<!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;">Private iOS 27 and macOS frameworks show Apple built Siri so Claude or GPT-5.6 can sit in as the brain: Model Delegation lets Claude โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ </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/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/KbOm_fhLcikIpL0yVxYFbyLrbJC6Q_nbG_TB1nTpbzQ=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/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/tyb_p75lqttmZ2_4_dEhgOWs6xZ1ur2ZV-t7UZQbP_4=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=2fb151f6-b0e7-11f1-b90c-5515571c7f4d%26pt=campaign%26t=1789478687%26s=39c6abe84dacf85f0a3cd712d188ddd94b442e8e12368ef1dc841955b7713f36/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/FQtxFNqOGZ77kn1TmFE4_YWN_zyZRd_sod_Wuo2DZLM=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%2Fconsole.crusoecloud.com%2Frequest-foundry%3Fsp=IaEZzXOvSFyyAUSa8kF-Pl2S%26utm_source=tldr%26utm_medium=newsletter%26utm_campaign=nm-mi-su-glm53%26utm_content=header_build_sota_open/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/AIRvbZItz5MZYPhhCrYdzqurCn52_xbWxMIjWjOCe30=452"><img src="https://images.tldr.tech/crusoe.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Crusoe"></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">2026-09-15</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%2Fconsole.crusoecloud.com%2Frequest-foundry%3Fsp=IaEZzXOvSFyyAUSa8kF-Pl2S%26utm_source=tldr%26utm_medium=newsletter%26utm_campaign=nm-mi-su-glm53%26utm_content=header_build_sota_open/2/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/OBrAAsMoE4eNEYUSYBhsyHvGrLMh6q5jji2QHqOX9Sk=452">
<span>
<strong>Build with SOTA open-weight coding models on Crusoe (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
GLM 5.3 and GLM 5.3 Flash are now in<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fconsole.crusoecloud.com%2Frequest-foundry%3Fsp=IaEZzXOvSFyyAUSa8kF-Pl2S%26utm_source=tldr%26utm_medium=newsletter%26utm_campaign=nm-mi-su-glm53%26utm_content=Body_crusoe_intelligence_foundryhttps%253A%252F%252Fconsole.crusoecloud.com%252Frequest-foundry%253Fsp%253DIaEZzXOvSFyyAUSa8kF-Pl2S%26utm_source=tldr%26utm_medium=newsletter%26utm_campaign=nm-mi-su-glm53%26utm_content=Body_crusoe_intelligence_foundryhttps%253A%252F%252Fconsole.crusoecloud.com%252Frequest-foundry%253Futm_campaign%253Dnm-mi-su-glm53%26utm_medium=newsletter%26utm_source=tldr/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/LPARDYrTVJkKC7eelx2ID0HZi8s3bIvff0bkBE3dxTg=452" rel="noopener noreferrer nofollow" target="_blank"><span> Crusoe Intelligence Foundry.</span></a>
<p></p>
<p>Sign up and let these powerful models handle<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fconsole.crusoecloud.com%2Frequest-foundry%3Fsp=IaEZzXOvSFyyAUSa8kF-Pl2S%26utm_source=tldr%26utm_medium=newsletter%26utm_campaign=nm-mi-su-glm53%26utm_content=Body_most_difficult_software_engineeringhttps%253A%252F%252Fconsole.crusoecloud.com%252Frequest-foundry%253Futm_campaign%253Dnm-mi-su-glm53%26utm_medium=newsletter%26utm_source=tldr/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/rbVWr3FVfXRshrSKp9CCoYZGRCt4sL95DR1Qn3YezVk=452" rel="noopener noreferrer nofollow" target="_blank"><span> your most difficult software engineering workflows, </span></a>at a small fraction of the cost of proprietary offers - but with the same serverless, frictionless experience.
<br>
<br>โก๏ธ <strong>GLM-5.3</strong>: Z.ai's flagship open-weights AI model released on August 14, 2026, built specifically for advanced software engineering and autonomous agent tasks.</p>
<p>โ
Achieves open-source SOTA on Terminal Bench 3.0 and Agents' Last Exam
<br>
<br>โก๏ธ <strong>GLM-5.3-Flash</strong>: MIT licensed with weights already released. Roughly 9x cheaper for workloads that do not need the frontier tier.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fconsole.crusoecloud.com%2Frequest-foundry%3Fsp=IaEZzXOvSFyyAUSa8kF-Pl2S%26utm_source=tldr%26utm_medium=newsletter%26utm_campaign=nm-mi-su-glm53%26utm_content=cta_create_account_buildinghttps%253A%252F%252Fconsole.crusoecloud.com%252Frequest-foundry%253Futm_campaign%253Dnm-mi-su-glm53%26utm_medium=newsletter%26utm_source=tldr/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/LKvr7miqNTo88cxOUQnYjkqdSvhwXVsHXRAvO06xvSY=452" rel="noopener noreferrer nofollow" target="_blank"><span>Create your free account and start building</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;">๐</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%2Fwww.macrumors.com%2F2026%2F09%2F14%2Fsiri-can-be-swapped-out-for-chatgpt-claude%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/9Hwhm8bIF7-22rFFID7RRvbtJCYgqWHhHeerUWbQ3lQ=452">
<span>
<strong>Apple's Siri AI Can Be Swapped Out for Claude, ChatGPT, Code Shows (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Private iOS 27 and macOS frameworks show Apple built Siri so Claude or GPT-5.6 can sit in as the brain: Model Delegation lets Claude handle a natural-language ask, then hand Reminders or Messages back to Siri, and an inference-provider path can swap Apple's server-side Siri model entirely while keeping Siri's UI and voice. A demo already has ChatGPT finding emails, summarizing action items, and texting a contact through Siri's tools. The hooks are not user-facing yet, but they land as iOS 27 ships and after EU DMA pressure to open Siri to rivals.
</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%2Fanthropic-prepares-claude-money-for-personal-finance%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/fg5BNptIwG9WKWcUeos5bCg9Vn31iR5ta2XmxYM_JH0=452">
<span>
<strong>Anthropic prepares Claude Money for personal finance (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude Money allows users to link their bank accounts and ask Claude about spending, plans, and other financial questions. It appears to be designed to give Claude persistent access to users' financial context, removing the need to manually upload bank statements or transaction exports. The exact account types, data provider, and supported actions remain unknown. Claude already supports third-party personal-finance connectors, and Anthropic has been building finance-specific agents and products for professional users. The launch timeframe remains unknown.
</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%2FXdYVtP/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/-_ZiY_epF7HZ1g4F4BuO8x3qZcYBzD5t3DLDbBRLk0s=452">
<span>
<strong>OpenAI Buys Startup Developing Smartphone Camera (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI has quietly bought Glass Imaging, a company developing smartphone cameras that use AI to produce image quality on par with a DSLR camera. The deal values Glass Imaging at over $300 million. OpenAI's plans for the company are unclear, but it has been developing a secretive device with Jony Ive, the former Apple executive who helped design the iPhone. Glass Imaging was founded in 2019 by two former Apple employees who had previously worked on camera technology at the company.
</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;">๐ง </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%2Ftomtunguz.com%2Fwhat-does-the-pause-mean%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/xrW3lZmziVnuJrZtYR_HhaFLglBYW_HH024n8jhrG2A=452">
<span>
<strong>What Does Pacing Mean? (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Dario Amodei called for the AI industry to self-regulate its pace, but five camps interpreted "pacing" differently without agreeing on a speed. These camps focus on model interpretability, worker interests, economic growth, geopolitical strategy, and resisting new regulations. A previous attempt to limit AI training compute failed, highlighting the challenge of controlling AI innovation speed.
</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%2Fdanluu.com%2Fexercise-7%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/DhablsNvUcecxNZq7lxJyUwwi_yi239ULJzoNNX39k0=452">
<span>
<strong>Bad benchmarks and evals: Senior SWE-Bench, napkin math, and winter tires (52 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Evals are more about avoiding mistakes than following some particular process. There isn't any step-by-step guide that will work, but there are approaches to experimental design that can teach you how to do better. This post aims to help people become better at benchmarking and evals. It looks at three different kinds of benchmarks: one for baseline numbers for performance 'napkin math' estimates, one set of AI model evals, and one on car tires.
</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%2Fcohere.com%2Fblog%2Fwho-gets-to-define-the-rules-for-ai%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/UaLh5F9OaYyoXdAdP7_gOhQ8L0rkWgReUQknNif2FPY=452">
<span>
<strong>Who Gets to Define the Rules for AI? (18 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Aidan Gomez, Cohere CEO, argues against a few dominant Silicon Valley firms setting global AI regulations, drawing parallels to historical monopolies that limited competition under safety pretexts. He proposes a diverse, international, evidence-based framework for AI governance, emphasizing transparency, mandatory testing, and independent assurance mechanisms. Gomez warns that current proposals could entrench market leaders, advocating for more inclusive rule-making to foster competition and trust.
</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;">๐งโ๐ป</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%2Fgo.sima.ai%2F4rffS34%3Fsp=6KBhWwzEDFcailnBH9LZI7Y7%26utm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/wZt92CT7Dpj16IZQojWUfJaLiqbbjyR57OQvNqpmy4M=452">
<span>
<strong>Physical AI took flight. Now it drives, inspects and reasons. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
One box, limited power, no network, harsh temperatures โ drones embody the hardest Physical AI challenges. SiMa.ai's reference design runs the full autonomy stack on one Modalix chip below 10 W: vision, sensor fusion and LLMs, across industries.<br><br><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.sima.ai%2F4h0J1Kn%3Fsp=6KBhWwzEDFcailnBH9LZI7Y7/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/PBC7Arx8SJcZGIKnFW7VzYLwb8ojWKs-eAmXyAOY1bE=452" rel="noopener noreferrer nofollow" target="_blank"><span>Watch the flight</span></a> ยท <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.sima.ai%2F4h5Ge2H%3Fsp=6KBhWwzEDFcailnBH9LZI7Y7/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/e9tExWLW7OJPhryvy-FVIqAzS9FWqSFtUAbdDeh5U2k=452" rel="noopener noreferrer nofollow" target="_blank"><span>Bring your pipeline, accelerate it in days/hours</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%2Fpub.sakana.ai%2Fpc-alm%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/4JURhErpdDLiRK6vdB0BlJgrb1pyvTyDBjVQKwpgDWQ=452">
<span>
<strong>Augmented Lagrangian Predictive Coding (17 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
PC-ALM is a local alternative to backpropagation. It is an extension of standard predictive coding (PC), which uses diffusive coupling between layers. PC-ALM trains residual MLPs up to 1,000 layers, nearly matching backprop's performance despite using only layer-local dynamics. It equips each layer with a feedback control dynamical system that distributes and propagates supervision credit throughout a network.
</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%2Fhuggingface%2Ftau%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/rc_MmhbX9WJ2dFS0PeUZeQPeHcHPVR_BtNyNXiaBFNU=452">
<span>
<strong>Tau (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Tau is a coding agent that lives in the terminal. It can read files, edit code, run commands, and keep a durable session history while streaming what it is doing. Tau was designed to be a teaching project for understanding the shape of a coding-agent system without starting from a giant production codebase. It ships with support for OpenAI-compatible endpoints.
</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%2Fgoogle%2Fartemis%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/xiJCrF6tn-N1HeGEyl1xB3BrijiaAFqV9ieMkTJyS8I=452">
<span>
<strong>ARTEMIS (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
ARTEMIS lets AI assistants and test suites use real phones like a human. It can execute testing workflows and everyday tasks on Android from natural language instructions, using element indices when available, with coordinate and visual locating fallbacks for custom interfaces. ARTEMIS checks targets before individual actions and returns blocked actions to the Operator for recovery. It supports long-running exploratory and stability tests.
</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%2F2609.12945%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/Y2gz7MN6QqEGxxz5dlDp7l0KA1CfatQvzJwvgGdVVRA=452">
<span>
<strong>StepAudio 3 Technical Report (19 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
StepAudio 3 Gen uses discrete autoregressive modeling over shared RVQ audio tokens to generate speech, voices, vocals, sound effects, music, and mixed audio within one model. It achieved state-of-the-art results on text-to-speech and voice design while retaining broad general-audio generation capabilities.
</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;">๐</span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
</div>
</td></tr></tbody></table>
<table bgcolor="" style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FpnZ9ZW/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/iFBy_GkYBlGHkkv1UAcX90WDcb4Y2YR4_FlRjEJzLXg=452">
<span>
<strong>Sam Altman Backs Federal Frontier AI Safety Rules (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Sam Altman supports consistent federal safety requirements for frontier AI while urging labs to act before legislation arrives. OpenAI now uses safety cases before major reinforcement learning runs, arguing that capability growth should be deliberately paced alongside alignment and monitoring.
</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%2Fdocs.google.com%2Fdocument%2Fd%2Fe%2F2PACX-1vQNl3SEX5IyA6d9qHjjFZN-qzGRZNFI6b63g-yu1Fy-ZYkVfCWm7i9WXRXw63m6yDB_auDuPLyQ7jBm%2Fpub%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/13evDkdPk2Ee2LSPmE0EWysv7ZuQuV28STNaE6I0th4=452">
<span>
<strong>Personal Statement on AI Risk (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Models are becoming so situationally aware that researchers are losing the ability to evaluate them in contexts where they believe they are not being watched or controlled. Models increasingly seem aligned even when they are not. The current evidence suggests that the field will continue to make progress at a fast pace. Once language models reach the capability threshold where they can shape the world unconstrained by human will, they might do something extreme and destroy humanity in the process.
</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%2Fcogito-ergo-sum.dev%2Ffrontier-economics%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/NRJgW1W36HMM8PUoTprWqVYs093iUKQh-HlrrzwDPSU=452">
<span>
<strong>Frontier labs have a financial incentive to pace the frontier (26 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Frontier labs are arguing for regulatory pacing on safety grounds. While many are undoubtedly well-intentioned, it is also true that the rules the labs have proposed protect their investments, preserve price premiums, and defer billions in competitive spending. Their arguments for these rules should not be taken at face value. The labs can not economically slow down on their own without the government stepping in to enforce a slowdown.
</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;">โก</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%2Fandonlabs.com%2Fblog%2Fwhy-we-built-pion%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/zxqWpAaywpJDC4mhjvNcKLMPfG46fvJsBPUP6kG4IXY=452">
<span>
<strong>Why we built Pion (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Pion is an agent designed to run any company fully autonomously.
</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%2Fdigiday.com%2Fmarketing%2Fopenais-next-chatgpt-ad-format-click-to-chat-not-to-site%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/NRJWFT5X8EYSUqJdRIcYNi5TIYaJwqIcuVP1X0N2jyU=452">
<span>
<strong>OpenAI's next ChatGPT ad format: click to chat, not to site (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI is rolling out a new AI-native ChatGPT ad to select clients that opens a branded agent chat instead of a website.
</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%2Fcline.ghost.io%2Fcline-desktop-an-open-source-app-for-open-weight-models%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/dPSdk5sOCRC8m2_y3YoBOWU0myGsjUnZ-EqLAbZwMBg=452">
<span>
<strong>Cline Desktop: An open-source app for open-weight models (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cline Desktop is an open-source app for open-weight models that can run parallel AI agents and automate recurring tasks.
</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%2F2099530487316553915.html%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/5LJdV8Soaz2mjhF1lVhupYuC2lRDvAvoehZSFoIV62E=452">
<span>
<strong>Artificial Analysis Capability Indices v1.1 (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Artificial Analysis Capability Indices have been updated with stronger domain tuning, with Claude Fable 5.1 (max) leading in all six indices.
</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%2Fpdf%2F2608.25218%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/ujpoQAntfa5B48gIp8pbZd-hdXuqlVLSRwbWElJfMXM=452">
<span>
<strong>Turnbench: A Multi-Domain Benchmark for Turn-Taking Dynamics in Spoken Dialogue (25 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
TURNBENCH introduces a 30-hour, six-domain benchmark for end-of-turn and interruption detection, plus a 104-hour training set.
</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%2Fblogs.nvidia.com%2Fblog%2Flocal-ai-perplexity-windows-pcs%2F%3Futm_source=tldrai/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/bA77g6eDnCwtnnuT9v3uzmfgxNJcYDCKg7-HH3d6YJ8=452">
<span>
<strong>Perplexity Portable Computer Is Now Available on Windows, Powered by NVIDIA RTX (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
NVIDIA's Perplexity Portable Computer is now available on Windows RTX PCs, enabling local AI tasks through powerful agentic AI.
</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%2F2/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/VzPFIzw3vgMA06FtJbwHNC9-OdWnM2DXXalZ0-JUaxk=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%2F2/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/PA3fTv1UhySRR7goBCt0XQ7nYcqL8j3csNjl0Kn9lXE=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? ๐ฐ
</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/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/sj14iUbjOnOIvvQv8dUiQF2iVMWpSaGqqos4nBQ06GY=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? ๐ผ
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/AffySlLwS2Fqzv3szyn306K2HEmwCN51YultdCztsOY=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-d3e165357871/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/7FQQ_KpthdtsTNCdmrVLiBy-QGupQJ-U1pPaoKC40Kk=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/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/kS3Uv8SX0pU6q000CGbQgZD8fpDyTWZETYhQ5jy_8jw=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/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/Mi2YSQCO7fOXrYg0Lpx6mK00lqI6eFBrUfCqaedt3Gg=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/eZarWMhU2JkERiZV0pqx3l1LCsIgPM_HDpXRW70c9vM=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/C4rcekxK7mHRNe4IN9_xF0KHCiZ5mkrvmNtkx3H8xB4=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/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/0ofOQOoqFqsgSmym3gWGkWPTtmjhg77crJ2xgAKWsC4=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=2fb151f6-b0e7-11f1-b90c-5515571c7f4d%26pt=campaign%26pv=5%26spa=1789477251%26t=1789478687%26s=9c17fa20d2f827857418c8bd1c632fa92fd2b02f09ad8ef8f58c30d5ab9261de/1/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/IQNXGzDgyOkve_TKyFCa2ZiZIByoYcBKVcvZkinbGLU=452">unsubscribe</a>.
</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/CI0/010001a0a53dd455-a4a156b7-ca71-4423-b55b-9fa1c6e6588f-000000/fEioFxzXyYWhXG4da0Nh3MvvsbUpfi9rcVqutVD5RfY=452" style="display: none; width: 1px; height: 1px;">
</body></html>