<!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;">OpenAI announced that it confidentially submitted a draft S-1 to the SEC while noting that no IPO timing had been decided </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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/RYSndrydUfuvAtqcJi4iH2G17rHZVMDOklzoVONWsdw=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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/vxQ1CoU5feQS5Os0jOaiELALAVIYVjCyLpvkjiOUIes=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=ef18dcec-63fa-11f1-911b-f7841f3dda7e%26pt=campaign%26t=1781011365%26s=8a6658386a47436fa4a2fa737822763feba0a3906ac2206152187d89b3543720/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/5lg5qusnD0JvzQac8K_KqvXTI1ETxKeFsU5TfjjpMWc=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%2Flinks.tldrnewsletter.com%2FLgsMzn/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/dKXjNblx4RAa-BT4rcIjO-mTFNxz_w_JSKzgHI_NhNk=452"><img src="https://images.tldr.tech/databricks.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Databricks"></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">2026-06-09</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%2Flinks.tldrnewsletter.com%2FLgsMzn/2/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/MpzjdTBHWS5gH8dWFIhR-qWpBGpeDqpsgbgLNF_xksQ=452">
<span>
<strong>Even your favorite coding agent needs a reliable, fast database. Lakebase has got you covered. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Lakebase is serverless Postgres that lets you branch a database like it's code and scale to zero when your agent goes idle. Instead of managing application state data on one platform and analytics on another, you can keep it all on the lake. <br><br>To clear the air, we're also very friendly with your favorite coding agent. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FbsCVoX/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/IYZXPsDhdDxGHgS4_kQzQEKyLpyVVvTzY7XVUh4GTtc=452" rel="noopener noreferrer nofollow" target="_blank"><span>Copy a prompt into your coding agent of choice to get a step-by-step walk-through of how to build an app on Lakebase</span></a>.
</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%2FsnhLUs/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/ZEaTZsFK8b5AyOas-MKoqTVzBPzfxOQvBMghp8N7q7I=452">
<span>
<strong>OpenAI Filed a Confidential S-1 (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI announced that it confidentially submitted a draft S-1 to the SEC while noting that no IPO timing had been decided. The statement said the filing preserved the option to go public sooner while the company continued weighing tradeoffs around remaining private.
</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%2Farstechnica.com%2Fapple%2F2026%2F06%2Fsay-hi-to-siri-ai-apple-announces-new-more-conversational-voice-assistant%2F%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/i5gDzFxBl9j4swaY-bfqrfzDvI485oxhTFOluDm6RVw=452">
<span>
<strong>Apple Introduced Siri AI (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Apple announced a long-delayed Apple Intelligence update for Siri, now branded “Siri AI,” with a more conversational assistant planned for OS releases this fall. The update was said to include Google-powered changes to Apple's on-device Foundation Models and deeper AI integration across Apple platforms.
</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%2Fdecrypt.co%2F370449%2Fxiaomi-mimo-ultraspeed-ai-model-faster-chatgpt-claude%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/DmEGXX8wpNuj0kwu_cKSzlp5vZJAYKH_mDRHx1B2oc0=452">
<span>
<strong>China's Xiaomi MiMo Is Now 15X Faster Than ChatGPT and Claude (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Xiaomi and inference partner TileRT have created a 1-trillion-parameter model, MiMo-V2.5-Pro-UltraSpeed, with an inference speed of 1,000 tokens per second on a standard 8-GPU commodity node. The speed was achieved through FP4 quantization on the model's expert layers and DFlash speculative decoding, which proposes a full block of tokens in one pass instead of one at a time. The model is available through a limited API trial from June 9 to June 23. It costs three times the standard MiMo-V2.5-Pro rate for roughly 10 times the output.
</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%2Fdevelopers.openai.com%2Fcookbook%2Fexamples%2Fpartners%2Fschemaflow_design_guide%2Fschemaflow_cookbook%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/reJ43-LBriSpgnIboP_VCZCu1kyc_AwynRsWi0LWWBs=452">
<span>
<strong>OpenAI's Database Change Analysis (28 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
SchemaFlow demonstrates an AI-assisted workflow for database change requests, covering structured request parsing, impact analysis, SQL generation, guardrails, artifact creation, and evals. The cookbook used a retail loyalty-tier example, but the architecture applies broadly to structured data workflows across enterprise domains.
</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%2Fnewsletter.getdx.com%2Fp%2Fthe-current-impact-of-ai-on-engineering%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/-14bylkU14PIPFIf1HSha8uXG907uJDHDFK7ZKufxTA=452">
<span>
<strong>AI's Measured Impact on Engineering Velocity (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Early research suggests that AI adoption has increased pull request throughput by roughly 10 to 15 percent for many organizations, with a median gain closer to 8 percent. Coding is only a small part of developer work, so bottlenecks in reviews, planning, testing, and coordination continue to limit overall velocity.
</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%2Fresearch.perplexity.ai%2Farticles%2Fhow-ai-agents-reshape-knowledge-work%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/ict6SvUZS7H9ikJ4hkOgYGdmhXRfujUQMeX8kNkNz7Y=452">
<span>
<strong>How AI Agents Reshape Knowledge Work (18 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI agents like Perplexity's "Computer" enhance knowledge work by executing tasks autonomously, reducing time by 87% and costs by 94% compared to traditional search and human execution. Autonomous execution allows users to focus on goal-setting and oversight, enabling complex and cross-disciplinary tasks that span specific expertise areas.
</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.gartner.com%2Fen%2Fai%3Futm_source=tldr%26utm_medium=display%26utm_campaign=GTR_GB_2026_GTR_PD_DS1_AITLDRNL%26utm_term=hubpage/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/5_GSfUxC-C2scjhwYQMDBwlroOShY6v4xRPK3PdXK6g=452">
<span>
<strong>Why is ROI on AI so elusive? (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
One big reason is the interplay between three key (and sometimes contradictory) forces: business leaders, IT executives, and technology providers. Gartner sits at the nexus of all three, providing a unique intelligence advantage. See how in the <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.gartner.com%2Fen%2Farticles%2Fhype-cycle-for-agentic-ai%3Futm_source=tldr%26utm_medium=display%26utm_campaign=GTR_GB_2026_GTR_PD_DS1_AITLDRNL%26utm_term=hubpage/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/e4o3pbYhg3puWGTxI34O2QIVoz1wTLxRJvmUGCkFR5c=452" rel="noopener noreferrer nofollow" target="_blank"><span>2026 Hype Cycle for Agentic AI</span></a> and all things AI <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.gartner.com%2Fen%2Fai%3Futm_source=tldr%26utm_medium=display%26utm_campaign=GTR_GB_2026_GTR_PD_DS1_AITLDRNL%26utm_term=hubpage/2/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/yqG1l0CInQ1LSUTN2tq2uMs-n12KmPqvbHeUYluldEQ=452" rel="noopener noreferrer nofollow" target="_blank"><span>in our AI hub.</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%2Fcognition.ai%2Fblog%2Ffrontier-code%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/DTVTVNgMKtKPbSAcjAtYpUblv3Tva80WpgzgzRuzUnI=452">
<span>
<strong>Introducing FrontierCode (18 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
FrontierCode is a benchmark that measures how well models can truly meet the standards of high-quality production databases. It is the first benchmark to measure code mergeability. The benchmark was crafted by open-source maintainers and features an extensive QC pipeline with adversarial testing, calibration, and multi-stage review. It provides the strongest signal of a model's ability to write high-quality, maintainable code.
</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%2Fsrcark/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/73-Kvc2NwD4BN4MutVK7HM-e_nUNhYveQycOtR7ud4k=452">
<span>
<strong>Built to benefit everyone: our plan (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Sam Altman and Jakub Pachocki frame OpenAI's three current goals as building an automated AI researcher, accelerating the economy while ensuring gains are widely shared, and giving everyone on Earth a personal AGI. They argue OpenAI has entered its third phase, where the central question is making advanced AI abundant, affordable, safe, and easy enough for every person and organization to use, with broad power distribution as the safer path.
</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%2FYJsJqm/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/j-L2ukJLW4UltrnDx3htWsgEV7LJ80i9hXXwiX9z2sE=452">
<span>
<strong>Musk's xAI Taps Starlink Staffer to Run Grok Training Team (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Jack Garabedian, a Starlink engineer who's been with SpaceX since 2021, is taking over the team that trains xAI's Grok chatbot, displacing college-aged engineer Diego Pasini, who has been with the company for a year and a half. Garabedian helped with the deployment of Starlink during the war between Russia and Ukraine, and he also helped work with the Starlink customer team and integrated Grok into customer support. A group of Starlink executives has taken over xAI in policy, operations, and leading the engineers ahead of SpaceX's upcoming initial public offering.
</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%2Fmartinalderson.com%2Fposts%2Fxais-new-rental-business%2F%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/ccK81brvOj349xDdWTtNyMhztHM3fwERZaPpo7h-Rv4=452">
<span>
<strong>xAI is looking more like a datacentre REIT than a frontier lab (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
xAI's new partnerships with Anthropic and Google provide these rivals with a huge amount of capacity, with the revenue flowing back to SpaceX, which is about to go public. Both agreements have cancellation clauses that allow either party to cancel with 90 days' notice after an initial lock-in period, but this is still a ludicrously profitable deal for xAI on face value. If the deals continue for 18 months, xAI would recoup all of the capex it spent, and it still has many hundreds of MW of GPUs available.
</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.cdata.com%2Fai%2Fsignup%3Futm_source=tldr-ai%26utm_medium=newsletter_0609%26utm_campaign=26Q2_Trial/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/vQkPdxORVacqG1Vni9yE5GmYNxwtXadbsHIzqtxMcI4=452">
<span>
<strong>How to increase MCP success rates from 25% to 98.5% (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Self-built and single-source MCP connectors break on schema mapping, date logic, multi-filter conditions, and write validations for 1 in 4 prompts. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cdata.com%2Fai%2Fsignup%3Futm_source=tldr-ai%26utm_medium=newsletter_0609%26utm_campaign=26Q2_Trial/2/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/XB0xzUupNS7UbT2X3bsSoNglGm5LFKMEq50yFLPe7cM=452" rel="noopener noreferrer nofollow" target="_blank"><span>See how CData Connect AI achieves 98.5% accuracy</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.k-dense.ai%2Fblog%2Fthe-model-is-no-longer-the-bottleneck%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/ZPNDdMTLTxUJb--Q8DL2w7zzjebeh2gyzHMhUT-t0fI=452">
<span>
<strong>The Model Is No Longer the Bottleneck (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The bottleneck has moved from the model to the workflow around it.
</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.cnbc.com%2F2026%2F06%2F09%2Fperplexity-ipo-2028-as-anthropic-openai-prepare-listings.html%3Futm_source=tldrai/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/BaLwX7tJas0gwv6HfWeuPkmh69r7ekeciUK-snhuZkc=452">
<span>
<strong>Perplexity plans IPO in 2028 regardless of what happens to Anthropic or OpenAI (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI, Anthropic, and SpaceX's IPOs are expected to be among the biggest in history.
</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%2FZXe5qz/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/JVmwxJpjmAeeYtRFzjum8L4e56Spt4m_fLqBrGF4GdM=452">
<span>
<strong>Your Agent Harness Should Repair Itself (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Most agent observability ends at the trace and leaves the actual debugging loop entirely to humans, so every model upgrade forces engineers to manually walk traces, form theories, write patches, and hope nothing else breaks.
</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%2FOpJlYm/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/kY3J7QsTEfNWn8IRxVAUMN7J_RzmHcH2t-ZDeTP1ric=452">
<span>
<strong>OpenAI Launched an Economic Research Exchange (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI introduced a program for external researchers studying AI's economic effects on workers, firms, institutions, and the broader economy.
</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%2F2/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/Y-bvPyuAL_OnknJjk9WDmvNxLZhDcj4_Fj7pu2WfljE=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%2F2/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/5KkvmH7Cqr6iYm62qpMa5QPRNj_Bm1MncJ2Ny5DBH5M=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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/wlqZt1F0elgyCPkUcRQWX-Gu4hMS8ApO-4htxalfgR0=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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/up2x5-PFk4fdWBWllX1eSUN4FGnOXY0S8TbXQzj-V2w=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-d3e165357871/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/iLrNMW6EVHVkum489zREmAkcbKp0PrLYIRcBw8ciUpE=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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/GtsUH8_-PNhIfPCJIohsK691wxGccfIwXFRp1egyfhY=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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/_jdpazVRc7caMJW9UlZEN47LGS-NUsWLI1sm9ezV7jw=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/n3-3W7cCnA0aYMfWj-FBqN3re5QTmBnQZ3LP__COVwE=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/2iYpUdMe9Z5bBDsglXuuO0RHkYkFBjth_HnPRosk7f8=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/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/8QY1HHnMOFTMvQ1BvA6fWsVgtAptkDAfvbdZCU34jmI=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=ef18dcec-63fa-11f1-911b-f7841f3dda7e%26pt=campaign%26pv=4%26spa=1781010259%26t=1781011365%26s=e9df4b8e46a0a09786b866018b60c64d39fe2e26e0e51a62fed0500ce428a33b/1/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/dWeTvrHwWTs0e6I87-4IHTnafrFaOQZ56PBxFGfZz94=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/CI0/0100019eac8cbefc-30ee5c26-b251-4682-bf92-ace0f6786de4-000000/83jksdJGnMJluSz17yfuTDuIZslCFqBhCLps1opIREs=452" style="display: none; width: 1px; height: 1px;">
</body></html>