smart home control. Backed by $25 million in funding and valued at $300 million, Poke aims for widespread adoption by offering flexibility in pricing and encouraging user-generated automation recipes. Unlike complex systems like OpenClaw, Poke's user-friendly approach targets a broader audience without compromising on functionality.
</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%2Fwww.digitalocean.com%2Fdeploy%3Futm_source=tldr-newsletter%26utm_medium=sponsorship%26utm_campaign=deploy_2026_offer%26utm_content=ai-nl-3rd-april-9/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/0f3-OzubxOGUeCpcRNefiNeFe2luAgKnxdCzhJ8jKGQ=452">
<span>
<strong>AI inference conference in SF + $5K in credits if you attend (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
DigitalOcean Deploy is April 28 in SF. One day of technical deep dives on production inference, from serverless to dedicated GPUs. Qualifying in-person attendees can receive up to $5,000 in inference credits*. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.digitalocean.com%2Fdeploy%3Futm_source=tldr-newsletter%26utm_medium=sponsorship%26utm_campaign=deploy_2026_offer%26utm_content=ai-nl-3rd-april-9/2/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/IK3tgH9IGDEX4Inhu0xR0luNhtfqJ-98wPCpjFgVDk4=452" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Register now!</strong></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%2Fwccftech.com%2Fapple-shows-its-cards-plans-to-move-the-production-of-its-upcoming-baltra-asic-in-house%2F%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/LFCy_jKgv6kKAYYrBvnqrUeuvNLzjjSlMJFxqCmh-u0=452">
<span>
<strong>Apple Shows Its Cards, Plans To Move The Production Of Its Upcoming Baltra ASIC In-House (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Apple has a well-established proclivity for vertical integration.
</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%2Fhuggingface.co%2Fblog%2Fibm-research%2Faltk-evolve%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/JteWQJ02NrnDU0BHa8CDuqnAC8MWEq57Arg3Ln5ZdjQ=452">
<span>
<strong>ALTK‑Evolve: On‑the‑Job Learning for AI Agents (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
ALTK-Evolve enhances AI agents by transforming raw agent trajectories into reusable guidelines, improving reliability in complex tasks without increasing context bloating.
</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.pymnts.com%2Fartificial-intelligence-2%2F2026%2Fperplexitys-shift-to-ai-agents-boosts-revenue-50%2F%3Futm_source=tldrai/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/q72Bm36-ZtStIlRI6gftxENfLlSGO4pYwueFKrKvQ2s=452">
<span>
<strong>Perplexity's Shift to AI Agents Boosts Revenue 50% (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Perplexity's move from AI-powered search to AI agents has reportedly paid off.
</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%2F9TYT7X/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/8uVCC5ytrCpuiIrBc1gB4gVVeNRrie0eoxhCVxHiODY=452">
<span>
<strong>This will become the default way teams use Notion + Claude (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Run roadmaps and task boards inside of Notion, assign out tasks to Claude Agents, and then collaborate with the agents and team to review the work from inside of Notion all the way through to merged PRs in GitHub.
</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%2Fz8D5Vx/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/2htY_DxHeAnXhShlmwdNQSimu37N-YL_bmc2W1Y-gws=452">
<span>
<strong>Enterprise AI Adoption (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI reported rapid enterprise growth, with AI moving beyond experimentation into core business workflows and a strategy centered on unified agents and a company-wide AI layer.
</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%2F2/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/BrmDLSokp91cDoalpfuex-PZ9ih1gNkr5astxMVTXHs=452" 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%2F2/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/3N3z97EeYbvZE_g_AxKUvnb-sRgVxJjXMlDWxKSFZtA=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? 📰
</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/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/0oaeXxlTpnoKXxeGC7wDvH0iDEVT99fCN-FmPYQvOBU=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? 💼
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/V_54HEcWW43BLqs1LnvZuwyfn6eSy6vqmFYNEUzdeq8=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-d3e165357871/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/fVaiPzpxTnhjVciMnVbzVLSL4YYtNke9RjKdp44ZYiI=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/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/obhzmprONd1Zs9WViQAikFYq2J6_UaOAFnVY3WiXCH8=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>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftwitter.com%2Fandrewztan/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/clXddaTVirFxAA9ghMUMBS_l4zzseUaH2In26q0ykd8=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/Fk8pzRtCJEka7s7SAVFbRQ3e-f3Fw6alFrhUmHXYCbU=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/Ep2dyKIdbLpJqHVzdF4PTVvpJt6zlKQ1HmP5jC0_AlI=452"><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/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/3ddOgtWyUvpFaPRWyctLhhGMHYQfVNIv9PYXRADbPdo=452">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=d671aac2-33fb-11f1-9c3d-81fe36d54115%26pt=campaign%26pv=4%26spa=1775739807%26t=1775740773%26s=28c6822a63be6550b03f574cb502b47ffc8da33900e151eb5dba62686bf333a8/1/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/-wMYhBB8ojWb2fbiuS6VmBO6VJT5pl62GGZ4-cx0ayU=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/CI0/0100019d7265e54a-f7fef5be-22af-419b-8c4e-d7c70e7ec1d9-000000/_mLCPz6xRy-qU0s-OkmlP4UrdMeOh3_5db4SLQPSYa0=452" style="display: none; width: 1px; height: 1px;">
</body></html>