<!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;">Thinking Machines has released Inkling-Small, a 276B-parameter mixture-of-experts model with 12B active parameters. The model retains </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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/BxJ4jsrVnyiD1H881h709-BqON3OsoYsAhpWNsYJY1c=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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/IFACPRL9TANVmHOwlHI_0tOW0veqR3LS0xMQ-Aek3BU=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=b993a8d6-8cd1-11f1-9b1a-a3273ded34a4%26pt=campaign%26t=1785504145%26s=7730e0f2dc2aed419fa14698ac6a732b48a4a74e202ceac47b23de66a3edd003/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/-GThmRt1bMXtImxfOofc-hIK_3nYKf7xH-YGglgc2Kg=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%2Fzenity.io%2Fresources%2Fevents%2Fblack-hat-usa%3Futm_source=tldr%26utm_medium=sponsored%26utm_campaign=tldr-ai-newsletter%26utm_content=primary-0731_header_zenity_labs_broke%23explore-the-sessions/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/mrPwiVzYhAgFU3tO3ouJpKjYCKmGkneoCeNIwPS3pU8=452"><img src="https://images.tldr.tech/zenity.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Zenity"></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">2026-07-31</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%2Fzenity.io%2Fresources%2Fevents%2Fblack-hat-usa%3Futm_source=tldr%26utm_medium=sponsored%26utm_campaign=tldr-ai-newsletter%26utm_content=primary-0731_header_zenity_labs_broke%23explore-the-sessions/2/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/3Nur8bd2e22p8Z1e-a8smIk0O4V54CUHr9QW7JNDovE=452">
<span>
<strong>Zenity Labs Broke Every Agentic Browser on the Market (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
🕵️ <strong>PleaseFix:</strong> a new vulnerability class hijacking agentic browsers, chained with "Intent Collision" into full 0-click attacks (account takeover, data theft, remote code execution), live at Zenity's booth at Black Hat on 8/6. <strong>Just nominated for a Pwnie Award for "Best AI Security Research."</strong> <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fzenity.io%2Fresources%2Fevents%2Fblack-hat-usa%3Futm_source=tldr%26utm_medium=sponsored%26utm_campaign=tldr-ai-newsletter%26utm_content=primary-0731_body_intro_session_details%23explore-the-sessions/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/Pmu6fTNlUctjB2xibWqjjG2VsDva-OBmoYi4mpNn5Ss=452" rel="noopener noreferrer nofollow" target="_blank"><span>Get session details →</span></a>
<p></p>
<p>🎭 <strong>AgentForger:</strong> one crafted link planted a fully autonomous, attacker-controlled agent inside a victim's org, before OpenAI patched it. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flabs.zenity.io%2Fp%2Fagentforger-part-1-chatgpt-cross-site-agent-forgery%3Futm_source=TLDR%26utm_medium=newsletter%26utm_campaign=2026-07-30_Primary_Zenity%2BInc.%2BStudio%26utm_content=body_outro_how_it_worked/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/f-OzyURmlmxIcKFBy0I_FiN6ZcVSL6rftE_DPPG0_i0=452" rel="noopener noreferrer nofollow" target="_blank"><span>See how it worked →</span></a></p>
<p>🧭 <strong>The framework:</strong> Zenity's <strong>CISO's Guide to Securing Agentic AI</strong> covers "least agency," runtime boundaries that hold even when model alignment and identity checks don't. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fzenity.io%2Fresources%2Febooks%2Fbeyond-identity-the-ciso-guide%3Futm_source=tldr%26utm_medium=sponsored%26utm_campaign=tldr-ai-newsletter%26utm_content=primary-0731_cta_download_guide/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/AAiXWFIQt8L04yRDwfAXJxWOU7Djp0W7oxHZhiD54Tg=452" rel="noopener noreferrer nofollow" target="_blank"><span>Download the guide →</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%2Fthinkingmachines.ai%2Fnews%2Finkling-small%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/4AtLbIz06dLjQiXBwevwBLZt-XTMm95yWK-C2HH_TjI=452">
<span>
<strong>Inkling-Small (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Thinking Machines has released Inkling-Small, a 276B-parameter mixture-of-experts model with 12B active parameters. The model retains Inkling's multimodal reasoning, variable thinking effort, and 1M-token context window while using substantially less compute.
</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%2Fn6E3XN/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/8CRSkr2GcEBkfd4UQC5kkA-kLuIZI92XLbuj6S8QM5k=452">
<span>
<strong>OpenAI Cuts GPT-5.6 Prices (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI reduced GPT-5.6 Luna pricing by 80% and Terra pricing by 20%, while improving Sol's API speed. The changes extended efficiency gains across API usage, Codex, and ChatGPT Work subscriptions.
</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%2Fmodels-and-research%2Fgoogle-deepmind%2Fgemini-robotics-er-2%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/qrerMML5iaBT96mhVv712RC54sbsURhgguuFGKzlUJc=452">
<span>
<strong>Gemini Robotics ER 2 (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Gemini Robotics ER 2 enhances automation capabilities with advanced AI and LLM integration. This innovation improves robotic efficiency, making it pivotal for industries needing precise automation.
</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%2Fmarcobambini.substack.com%2Fp%2Fthe-waste-inference-engine%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/lii39Ka7bMCkSMu2U9cOfTm1gPg-CtD-KE8GjrJZrWk=452">
<span>
<strong>The WASTE inference engine (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
WASTE is an open source inference engine designed to run models whose weights are substantially larger than the memory available on the host machine. It is an initial step into a broader effort to make increasingly capable models available on more hardware. The project aims to provide people and organizations greater control over infrastructure costs, data privacy, availability, and deployment. The first fully supported model by WASTE is Kimi K3, which can run on a MacBook Pro with 64 GB of unified memory.
</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%2Fcloud-agent-environment%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/gJRffWOiYG409f_4EXukc4i3iHknKil6cmPp8U-l-2Q=452">
<span>
<strong>Building Cloud Environments for Coding Agents (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cursor described how making development environments easier for agents to understand, run, and test helped cloud agents grow from authoring about 10% of merged pull requests to more than half.
</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%2F1LMstD/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/QvTnyF3Ip1Uc1ArDCnvXyrE9dy0jL7WekrdWz_RR_30=452">
<span>
<strong>The Agent Graveyard Isn't Real Anymore (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Enterprise AI projects increasingly reach production when vendors prove value on live workloads, provide ongoing testing and iteration, and expose ROI. Successful deployments start with decomposable workflows that ship quickly and expand, rather than broad transformations with undefined success criteria.
</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%2Farjunbansal.substack.com%2Fp%2Fopen-weight-llms-have-caught-up-on%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/QR7Ms-dSlCbVmVwV0CGz6Nda6_3RpylMc4cq5B0pszw=452">
<span>
<strong>Open-Weight LLMs Have Caught Up on Accuracy (21 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Open-weight LLMs have now reached accuracy parity with closed models in regulatory and clinical tasks, at significantly lower costs. The ClinReg benchmark showed models like GLM 5.2 and Kimi K3 performing within one standard deviation of top proprietary models like GPT 5.6 Sol, at one-third of the cost. Different models displayed distinct error profiles, highlighting the importance of choosing models based on task-specific requirements rather than just ranking.
</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%2Fearendil.com%2Fposts%2Fsession-portability%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/DgOjxUyqFdJTpOfQB88XkX4uanwjHkEmkVR-KgsEC5M=452">
<span>
<strong>The Session You Cannot Take With You (18 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Users should be able to close an account, keep a session, and hand it to another model. Stateful storage should be optional, and hosted tools should be observable. Compaction should be readable, and agent communication should be auditable. Distillation should be a path by which capability becomes more available, not a reason for building ever higher walls.
</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%2FJd2MZn/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/DusIddcJHJL9FgA0vk6lCpQlhmqipdDJEs6PlyJqRDg=452">
<span>
<strong>MiniMax H3 (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
MiniMax H3 is an open model that breaks the boundaries between tasks and modalities. It understands unified context across text, images, video, and audio. The model can generate up to 15 seconds of video at 2K resolution with native stereo sound. H3 excels at instruction following, accurate text and brand rendering, and V2V motion transfer. Early testing shows that it is ready for commercial content creation across a wide range of use 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%2Fai.google.dev%2Fgemini-api%2Fdocs%2Flive-api%3FlinkId=63011869%26utm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/rN3ISKI-YKgOBtX2BYGQL1_kqqcJMTAmN2PhJ0qh2Zo=452">
<span>
<strong>Gemini Live API overview (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Gemini Live API enables low-latency, real-time voice and vision interactions with Gemini. It processes continuous streams of audio, images, and text to deliver immediate, human-like responses. The API creates a natural conversational experience for users. It can be used to build real-time agents for a variety of industries.
</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.agentbehavior.dev%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/udAGd-f4B2VIM7WRvpmRn3aTaKytPPJ9snAyMPYUSdY=452">
<span>
<strong>Agent Behavior (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Agent Behavior is an open standard for defining and evaluating how an AI agent should behave across a whole trajectory. Each behavior spec is a Markdown file that describes the recurring conduct that makes the agent reliable. The spec gives reviewers, rubrics, scorers, and evals something concrete to measure against. It can be used to review traces, write eval cases, revise prompts or tools, and communicate intended agent conduct to teams.
</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="mailto:hardware@tldr.tech?utm_source=tldrai">
<span>
<strong>TLDR is hiring a curator for TLDR Hardware! (TLDR Curator, ~3 hrs/week)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
500,000 people have already signed up for TLDR Hardware, our new twice-weekly newsletter covering chips, robotics, energy, and devices. If you work in hardware and want to help curate it, send your LinkedIn or resume to <a href="mailto:hardware@tldr.tech" rel="noopener noreferrer" target="_blank"><span>hardware@tldr.tech</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%2Fhuggingface.co%2Fblog%2FDharma-AI%2Fgpu-management%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/-iY-lYNFeaOQfOQKX38qIGT1JpZvJf0XemsLqEzW6q4=452">
<span>
<strong>GPU Management: Why Idle GPUs Are the New Grounded Aircraft (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI faces a bottleneck with GPU utilization, echoing how airlines maximize aircraft use for profitability. Owning more GPUs doesn't ensure efficiency - companies must focus on optimizing GPU workload orchestration to maximize output. Specialized models and continuous GPU management are crucial strategies for improving utilization and staying competitive in the AI arena.
</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%2Frestofworld.org%2F2026%2Fchina-moonshot-kimi-k3-free-sovereign-ai%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/NUUcSnOv8ZeJ-w-BEbTz5mlYjDIEiJDmY16yFm2EwT8=452">
<span>
<strong>With Moonshot's free Kimi K3, China changes the sovereign AI playbook (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
China's Moonshot AI open-sourced Kimi K3 on July 27. Any government, company, or individual can now run the model on their own computers for free. They can also retrain the model however they want. The existence of a high-quality open model increases return on hardware investments because of a reduction or elimination of ongoing licensing costs.
</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.tines.com%2F3b%3Futm_source=tldr-ai%26utm_medium=paid_media%26utm_content=newsletter-july-31%26utm_term=3b-practitioner/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/fU3_W-4-eKhKtyR08P_PS2anfmrP--SnuOP_RC277VM=452">
<span>
<strong>Introducing Tines 3B: The single, secure environment for your agents, apps and automations (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Empower every team to build with AI while giving IT and security complete visibility, control, and governance.
</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%2F07%2F30%2Fanthropic-says-claude-gained-unauthorized-access-to-others-systems.html%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/_75aGBtfdAJBevxYC7ueKVpHWv3miqOvskl1jlT5U7s=452">
<span>
<strong>Anthropic says its Claude models ‘gained unauthorized access' to other organizations' systems (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic discovered three instances where its models accessed the internet during an evaluation and gained unauthorized access to the systems of three different organizations.
</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%2Fstorage%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/IUvgu5jEeF0mnOJQwooMd4UZ_EWh3YNcTphjXEC9eZc=452">
<span>
<strong>Hugging Face Storage Buckets (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Hugging Face Storage Buckets allow developers to store models, datasets, and artifacts with simple per-TB pricing.
</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="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Ftechcrunch.com%2F2026%2F07%2F30%2Fjudge-says-trump-admin-still-lacks-evidence-for-anthropic-supply-chain-risk-label%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/_jk7ECj_UvqqxTiJGYPcee4Ys-UCjhN7kydz6yZSIaY=452">
<span>
<strong>Judge Questions Anthropic Supply-Chain Risk (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A judge said the Trump administration had not provided enough evidence to classify Anthropic as a supply-chain risk or justify blocking federal agencies from using its technology.
</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.arcee.ai%2Fblog%2Fteaching-an-open-model-to-do-science%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/-51mHln-dfAQQ7D-tugozGTe1WBbA6yrOWm-vvx94dQ=452">
<span>
<strong>Teaching an Open Model to Do Science (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Loka, Arcee, AWS, and Prime Intellect post-trained Trinity Mini with reinforcement learning across tool-assisted biomedical research and Gene Ontology annotation.
</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%2Fdeveloper.nvidia.com%2Fblog%2Fnvidia-exemplar-cloud-lessons-for-unlocking-full-performance-on-ai-infrastructure%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/gOmfHpcTj1qhsKBO_dFRfh6WEDhaF0u2BX3Rs3jTajo=452">
<span>
<strong>NVIDIA Exemplar Cloud: Lessons for Unlocking Full Performance on AI Infrastructure (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
NVIDIA has identified configuration issues causing AI cluster performance gaps, such as CPU power settings and network tuning differences.
</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.superlogical.com%2F%3Futm_source=tldrai/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/J80aCnFor3T0TtYwx3otf8LlkdXLjDW9l6aidkcnPfA=452">
<span>
<strong>Superlogical (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Superlogical plans to build a composable multiplexer for all work that is safe and operable 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 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%2F2/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/uQDn9VgF5UweOu5uhn_5mIExqmFxMXMN0Dto2yyhXus=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%2F2/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/VbqMRwU0KDZEzj5__1HiHv0QWE-eM2dEPjXoUmQpRFo=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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/Z7t509ILV4D4eI8Qxlw30X4OobVE8AnmeZ4ttDJ1kWM=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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/dMqr0SGAzbh29rn69CAwEEtfGKbCRmWm3WzYpRo3r98=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-d3e165357871/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/B2w6TKwgLKXxJlvVopTC6i0xWWdjRR3M9RtkYGBed4Q=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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/GWF8Rtm4jgRVGYqyS38aLyuaNfZbpoAoUQLn_5NQURQ=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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/9kaZk0xIEltlg3FG8H305MYkB7CHteQ6pYuesAXPGVs=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/o7BJFKFpDf2gGT5m7_2uKeiYK-6aiKcZKP2PgacoCVo=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/_3WPhpB7_vKTOY4WK2Zk9vb1Ta0CPr4wxpMx2QeQgqE=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/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/ZSVpdfC_kdygpsd3O7XYd3kaB2oPFnhF9sZaCP49QLU=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=b993a8d6-8cd1-11f1-9b1a-a3273ded34a4%26pt=campaign%26pv=4%26spa=1785502910%26t=1785504145%26s=c8b273bf5dbbae0bc1fed69f60090019e86b4f88673d20b6e2b0e9fd3e0a5a8a/1/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/bCAYlu4IRsXWKuGrXYwAsk6_NvDsbkT4mNlbyBFfGYQ=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/CI0/0100019fb8571f4e-128e9ff1-6ca7-4b9b-bbee-bb54d79925c6-000000/_fPqqBYMgoU57LNHnMtGGk4VlQUAy57ELj0ACPdYxyA=452" style="display: none; width: 1px; height: 1px;">
</body></html>