<!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;">Moonshot has launched Kimi K3, a 2.8-trillion-parameter multimodal model with a 1-million-token context window and optimizations for faster </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/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/5LqWflmd2oa4quD0KD_PZMsE5iHjKfQy7YtIBH_Bt1c=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/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/C4YWKQi3Im7BjYBrPTEUXkVFPkcrxHuWdVQUiBO_xRQ=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=194a1264-81ca-11f1-989d-c1082bdf68d9%26pt=campaign%26t=1784294571%26s=5c3efb9bde5bc5975260ee9a4e248d6a667d81b4fa7f1babf09dcd3574c10c45/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/CWW9om5sXDqkEyXn7miqNw1-Y7nGnupMYmuKnUSCFBU=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%2Fwisprflow.ai%2F%3Fdub_id=PEwigxQLTaF8JHrP%26utm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-07%26utm_content=primary-2026-07-17_header_ai_only_as/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/wWYX6YOXuZa9d-rYo8yxnxRKa96YoJ5sEAKCY6e3RRk=452"><img src="https://images.tldr.tech/wispr.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Wispr"></a></td>
</tr>
</tbody>
</table>
<table style="table-layout: fixed; width:100%;" width="100%">
<tbody>
<tr>
<td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;">
<div style="text-align: center;">
<h1><strong>TLDR AI <span id="date">2026-07-17</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%2Fwisprflow.ai%2F%3Fdub_id=PEwigxQLTaF8JHrP%26utm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-07%26utm_content=primary-2026-07-17_header_ai_only_as/2/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/6wimsC2KkKiaz_wI_M1dOEh6O45tf274htHkYc77yRs=452">
<span>
<strong>Your AI is only as good as the prompt you feed it. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwisprflow.ai%2F%3Fdub_id=yWhZQRFvivZmtnO6%26utm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-07%26utm_content=primary-2026-07-17_Body_wispr_flow/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/l13W-lTwURsDBdSuJ4ODO_KcOyXXBIEjZVAnxX8U0TY=452" rel="noopener noreferrer nofollow" target="_blank"><span>Wispr Flow</span></a> lets you speak detailed prompts instead of typing short ones. Explain the full context, the constraints, the edge cases, in the time it takes to type a sentence. 4x faster than typing.
<p></p>
<ul>
<li><strong>89% sent with zero edits.</strong> Filler stripped, grammar fixed, code syntax handled.</li>
<li><strong>Works in every tool.</strong> Claude, ChatGPT, Cursor, and anywhere else you have a cursor.</li>
<li><strong>Mac, Windows, iPhone, Android.</strong> Same hotkey everywhere.</li>
</ul>
<p>Millions of developers use Flow daily.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwisprflow.ai%2F%3Fdub_id=yWhZQRFvivZmtnO6%26utm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-07%26utm_content=primary-2026-07-17_cta_wispr_flow/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/RiqTk7ZnnbjLC6Pt4byc7MlWDHIadNEC1U4WPFWQJ0I=452" rel="noopener noreferrer nofollow" target="_blank"><span>Try Wispr Flow Free →</span></a> | <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwisprflow.ai%2F%3Fdub_id=yWhZQRFvivZmtnO6%26utm_source=tldrai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-07%26utm_content=primary-2026-07-17_cta_download_flow/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/RIQhwx-UsUMvrDB0ZRjU0IjALhuESExDL4B2G04UZwQ=452" rel="noopener noreferrer nofollow" target="_blank"><span>Download Flow</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%2Fwww.kimi.com%2Fblog%2Fkimi-k3%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/s4rKHeyx8c0i7C60qPrPiiYF_T1aT0AhQHXkpFA895s=452">
<span>
<strong>Kimi K3 (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Moonshot has launched Kimi K3, a 2.8-trillion-parameter multimodal model with a 1-million-token context window and optimizations for faster long-context decoding and agentic coding. The model is available through Kimi's products and API, with open weights scheduled for release on July 27.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F07%2F16%2Falphabet-stock-gemini-3-5-pro-ai.html%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/oeBCVnF_qGeZvRO30AOcaSFLST24IKzTWLSHw1dMV5U=452">
<span>
<strong>Gemini 3.5 Pro Reportedly Faced Delays (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Alphabet shares fell 4% after a report said Google had delayed Gemini 3.5 Pro while working to improve its performance, particularly for coding. Google said the model remained in partner testing alongside an upgraded Flash model and other releases.
</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%2Flmstudio.ai%2Fblog%2Fintroducing-lm-studio-bionic%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/Q4EPnpKHc9duqc1RyeVMbKg7rHkHda5adaWMyIaSWKU=452">
<span>
<strong>Introducing LM Studio Bionic: the AI agent for open models (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Bionic is an AI agent for coding, research, and document management with open models, offering local and cloud options for privacy and cost control. It supports offline voice transcription with Voxtral by Mistral AI and excels at coding by inspecting codebases and solving issues with models like GLM 5.2. Bionic enhances productivity by working with various documents while ensuring security with sandbox environments and native web search integration.
</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%2Fruhan-wang.github.io%2FHarness-Handbook%2F%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/Cx4Va4dKWrShYb8ycfl9H-DjOKjz8JS3CqnNnhd9BNA=452">
<span>
<strong>Harness Handbook to Map Agent Behavior to Code (28 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Harness Handbook is a behavior-level map for coding-agent harnesses, connecting plain-language questions about execution, permissions, and safety to the exact prompts, tools, state logic, configuration, and telemetry that implement them.
</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%2Fclaude.com%2Fblog%2Fai-code-migration%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/pOjZJxEABcFXrzU6cjni7IHTE0IPb1kf8VgjtY9ykQI=452">
<span>
<strong>How Anthropic runs large-scale code migrations with Claude Code (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic uses a six-step process with Claude Code for large-scale code migrations, focusing on creating a rulebook, analyzing dependencies, and stress-testing translation rules. It deploys multiple agents to translate, review, and fix code iteratively, and emphasizes using adversarial reviewers and mechanical verification for efficient migration.
</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%2F1UKdwv/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/ZnAnJhqiSjMc5kvUzd1pBPJmJcRbQARi9PBLRW0rKOI=452">
<span>
<strong>Choosing GPT-5.6 Sol, Terra, or Luna in Codex (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
GPT-5.6 splits Codex work across Sol for ambiguous, high-value problems, Terra for everyday implementation, and Luna for fast, bounded tasks. Sol Ultra adds deeper reasoning and multi-agent coordination, while clear prompts should specify goals, context, boundaries, and completion checks.
</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%2Ftemporal.io%2Fpages%2Fsaga-patterns-state-machines-whitepaper%3Futm_source=tldr%26utm_medium=sponsorship%26utm_campaign=tldr-ai-secondary-2026-07%26utm_content=whitepaper-saga-state-machines/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/KRizS-1_O-aPiIxNdoLbDUxLxpIfTbOy5egWoT_CtGQ=452">
<span>
<strong>When state machines break down: handling workflow failures in distributed systems (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Most failure-handling logic is complex, fragile, and hard to test. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftemporal.io%2Fpages%2Fsaga-patterns-state-machines-whitepaper%3Futm_source=tldr%26utm_medium=sponsorship%26utm_campaign=tldr-ai-secondary-2026-07%26utm_content=whitepaper-saga-state-machines/2/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/GbB78HdH_GSlE0pTYnuMixbiOYp81uSnEU8-7FQ5Jgs=452" rel="noopener noreferrer nofollow" target="_blank"><span>This Temporal white paper</span></a> shows you 2 distinct patterns to take component failure in stride without constraining application structure. Learn how to implement these patterns using the same open source tools used at OpenAI, Lovable, and Replit. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftemporal.io%2Fpages%2Fsaga-patterns-state-machines-whitepaper%3Futm_source=tldr%26utm_medium=sponsorship%26utm_campaign=tldr-ai-secondary-2026-07%26utm_content=whitepaper-saga-state-machines/3/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/jq9I9Vjj2pGnrZx8b6K7Y_N0WbApYlXxsgYVB_jdqug=452" rel="noopener noreferrer nofollow" target="_blank"><span>Get your copy</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%2Flinks.tldrnewsletter.com%2FjIc5zm/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/Zvx61coX9S-ZapCYozCoA4RtrsewP5EX0z6B0IEp748=452">
<span>
<strong>Schema (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Schema is a harness that makes frontier models play like physicists. It can help frontier models achieve 99% on ARC-AGI-3 Public. ARC‑AGI‑3 gives agents a game environment without an explanation of what it is seeing. Schema makes agents write each game's mechanism as an executable program, test it against reality, and plan inside it. It controls how observations are turned into a working model of a game, how predictions are tested against the interaction history, and how plans are executed and revised.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fhuggingface.co%2Fblog%2Fnvidia%2Fnemotron-3-embed-wins-rteb%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/SmCRu5yUdfsxD3Pvv-6o0qoj-9Cgn3XLyenPFBe_7cM=452">
<span>
<strong>NVIDIA Nemotron 3 Embed (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
NVIDIA released three open embedding models for RAG, agentic retrieval, code search, and memory, led by an 8B model that ranked first overall on RTEB.
</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%2Fgithub%2Fcopilot-sdk%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/SmBSh_9l1Dsasspxh84GkVIHvJM3OfxItW23y7iCWuw=452">
<span>
<strong>Copilot SDK (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Embeds GitHub Copilot agents into custom applications and developer tools.
</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%2Flinks.tldrnewsletter.com%2FRPTYmo/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/uANulBzhlCxF2Xnr5lSOlFULenxPuzRsEVMi0a-sRR8=452">
<span>
<strong>The Best Model Routing is Task Specific (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Model routing is a hot topic because nobody wants to pay frontier prices for every token. The best routing is deeply task-specific. The more narrowly you focus on a single workflow, the more alpha there is to exploit in terms of both accuracy and cost. The problem is figuring out which model clears the bar for which task, subject to cost/latency constraints.
</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%2Freplit.com%2Fblog%2Fself-driving-company%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/d4YzhUmOoWzvHuWirdYOtG6fMZAtnhOVSaV5aLl7Jkg=452">
<span>
<strong>The Self-Driving Company (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Replit engineers have tripled code output without sacrificing quality, thanks to an innovative system of AI agents. These agents handle tasks like reviewing pull requests, investigating incidents, and analyzing data, enabling engineers to focus on strategic initiatives.
</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.cnbc.com%2F2026%2F07%2F16%2Ffireworks-nvidia-cloud-ai-startup-value.html%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/eKDzNpu0I87n-ljvbfVkKi4l5S0-uvEm5O0XYyZ51Ak=452">
<span>
<strong>Nvidia-backed Fireworks hits $17.5 billion valuation as companies pursue cheaper AI models (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Nvidia-backed Fireworks secured a $17.5 billion valuation, driven by demand for cheaper AI models as companies explore open-source options.
</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-and-platforms%2Fproducts%2Fsearch%2Fconnected-apps%2F%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/C8QOIyw_c9ZjQPxjm9rmg8G2fkHlgxxfrI0V9AI0boE=452">
<span>
<strong>Connected Apps in Google AI Mode (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google added integrations with Instacart, Canva, and YouTube to AI Mode, allowing users to complete tasks across supported apps from its conversational search experience.
</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%2Fsiliconangle.com%2F2026%2F07%2F16%2Framp-targets-ais-fastest-growing-cost-expanded-token-spend-tracking%2F%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/kTiEnqCAcpz7M5bAWQ9MGVoKtoj_Wlk8gvFfYVqPZNE=452">
<span>
<strong>Ramp targets AI's fastest-growing cost with expanded token spend tracking (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Ramp has expanded its AI Token Spend Management product to give finance teams clear insights into AI spending across providers like OpenAI, Anthropic, and Google's Gemini.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.google%2Finnovation-and-ai%2Fproducts%2Fgemini-notebook%2Fnotebooklm-gemini-notebook%2F%3Futm_source=tldrai/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/0wvdBvFkfABcA8oYQKXf5ytmnPaG9TciapEhQpm6bv4=452">
<span>
<strong>NotebookLM is now Gemini Notebook (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google has rebranded NotebookLM as Gemini Notebook, expanding its integration across the Google ecosystem, including the Gemini app and Google Search.
</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%2F2/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/mty_xF48UaI9C3TnqhBIKJD1z8zKszR_p7vK_euE3D8=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%2F2/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/4dTCvug-2IxPMPI5baHMR3j10j9mOXZ1Rh73Yc7NBQM=452" style="font-size: 16px; line-height: 1.6; padding: 10px 0; display: inline-block; text-decoration: underline;"><span style="mso-text-raise:13pt; text-decoration: underline;">Track your referrals here.</span></a>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td align="left" style="word-break: break-word; vertical-align: top; padding: 5px 10px;">
<p style="padding: 0; margin: 0; font-size: 22px; color: #000000; line-height: 1.6; font-weight: bold;">
Want to advertise in TLDR? 📰
</p>
<div class="text-block" style="margin-top: 10px;">
If your company is interested in reaching an audience of AI professionals and decision makers, you may want to <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=advertisecta/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/_GIjk_Hc2oCl9FYZQKNUAcoSEfUgbrY2n-ixc2KVnt4=452"><strong><span>advertise with us</span></strong></a>.
</div>
<br>
<!-- New "Want to work at TLDR?" section -->
<p style="padding: 0; margin: 0; font-size: 22px; color: #000000; line-height: 1.6; font-weight: bold;">
Want to work at TLDR? 💼
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/qVpd5hS8mhu28idd1y2hZANs9gk4TkKgb09CxsGoRdI=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-d3e165357871/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/dhwYrehxhUxx1Izs4zOuVsKwz2xZnIKdmEvIGfM_OqI=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/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/xhKCdSVY5QS4dNd9BPJT1XOXZVWnIJBLV_6lZqitOiQ=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/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/jV1nfxvde8CIxfcsRPW0er_jyWeh3mpnTsAnTmhmrIs=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/sG7lftL6ZObcDOUuieVkUZswJlBsxHwQaJxXyA7XKEU=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/9BUhFQhWhTDLxvPDdCsOxnwuAEUCZvk_bldcdkkv0GU=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/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/O-5oBSqwft5uxxxFN7ta-urZPPo2gSgpY6NteYGEoA0=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=194a1264-81ca-11f1-989d-c1082bdf68d9%26pt=campaign%26pv=4%26spa=1784293376%26t=1784294571%26s=a4400004728a6228c7466af058cb874ffceb3c40ac336468ab9ea5b8bf918ca8/1/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/_yFBcl5Zf1SfEvqMQMGmSsMFke5D3G4xGWhEUA31fD0=452">unsubscribe</a>.
<br>
</div>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
<img alt="" src="http://tracking.tldrnewsletter.com/CI0/0100019f703e7efa-4d6acfea-aa34-4428-b211-5738994b9637-000000/Y60k9or0xxWrH41EhxMq8wg0pxK4804zZXeKATyHDKI=452" style="display: none; width: 1px; height: 1px;">
</body></html>