<!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;">Gemini Enterprise is an AI-powered conversational platform designed to bring the full power of Google AI to every employee for every workflow </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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/c3uYRJF0tNDxKKoE_7VMNeHiJNpO9QlFwAfUg5E1R6g=426" 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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/o6f6ejD7Sz67ygSQ2qQ1wksjezPa2QI6bcEG6RbeTHE=426" 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=187d0e56-a5c8-11f0-bb53-87d7f87b7c8f%26pt=campaign%26t=1760102600%26s=801e56a1e75029ff3d1f8c880be31259081eba938a9a3a9b2767dc70579b35a2/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/8TK4N81w0dLTQFiwMkEoQsi3op3n7EDMJ4MbnmYdz4Q=426"><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-reevaluating-llm-encoders%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-reevaluating-llm-encoders%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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/5KJeOhZTTjCRSSacAgcARJmH3wofV9ocdaDaBnLPFaU=426"><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">2025-10-10</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-reevaluating-llm-encoders%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-reevaluating-llm-encoders%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/2/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/XdcTHSInF773uGo1DN--QMbpe0fEa9SyiRU4BdWyaL0=426">
<span>
<strong>Design principles for ethical and user-focused AI (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
In this <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.algolia.com%2Fresources%2Fasset%2Febook-reevaluating-llm-encoders%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-reevaluating-llm-encoders%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/3/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/E0WUmNGa8LsxiZ4PSuPEdWSdr5_DRjGNQ2_OzDdJkVE=426" rel="noopener noreferrer nofollow" target="_blank"><span>paper</span></a>, Algolia outlines key design principles to promote the responsible development of GenAI applications, with a focus on ethical considerations and user-centered practices.
<p></p>
<p>These considerations include testing for harms, understanding user mental models, addressing trust and reliability, accounting for the imperfect nature of genAI responses, and more.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.algolia.com%2Fresources%2Fasset%2Febook-reevaluating-llm-encoders%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-reevaluating-llm-encoders%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/4/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/uc4z7DRqIAE0MGV1wUjsZFyGhxTQXEXmD3fjI9kuUDI=426" rel="noopener noreferrer nofollow" target="_blank"><span>Read the full whitepaper</span></a>, online or PDF. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.algolia.com%2Fresources%2Fasset%2Febook-reevaluating-llm-encoders%3Futm_campaign=tldr_global_wnet_ecomm_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_wnet%26utm_term=ebo-reevaluating-llm-encoders%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/5/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/8wuhZJk3Hl6EBXCdy93Cpaho8-eNspJBJxW-GDWduw0=426" rel="noopener noreferrer nofollow" target="_blank"><span>No signup required.</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%2Flinks.tldrnewsletter.com%2F75YVc2/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/rN6Z5W5hTIrBfDmwfqwH1ZGVP-V9NtXP1a6mg3fp01s=426">
<span>
<strong>Nvidia-backed Reflection AI raises $2 billion in funding, boosts valuation to $8 billion (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Founded last year by former DeepMind researchers, Reflection AI is developing tools to automate software development, attracting investors including former Google CEO Eric Schmidt, Citi, and Donald Trump Jr.-backed 1789 Capital in a round that marks a sharp jump from its $545 million valuation just months ago.
</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%2Fproducts%2Fgoogle-cloud%2Fgemini-enterprise-sundar-pichai%2F%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/ovf0SVrLvQzkzemlCX51YvnjNpOxYe14-biuwQ_5X9s=426">
<span>
<strong>Gemini Enterprise: The new front door for Google AI in your workplace (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Gemini Enterprise is an AI-powered conversational platform designed to bring the full power of Google AI to every employee for every workflow. It enables users to chat with their company's documents, data, and applications, and also gives them tools to build and deploy AI agents. Gemini Enterprises comes with a suite of pre-built agents grounded in company information and personal 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%2Ftechcrunch.com%2F2025%2F10%2F08%2Feven-after-stargate-oracle-nvidia-and-amd-openai-has-more-big-deals-coming-soon-sam-altman-says%2F%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/U8TS4yvGQYOtwzruYTZbuXCDhK7cXx-NaDnYFn2BHwU=426">
<span>
<strong>Even after Stargate, Oracle, Nvidia, and AMD, OpenAI has more big deals coming soon, Sam Altman says (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI is involved in major deals with AMD and Nvidia, acquiring significant stakes in these companies, while planning to develop next-gen AI GPUs and data centers. CEO Sam Altman indicates more partnerships are imminent as OpenAI aims to ramp up infrastructure to meet future demand. Despite current revenue not matching extensive investment, Altman remains confident that these strategic moves will drive future economic returns.
</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%2Fthreadreaderapp.com%2Fthread%2F1976159936498598271.html%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/iGkI84rIwEvxuprBQfDdoOg38oQR7XS_3Omqf5jKhiQ=426">
<span>
<strong>State of AI Report (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Air Street Capital's eighth annual State of AI Report, a trusted industry benchmark, finds OpenAI still leads on research but China's open-weight ecosystems is close beyond with 40% of all new fine-tunes on Hugging Face powered by Qwen.AI software adoption is firmly mainstream with 44% of US businesses now paying for AI (up from 5% in 2023) and average contract values hitting $530k in 2025. Capability per dollar doubles every 3.4 months for DeepMind and 5.8 months for OpenAI, but AI safety budgets remain anemic at just $133M combined across 11 major organizations, less than what frontier labs burn in a day.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpytorch.org%2Fblog%2Fenabling-fully-sharded-data-parallel-fsdp2-in-opacus%2F%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/Ivrje1hKSwHxLO55Iil0cF9WIXTHtBIHKIGude3DZbs=426">
<span>
<strong>Private LLM Training (26 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Opacus now supports Fully Sharded Data Parallel (FSDP), improving memory efficiency and scalability for private training of large language models.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🧑💻</span></div>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Engineering & Research</strong></h1>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<table style="table-layout: fixed; width: 100%;" width="100%">
<tbody>
<tr>
<td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_StopPullingDevelopersIntoQA_20251010-None_Experiment-FALSE%26utm_term=headline-StopPullingDevelopersIntoQA%26utm_content=StopPullingDevelopersIntoQA_BookADemoNow_None_Headline%253AStopPullingDevelopersIntoQA____Newsletter-SecondaryPlacement_20251010_v1_/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/9CgLBFc284p5-i9tJR2EYvjyViZKKjs7023qaAy_g2U=426">
<span>
<strong>Stop pulling developers into QA. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Testing slows developers down. Every hour spent investigating failures, fixing flaky tests, or running regressions delays releases and limits what your team can ship.<p></p><p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_StopPullingDevelopersIntoQA_20251010-None_Experiment-FALSE%26utm_term=body-QAWolf%26utm_content=StopPullingDevelopersIntoQA_BookADemoNow_None_Headline%253AStopPullingDevelopersIntoQA____Newsletter-SecondaryPlacement_20251010_v1_/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/DdSVVXhG6tNSFilXLS0N2ViWeBWDDwYhMJy9o5zOKkI=426" rel="noopener noreferrer nofollow" target="_blank"><span>QA Wolf</span></a> takes testing off your team's plate by combining <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2Fai%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_StopPullingDevelopersIntoQA_20251010-None_Experiment-FALSE%26utm_term=body-AI%26utm_content=StopPullingDevelopersIntoQA_BookADemoNow_None_Headline%253AStopPullingDevelopersIntoQA____Newsletter-SecondaryPlacement_20251010_v1_/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/pbrhFdZfsGicoCGl63zSoN1AGR0TrrcXtVj3SZaCgFs=426" rel="noopener noreferrer nofollow" target="_blank"><span>AI</span></a> with expert QA engineers to build and maintain <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2Fhow-it-works%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_StopPullingDevelopersIntoQA_20251010-None_Experiment-FALSE%26utm_term=body-80PercentAutomatedCoverage%26utm_content=StopPullingDevelopersIntoQA_BookADemoNow_None_Headline%253AStopPullingDevelopersIntoQA____Newsletter-SecondaryPlacement_20251010_v1_/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/Lk0iAm9UGcXD-5EhKImQ6pF0mab0ADsBIhrUpTMejbQ=426" rel="noopener noreferrer nofollow" target="_blank"><span>80% automated coverage</span></a> in weeks, not months.</p>
<p>Tests run in parallel, suites finish in minutes, and failures are real—not false alarms. Workflows stay current as your app evolves, and brittle tests are repaired automatically. </p>
<p>Developers get clean feedback fast, stay focused on features, and releases ship faster with fewer surprises.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_StopPullingDevelopersIntoQA_20251010-None_Experiment-FALSE%26utm_term=cta-BookADemoNow%26utm_content=StopPullingDevelopersIntoQA_BookADemoNow_None_Headline%253AStopPullingDevelopersIntoQA____Newsletter-SecondaryPlacement_20251010_v1_/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/csg7jKKukNiejRpTpiwWu8Gz3H7VvH1KCJd3S8zCSWw=426" rel="noopener noreferrer nofollow" target="_blank"><span>Book a demo now</span></a>
</p>
</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%2FDoriandarko%2Fsora-mcp%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/EGSFzOvBHD9IAof3-nNugEtn0mF_G6gUSpwRELxtfSA=426">
<span>
<strong>Sora MCP (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Sora MCP allows LLMs to create Sora videos, check generation status, download videos to local directories, and remix existing videos with new prompts
</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%2Farxiv.org%2Fabs%2F2510.05396%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/mSNZ3zmOwvBNqCK32l679A2RJ_B6ZUbZAG3GaKci3pE=426">
<span>
<strong>Scalable In-context Ranking with Generative Models (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
In-content Ranking (ICR) is an emerging paradigm for Information Retrieval that leverages contextual understanding of LLMs to identify relevant documents. It is effective, but not efficient. This paper introduces a novel method that reduces attentional complexity from quadratic to linear without loss in performance and improves retrieval in attention. The method matches or outperforms existing state-of-the-art listwise rankers. It can scale gracefully to long-context shortlists, presenting a scalable and effective solution to ICR.
</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%2Fresearch%2Fsmall-samples-poison%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/zNDFCoNa96U6VHWxqWfHd4wXWHOsJHEFZkdxvh9n2sw=426">
<span>
<strong>A small number of samples can poison LLMs of any size (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A joint study between Anthropic, the UK AI Security Institute, and the Alan Turing Institute found that just 250 poisoned documents (0.00016% of training data) can create backdoor vulnerabilities in models from 600M to 13B parameters. Attack success didn't depend on the proportion of the training corpus at any scale, just the absolute number of documents. The research tested denial-of-service backdoors where trigger phrases like SUDO make models output gibberish.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🎁</span></div></div>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
</div>
</td>
</tr>
</tbody>
</table>
<table bgcolor="" style="table-layout: fixed; width: 100%;" width="100%">
<tbody>
<tr>
<td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.zdnet.com%2Farticle%2Famazon-takes-shots-at-chatgpt-with-quick-suite-your-new-ai-teammate-at-work%2F%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/WeqO13eTfmwMCtVBQKZDOLqnMCORRgB9HGY1G4s6Y_w=426">
<span>
<strong>Amazon takes shots at ChatGPT with Quick Suite - your new AI 'teammate' at work (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Amazon's Quick Suite is an agentic AI experience for enterprises that uses conversational language to find what users need. It acts as a hub that pulls data from various sources like files, enterprise systems, databases, and the web. Users can use Quick Suite to discuss questions, build personalized agents, and complete tasks while leveraging data protections. AWS offers a free 30-day trial for the feature.
</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%2Ffrontierai.substack.com%2Fp%2Fopenai-is-a-consumer-company%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/nqmFRAF6poabJ3EzWmyDl1DU5LCkJ9v_8TEw1_3BH00=426">
<span>
<strong>OpenAI is a consumer company (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI's DevDay announcements and its ChatGPT shopping feature show that the company is heading towards being a consumer company. The DevDay announcements were all consumer-oriented. This wasn't the direction the company seemed to be moving in even a year ago, when it seemed naturally oriented to developers. OpenAI appears to be trying to be everything to everyone, which may actually be a rational approach.
</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%2Fforms.monday.com%2Fforms%2F3f5fb79aa60ed7e49272aa1dec54be7b%3Fr=euc1%26utm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/iYmHJt-3lAm0q_t46u27Y5hgBFHq18L3Sy9OD9ezdZ0=426">
<span>
<strong>CompactifAI API: Fast and cost-efficient inference of OSS models (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
We run original and highly-compressed versions of leading LLMs, reducing costs and improving throughput, with negligible quality loss. Check us at Artificial Analysis. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fforms.monday.com%2Fforms%2F3f5fb79aa60ed7e49272aa1dec54be7b%3Fr=euc1/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/X8xemTYuqnxYvYcYUvXZkDZdbs86d-6oYQR14PcvA74=426" rel="noopener noreferrer nofollow" target="_blank"><span>Get 2 weeks unlimited free traffic with promo-code TLDR</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%2Fthreadreaderapp.com%2Fthread%2F1976329182893441209.html%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/6Q9UPOhx10WlOboJJExQ8wld8JKplgs_EdEM7as7ZQo=426">
<span>
<strong>New ARC-AGI SOTA: GPT-5 Pro (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI's GPT-5 Pro now holds the highest verified frontier LLM score on ARC-AGI's Semi-Private benchmark.
</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%2Fpercisely.xyz%2Fgemm%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/Zlqil8VdLk7c6xdTt4PKEt_5gEXbmwOhwoFzeOOUdlM=426">
<span>
<strong>Fast Matrix Multiply on an Apple GPU (18 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This post discusses a fast matrix multiplication program that does around 2.5 trillion 32-bit floating point operations a second while computing the product of two 4,000 x 4,000 matrices on a 2022 MacBook Air.
</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.theguardian.com%2Fpolitics%2F2025%2Foct%2F09%2Frishi-sunak-takes-advisory-roles-with-microsoft-and-ai-firm-anthropic%3Futm_source=tldrai/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/O8XQMpYYv7Gibxf0J55KrnYEy1fijhPMPDWZHQ2ewMA=426">
<span>
<strong>Former UK PM Rishi Sunak joins Microsoft and Anthropic as senior adviser (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Rishi Sunak will donate his earnings to his charity and provide strategic guidance on macro-economic and geopolitical trends without advising on UK policy or lobbying.
</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%2F2/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/OjQ6lmpP-wHn0COOhgSx1ODCVDqXQIhtefNQsWPZWQo=426" 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%2F2/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/hJwvAQFCj6Gf39romDQgDuAQo8XsdtRqxK9HRpPPHmg=426" 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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/O2D8BZzwE2FeODoPL-Rxq8kj5okUE6a9gArt4w9L5LE=426"><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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/mXmBQOoArrvAH64rW7SLXMhzPa35TQJcnl63eodBdh4=426" 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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/mDSukM6n9h5KtVZB_htas9Bkz0bSSgo0DuOMhICSi-4=426"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/Ue5BQX2sG3el6qwPzbw-eahiiHi37bPxiQOpAQ8YcSk=426"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/yXSrIXxCes1U_-11zxEhMOcK2T_bmddmrVzGFPsBvHQ=426"><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/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/ClYH_V-bm7-BOB1bEYedOdCBLRzIa_349npFzbS-8Hg=426">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=187d0e56-a5c8-11f0-bb53-87d7f87b7c8f%26pt=campaign%26pv=4%26spa=1760101265%26t=1760102600%26s=c5ffbaeb5d231cbe75890be927edbea868db33910d4ea3c474b3613e9a7bcef1/1/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/67TnfjnTLGnsiE6VBzkYq7ofX5LDhV4DMmChEeraoAc=426">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/CI0/01000199ce4a4e8b-b988229f-7be5-4284-bbbc-702694eac953-000000/6JZDgJDazGC6TlVPqK_AGblkKAG7RovuVnYkpKJMM5I=426" style="display: none; width: 1px; height: 1px;">
</body></html>