<!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 reported first results from Jalapeño, an inference accelerator designed around low-latency agent workloads, and plans to deploy it </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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/wqWx0ZIkJOtbQDKEhzDxaIMneNv2nOzr5JDaBFaSUys=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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/J0pPHWultRbUGz3hZg3q7K_Z5zsHGA7k52my93BEAik=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=458e9c04-a138-11f1-a9d5-3dcb3d9116a3%26pt=campaign%26t=1787750606%26s=1a0b71b3a06567b6e5f60b2710e365e31bb6f052e04519c81dce7a146932e945/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/wa8znoepPeXfECuifOcMPO5TxTQP0SfGrFBpkc4ZdFM=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%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fdev%3Futm_source=tldr%26utm_medium=paid-social%26utm_campaign=P%253Ajira%257CO%253Appm%257CV%253Atldr%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%26utm_content=P%253Ajira%257CO%253Appm%257CV%253Atldr-ai%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%257CU%253Ainnovate_header_innovate_speed_jira/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/-xPyHxRXXGtxeTtSASrkIXkAlyNJ0XyCkmafNMZdFDA=452"><img src="https://images.tldr.tech/atlassianjiraisdlc.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Atlassian"></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">2026-08-26</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%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fdev%3Futm_source=tldr%26utm_medium=paid-social%26utm_campaign=P%253Ajira%257CO%253Appm%257CV%253Atldr%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%26utm_content=P%253Ajira%257CO%253Appm%257CV%253Atldr-ai%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%257CU%253Ainnovate_header_innovate_speed_jira/2/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/bQi6_4NpAZsTFAXQchBtjDO0UjIeds3tQYJ7YUNIh9k=452">
<span>
<strong>Innovate at speed with Jira (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fdev%3Futm_source=tldr%26utm_medium=paid-social%26utm_campaign=P%253Ajira%257CO%253Appm%257CV%253Atldr%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%26utm_content=P%253Ajira%257CO%253Appm%257CV%253Atldr-ai%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%257CU%253Ainnovate_body_jira_atlassian/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/uR2P0nagcx6G8SYdYdZTHC_Q162O2zoAaISiwgMY-m8=452" rel="noopener noreferrer nofollow" target="_blank"><span>Jira by Atlassian</span></a> is built for AI-native software development. The Teamwork Graph feeds agents context from across your entire stack, delivering 44% more accurate results. So you can equip every agent, team, and teammate in your org with the context they need to run faster in the same direction. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fdev%3Futm_source=tldr%26utm_medium=paid-social%26utm_campaign=P%253Ajira%257CO%253Appm%257CV%253Atldr%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%26utm_content=P%253Ajira%257CO%253Appm%257CV%253Atldr-ai%257CG%253Aus%257CL%253Aen%257CF%253Aaware%257CT%253Aprospecting%257CI%253Aimc-jira-ai-sdlc%257CA%253Adisplay%257CD%253Aalld%257CU%253Ainnovate_cta_learn/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/3BOH5mnr5Y1z_sXrF_VjoKCCWmrSeaRbr8bA39jUOE8=452" rel="noopener noreferrer nofollow" target="_blank"><span>Learn more</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%2FkvqYvn/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/hH37cEy42b5ozR1oYCisXn7S6owStzYnezbzarU4YLQ=452">
<span>
<strong>OpenAI's Jalapeño inference accelerator moves toward deployment (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI reported first results from Jalapeño, an inference accelerator designed around low-latency agent workloads, and plans to deploy it in its own infrastructure by year-end. A large connected system keeps prompt processing and token generation close together, while AI helped design circuits and program kernels.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fventurebeat.com%2Finfrastructure%2Fperplexity-partners-with-nvidia-to-launch-portable-computer-a-fully-local-ai-agent-with-zero-token-costs%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/UEqbA26sTiwYCgAwq-cDYLB6mooQoRFMjiyfncgP-Xw=452">
<span>
<strong>Perplexity partners with Nvidia to launch Portable Computer, a fully local AI agent with zero token costs (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Perplexity's Portable Computer is a version of its agentic Computer platform that runs entirely on hardware users already own. The model, user data, and work can all stay on local machines with no billing credits. Every task starts on device by default, and the system asks for permission before sending any individual step to a more powerful model in the cloud. Portable Computer is now available for Pro, Max, Enterprise Pro, and Enterprise Max subscribers on Linux, with Windows support coming in September. Users will need an RTX GPU with at least 24GB of VRAM to run the agent.
</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%2Fianbarber.blog%2F2026%2F08%2F24%2Fvocab-break%2F%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/p7zo7sSnrR_DDsvfajvdZ5k9Jn-3RDLNlFIZ4WWt6Ms=452">
<span>
<strong>Vocab Break (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude's current tokenizer appears to only have about 15,000 entries. This is surprising, as the trend had seemed to be that more is better in this space. One theory is that Anthropic has been working around a bottleneck caused by the final softmax layer. This article takes a closer look at how Anthropic might be achieving this and the effects it might have on model training.
</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.dwarkesh.com%2Fp%2Fdylan-patel-3%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/6eNzqJhwcq48uC9cXXAlwPi8S1mTgtr6yPg5N5Ny614=452">
<span>
<strong>OpenAI and Anthropic Could Dominate Global AI Compute (48 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Dylan Patel discusses how OpenAI and Anthropic could control most usable AI compute by 2028 as their ability to monetize FLOPs lets them outbid competitors. The conversation also covered rising AI capex, potential sovereign debt risks, and the economic forces pushing the industry toward greater centralization.
</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%2FlIJqvC/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/roLuXIYQmKXh2VtGl_IAsP5fcKWUcCrg3gBulK4yjJk=452">
<span>
<strong>OpenAI's Jalapeño Optimizes Inference Throughput and Token Latency (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI's Jalapeño inference chip was designed around its own model workloads, with early benchmarks showing higher peak throughput per kilowatt and lower token latency than the commercial systems tested on GPT-OSS 120B.
</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%2F9PwM3w/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/wA8MOJbV6taaXO8uS_ZX8i8i3FYtcMnJLRWBQ3igfvk=452">
<span>
<strong>Moats in the age of floods (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Abundant frontier intelligence will not eliminate application-layer moats - it shifts value toward companies that translate models into real outcomes. Durable winners will own coordination, workflow data, customer transformation, narrative, higher-level abstractions, outcome-based economics, and structural necessity.
</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%2Fngrok.com%2Fblog%2Fquantization%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/Krre4LnLw5J3KJE510iyahOxE9wL4TJv7ygS2O4M80E=452">
<span>
<strong>"Local model support" doesn't mean what you think it means (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Every AI gateway lists self-hosted models as a supported provider, but what does that actually require of you? ngrok's Sam Rose wired one fine-tuned Llama into 7 popular AI gateways and documented what each one really needs to reach it. E.g., "just give us an OpenAI-compatible base URL" = your GPU box needs a public hostname and an open inbound port. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fngrok.com%2Fblog%2Fquantization/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/1YQtMVY3tylPLR-PFxFfABBl4yZWEUZIyghqbclYgKo=452" rel="noopener noreferrer nofollow" target="_blank"><span>See what each gateway actually requires and give ngrok.ai a spin.</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%2Fgithub.com%2Fjd-opensource%2FJoyAI-Echo%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/Bk1EClcQYz-r0A6XIHylOU-v5EnpCSM-lgTMWgCJaDk=452">
<span>
<strong>Open Omnimodal World Models (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
EchoWM is an omnimodal world model that follows continuous 6-DoF camera trajectories while jointly generating 720p video, environmental sound, music, and speech. It supports first- and third-person interaction and uses progressive plus autoregressive training for synchronized long-horizon generation.
</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%2Fvercel.com%2Fblog%2Fthe-end-of-credential-sprawl-for-agents%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/naL5ebDY-KvPs01KHQ78pcMFe8R2jYX27VA0pp9VIHI=452">
<span>
<strong>Short-Lived Credentials for AI Agents (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Vercel Connect replaces long-lived API tokens with runtime-issued credentials that are scoped to individual tasks and expire automatically. Its generally available release added more than 100 connectors along with a unified integration model and production governance controls.
</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-granite%2Fgranite-4-2%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/wgoegpirQ33-GbWhuehZjT8ZmOmnY7Zciskw0EZahVs=452">
<span>
<strong>Granite 4.2 LLMs: How They're Built (20 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Granite 4.2 models by IBM are dense, decoder-only reasoning LLMs available in 3B, 8B, and 30B sizes. Trained on 15T tokens, they use a five-phase strategy that includes a multi-stage RL pipeline and support native tool calling with a THINKING/NON-THINKING switch. The 8B and 30B models learn agentic behavior through RL stages in real environments, enhancing capabilities such as code editing and web searching.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🎁</span></div></div>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
</div>
</td>
</tr>
</tbody>
</table>
<table bgcolor="" style="table-layout: fixed; width: 100%;" width="100%">
<tbody>
<tr>
<td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F08%2F25%2Fthe-world-seems-to-be-ready-an-interview-with-openai-head-of-product-thibault-sottiaux%2F%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/ab4oHWpDqmt0Nc9yclitIc3NS340aRlzV7jP1JPRMZY=452">
<span>
<strong>‘The world seems to be ready': An interview with OpenAI head of product Thibault Sottiaux (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Thibault Sottiaux is widely known as the guy who resets people's token limits whenever OpenAI's Codex hits a growth milestone. OpenAI plans to bring the same treatment to ChatGPT Work, a platform for white-collar workers leveraging AI agents. This article features an interview with Sottiaux on Codex, winning over skeptics, discovery as a product design philosophy, and the cost of intelligence.
</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%2Fthenextweb.com%2Fnews%2Fanthropic-claude-cowork-shared-memory-default%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/S9jpYrGTPkKqCye9iGzuambVfxO_13mqTejvo-c2ITg=452">
<span>
<strong>Anthropic merges Claude chat and Cowork memory, on by default (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic has merged Claude and Claude Cowork's memory systems, so the platforms now remember the same conversations. The feature is on by default. Claude now adds topics to memory while users are still conversing. Everything that is remembered is stored as a list of files under Topics in the memory settings. Users can read, edit, or delete each one individually.
</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%2Flp%2Fclaude-mcp-report%2F%3Futm_source=tldr-ai%26utm_medium=newsletter_0826%26utm_campaign=26Q3_Claude_MCP_Report/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/p1rq5X90ShV_KHBUsExjUx7zSgJxM07j2J1Ou6yIpns=452">
<span>
<strong>They asked Claude Code to build an MCP server. It fell short (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
CData tested Claude Code's attempt to build an enterprise MCP server and found data loss, pagination failures, and gaps expert guidance couldn't fix.<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cdata.com%2Flp%2Fclaude-mcp-report%2F%3Futm_source=tldr-ai%26utm_medium=newsletter_0826%26utm_campaign=26Q3_Claude_MCP_Report/2/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/C_2ORYrdQHTOhYwpeSxshBFRawKBPHe48qImkhJzdxw=452" rel="noopener noreferrer nofollow" target="_blank"><span> Get the report</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.apple.com%2Fnewsroom%2F2026%2F08%2Fapple-introduces-m6-and-m5-ultra-for-a-big-leap-in-performance-and-ai-compute%2F%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/azGpzInIoJkNCP34izjy3Kcrz8Jc4bIDuAfhu5Lr1nU=452">
<span>
<strong>Apple introduces M6 and M5 Ultra for local AI compute (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Apple announced M6 and M5 Ultra chips for Mac mini and Mac Studio, expanding the model work those machines can run locally.
</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%2F5dFh1C/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/YjhjyTTn0NKHbfAq62SfAtv_d0fYyvuEVs6o2GJMnzw=452">
<span>
<strong>OpenAI's Head of Data Centers Has Left the Company (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Chris Malone, the executive who was overseeing OpenAI's data-center build-out, left the company last week.
</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.appliedcompute.com%2Fplatform%2Fintroducing-ac2%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/ZRRb8geEsiG09g-NUIL5EScu2qkn1YpjagqyKIqWEdg=452">
<span>
<strong>Applied Compute Agent Cloud (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Applied Compute has launched AC2, a platform enabling AI teams to train, serve, and improve custom models.
</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%2F08%2F25%2Faccel-backed-keenable-is-indexing-the-web-for-ai-agents%2F%3Futm_source=tldrai/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/QKzaEYH4wE5QV7fOsB3xbjrc7CHqjok2QlL2X4Zx9oE=452">
<span>
<strong>Keenable builds a web index and query layer for AI agents (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Keenable emerged from stealth with a claimed index of more than 100 billion documents, an API already used by unnamed AI labs, and a planned query language for combining evidence across sources.
</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%2F2/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/BJLmzc4kZD9y4wodtUvzrt1fGSlpBgitd5oJd1n_N7U=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%2F2/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/WIdfimO1yQyPRGPdvrNqd1id985pAEHByfyoewsd_gI=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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/3QOVsQN-nIhVmmcRnPr5lQdBL2dVGeNMsEj5owwuZ1g=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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/FIi6b7fgGNsnvp6ubNPEMaddGJrPVZDpafohT5Trqes=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-d3e165357871/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/iCqE3RlhKqA5D2zpqAn3dDnjnUpN1ZubI_C5rc8AK4M=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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/aWnimB7vGzrgU4fq2c3__cSphWzy3srsc-xV5Xv8hOQ=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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/KPdDLgho_kZad8dJcQzW1MtqI-nVDuSuBRV_ZQiliC8=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/s9R0VCBosz7Ijn8vtf1hlQqyyqicwjzQwoOPeQuJSLo=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/TTTTkBz2V5br7SYXsS5pCwjD-3_xn1xkyB2W1NADC5I=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/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/IAkm6Q9NNRxtBBZnFFssQ2tBxpMAP-XwP6nZXSA_4Fg=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=458e9c04-a138-11f1-a9d5-3dcb3d9116a3%26pt=campaign%26pv=4%26spa=1787749266%26t=1787750606%26s=f84b46457c62b6329aebc19dfc209ae2e5c4ff193d27f7f1157877f15e09058e/1/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/YnfLsaOTpyjHuoDrg4W2eGew9eMuP2mMSypSp0XAHpM=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/CI0/010001a03e3d6892-959225a3-0591-4aad-b1c7-cda97190da54-000000/BIAsjr_l2tESc7aJi5la9_V64TFGFpX1O5yjuMWh2rg=452" style="display: none; width: 1px; height: 1px;">
</body></html>