<!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's new 'company knowledge' feature for ChatGPT Business, Enterprise, and Edu brings context from connected apps together inside ChatGPT </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/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/BIM-zIdc8oJKC_7ryzpdKORKklxJur-hyQCPv28S9mU=428" 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/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/sLIGk1-emhSVRGUfcjeBJ7QT2K0dlswul6mVELhK-K4=428" 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=3f21b888-b0c5-11f0-b033-fdaa66d341fb%26pt=campaign%26t=1761311669%26s=c45b161d71a02e7b2fd9fdfd09d5d3a9a7f80ad5b1a87aff7e7fd230e554539a/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/WluK-iw0wV8YpZcvuTb6cl_C709Blcyd8SXTYqOjH84=428"><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.algolia.com%2Fresources%2Fasset%2Febook-transforming-search-ai%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-trasnforming-search-ai%26utm_camp_parent=b2x_ecomm%26utm_2nd_camp=ecomm_tof%26utm_region=global%26utm_goal=reach%26utm_creative_format=prmrynwsl%26utm_model=cpm%26utm_marketing_tactic=reach/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/DHGZdUjl5I8Hp-mQeuaDmFiEzS-RVnJjURw44d_K-sA=428"><img src="https://images.tldr.tech/algolia50.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Algolia"></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">2025-10-24</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.algolia.com%2Fresources%2Fasset%2Febook-transforming-search-ai%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-trasnforming-search-ai%26utm_camp_parent=b2x_ecomm%26utm_2nd_camp=ecomm_tof%26utm_region=global%26utm_goal=reach%26utm_creative_format=prmrynwsl%26utm_model=cpm%26utm_marketing_tactic=reach/2/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/5BzKLqVaCUXaMwC2nHPleITIwKh0XRojWB7Jh7jCWgw=428">
<span>
<strong>How AI is changing search, from back-end to front (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Keyword-based search might officially be dead. Search is no longer static, but it's intelligent, adaptive, and powered by AI. Read about how leading teams are using semantic search, vector embeddings, and real-time AI to deliver faster, more personalized user experiences. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.algolia.com%2Fresources%2Fasset%2Febook-transforming-search-ai%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-trasnforming-search-ai%26utm_camp_parent=b2x_ecomm%26utm_2nd_camp=ecomm_tof%26utm_region=global%26utm_goal=reach%26utm_creative_format=prmrynwsl%26utm_model=cpm%26utm_marketing_tactic=reach/3/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/MC7zZWGvX695Vg_QAHVVB2_RvzVFIngkQIqMyR-qhT4=428" rel="noopener noreferrer nofollow" target="_blank"><span>Download the Algolia white paper →</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%2FRlu6MF/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/DDRYYf3KY4HBnAzVqlyaqxi58HUItoVYpxjH_PwiHa4=428">
<span>
<strong>Work smarter with your company knowledge in ChatGPT (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI's new 'company knowledge' feature for ChatGPT Business, Enterprise, and Edu brings context from connected apps together inside ChatGPT, giving users answers specific to their business. It is powered by a version of GPT-5 that is trained to look across multiple sources to give more comprehensive and accurate answers. Every response includes clear citations. The feature respects existing company permissions, so ChatGPT can only access what each user is already authorized to view.
</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%2Fqxom0I/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/xdX33EagKAlELTnPeVbenVQ2OjgOdurfbwRbFEhgYBs=428">
<span>
<strong>OpenAI Acquires Sky for Mac Integration (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI has acquired Software Applications Inc., creators of Sky, a natural language interface for macOS, bringing closer integration between ChatGPT and native desktop workflows.
</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%2Fmbleigh.dev%2Fposts%2Fcontext-engineering-with-links%2F%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/XkW3gKGGDw6XAf5bTU1Q5s9WvqCk5uqT7H8QS5Li8EQ=428">
<span>
<strong>Context engineering is sleeping on the humble hyperlink (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
One technique woefully underutilized by agents today is the humble hyperlink. Links are a powerful tool for context engineering because they are simple, flexible, and efficient. Developers don't need any new technology to start making linked content. Hyperlinks are such a powerfully efficient mechanism for information transversal that it is difficult to imagine a future of agents that doesn't include linked context.
</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%2Farctotherium.substack.com%2Fp%2Fllm-exchange-rates-updated%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/SyYgdyt5v8JGtpGFtrL7v7I4vUjxAnWQsYRM7NbBtcM=428">
<span>
<strong>LLM Exchange Rates Updated (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Testing implicit value systems across current LLMs reveals that almost all models value nonwhites over whites and women over men by large margins—Claude Sonnet 4.5 values saving whites from terminal illness at 1/18th the level of South Asians, while GPT-5 shows near-perfect egalitarianism except for whites valued at 1/20th nonwhites. The methodology involved sending thousands of queries comparing hypothetical scenarios like "receive $X vs. save Y people from terminal illness," training a utility model on pairwise preferences without directly asking about values to avoid ethics filters, then calculating exchange rates, showing how many of one group equals another.
</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%2Fencord.com%2Fai-after-hours%2F%3Futm_campaign=217994477-AI%2520After%2520Hours%26utm_source=tldr%26utm_medium=newsletter/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/kV47_sLPi2k_FRvfxX_haUT5m2rWQjFVPdmMzd7KQl4=428">
<span>
<strong>AI After Hours: local networking events with top AI developers (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Join Encord's exclusive AI meetups across the US & UK. Make new connections with fellow developers, enjoy free food and drinks, and get advice from panels of world-class AI leaders. Next up: Palo Alto.<br><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fencord.com%2Fai-after-hours%2F%3Futm_campaign=217994477-AI%2520After%2520Hours%26utm_source=tldr%26utm_medium=newsletter/2/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/KaUrKLfnVqIwiVb6LDOhi6LTgIBf2SZ5sjNYBgseSxs=428" rel="noopener noreferrer nofollow" target="_blank"><span>Find an event near you (or register for updates on upcoming events)</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%2Fadrs-ucb.notion.site%2Fmoe-load-balancing%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/gEOSHntClv87sPimooOB5jfGG8VsKFZvu2dgg7jDko4=428">
<span>
<strong>Automating Algorithm Discovery: A Case Study in MoE Load Balancing (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenEvolve is an evolutionary coding agent that turns large language models (LLMs) into autonomous code optimizers that can discover breakthrough algorithms. In tests, it independently discovers and surpasses highly optimized algorithms engineered by human experts to achieve a 5.0x speedup in LLM inference. The ability to devise sophisticated computational strategies proves that AI-Driven Research for Systems can tackle complex, real-world problems.
</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%2Folmocr.allen.ai%2Fblog%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/vjCGnJhmexnBYL3uSwGe-SYZ5G_j00pDpE-eqbZWOC8=428">
<span>
<strong>Parsing PDFs with VLMs (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This post discusses how vision-language models can be used to accurately extract structured text from PDFs, overcoming the format's inherent layout and encoding challenges to improve LM training and output quality.
</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%2F2025%2F10%2F23%2Ftwo-days-after-openais-atlas-microsoft-launches-a-nearly-identical-ai-browser%2F%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/NwPwJuoM5deefyL2y5DaNZqKCRlPD5BmsvrnCvmo_I8=428">
<span>
<strong>Two days after OpenAI's Atlas, Microsoft re-launches a nearly identical AI browser (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Microsoft unveiled new features in Edge's Copilot Mode, intensifying competition with OpenAI's Atlas browser, which was released earlier this week. Copilot now includes advanced functionalities like "Actions" for form-filling and "Journeys" for connecting open tabs, emphasizing its role as an AI browser companion.
</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.theverge.com%2Fnews%2F804106%2Fmicrosoft-mico-copilot-ai-assistant-clippy%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/Mg2uyI4rz2KSc1LfPMPd09-7BIaOYcg93_BnksiSHf0=428">
<span>
<strong>Meet Mico, Microsoft's AI Version of Clippy (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Mico is a bouncing orb character for Copilot's voice mode that responds with real-time facial expressions and incorporates new memory features.
</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.cognizant.com%2Fus%2Fen%2Fai-lab%2Fblog%2Fneuro-san-is-all-you-need0%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/YFXl4Vi2ElwF7MTpPL2MfCl-1_Qnktm_FzldnFtKihI=428">
<span>
<strong>Building a Multi-Agent System? Compare the Leading Frameworks (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Not sure which multi-agent orchestration framework is right for your use case? See how Cognizant's Neuro SAN compares against other frameworks and how each handles communication, interoperability, secure data, and more. <strong>👉 </strong><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cognizant.com%2Fus%2Fen%2Fai-lab%2Fblog%2Fneuro-san-is-all-you-need0/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/SUisPDZRkiOPSoHhXHGDLaWdZP89BecYFAGsl4foHGI=428" rel="noopener noreferrer nofollow" target="_blank"><span>Read the blog</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.anthropic.com%2Fnews%2Fexpanding-our-use-of-google-cloud-tpus-and-services%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/7Ycm9UskWR8y1Hag8fRf2-YlkWvLhw-jVc5aW0Fqyuo=428">
<span>
<strong>Expanding Our Use of Google Cloud TPUs and Services (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic announced plans to expand Google Cloud usage to up to one million TPUs in a deal worth tens of billions of dollars, bringing over a gigawatt of capacity online in 2026.
</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.testingcatalog.com%2Fgoogle-prepares-genie-3-public-experiment-with-ai-generated-worlds%2F%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/K8T6ueqtIDcwqNeSby9KRGEvL3TFEm-l27q7vK9ctjs=428">
<span>
<strong>Google prepares Genie 3 public experiment with AI-generated worlds (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Genie 3 enables users to generate virtual worlds from text prompts in a web-based playground.
</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%2FEujWyK/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/zDbyuIv-73l5gk8uYdruHpglZTICfvubyv5M8VTM76Q=428">
<span>
<strong>Oracle, OpenAI to Build $15 Billion Data Center Site in Wisconsin (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Oracle and OpenAI are working with hyperscaler Vantage Data Centers to develop a data center campus outside Milwaukee.
</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.microsoft.com%2Fen-us%2Fmicrosoft-copilot%2Fblog%2F2025%2F10%2F23%2Fhuman-centered-ai%2F%3Futm_source=tldrai/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/wN8A9r5zwv07ZDWeMwshxhRrsPpgsCjZJcyenFZbz3A=428">
<span>
<strong>Human-Centered AI in Microsoft Copilot (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Microsoft's Copilot Fall Release focuses on building AI that is adaptive, contextual, and grounded in human values.
</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%2F2/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/oWwtfb71d9gWoVgPbTfm-4ko7qxYntIX9wNciInN6W8=428" 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%2F2/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/QpSXM_Z4c8fb9srU8qlJhQTdAA3bZjwGC2nt2ogzD2s=428" 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/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/BIFjlv1bt59kqoQQ87ETWkwBe9Q6YumIpUvri_2BQHc=428"><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/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/S2pahUKKSY5YPb3FVvX9iNK5MrMi4FWnfV3NxFS9i5c=428" rel="noopener noreferrer" style="color: #0000EE; text-decoration: underline;" target="_blank"><strong>Apply here</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!
</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/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/SjAWOWHXPRpoCQe4A5pv7mpLGU9OIUE9Ce2U_U3VCCY=428"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/2xRj083rlI6-tkUARbtfKGyPIEu0gLBjGCjcExAuXQ4=428"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/hZMtWwOElRTR1oZjMLPM4_DfVN683PamAECHO_c23WA=428"><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/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/KSFQufwA0MuteZyqT3p-Urmm117Ouyh-9HIkSVAf5Rw=428">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=3f21b888-b0c5-11f0-b033-fdaa66d341fb%26pt=campaign%26pv=4%26spa=1761310859%26t=1761311669%26s=694ab61f5211d577bcb483ee73e845bdb6d3e596112d6d9f3b11dd52dd301514/1/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/oIlRABNfIi5BIVlOUzytjA74n-kSo01IncOvdJX_C5s=428">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/CI0/0100019a165b3be9-61cf7d71-34a7-4b6d-9d26-03dd23b888b3-000000/b2DJ0PxAlfwjG43yTdC2re-gVRqUVea7YdDau751CQ8=428" style="display: none; width: 1px; height: 1px;">
</body></html>