<!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;">Anthropic is considering an IPO while also exploring private funding. It has reportedly engaged with a law firm and major banks </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/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/hKycSnil4RGqvo5jyrLLdRz8BF3skJAnGv-Gv96UWdQ=434" 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/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/ESD52omPNgPXuaPSg2G0jpQoRDL89jRa0AVOhysckyA=434" 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=f46e1210-d044-11f0-8f20-5fb2dd43e594%26pt=campaign%26t=1764771338%26s=f86a9665f72dfa2a23a82e467f4e168137f845553a38cd01ccce0ec3fd8d4f24/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/97eIjKVQ46Gh28vEnuUIY3a6EH47ag5abyfvxxx43Qk=434"><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%2Fworkos.com%2Fmcp-night%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=q42025/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/Hz4RpDVunnIjYBZUoYHV1Rc2-g44r1hl4JEAZHsYMm8=434"><img src="https://images.tldr.tech/workos50.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="WorkOS"></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">2025-12-03</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%2Fworkos.com%2Fmcp-night%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=q42025/2/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/TaKd-x0IC5aQfeCjOI5DfrqzSBJHB-Vq6amTqamWtZ0=434">
<span>
<strong>Curious how MCP works or what you can build with it? Find out on December 10 (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Hear from the creators and curators of MCP at OpenAI and Anthropic, alongside product and engineering leaders from Google, Microsoft, Datadog, Supabase, and WorkOS at <a class="in-cell-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.com%2Fmcp-night%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=q42025/3/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/W9Xw1enl-1zIT3oU550s-gxR5gDJOq89f083aRAjvwk=434" rel="noopener noreferrer nofollow" target="_blank"><span>MCP Night: The Holiday Special</span></a>. The event brings the MCP community together at the iconic Regency Ballroom in San Francisco for an evening of learning, networking, and celebration.
<br>
<br>You'll get an inside look at how MCP is being used in real products today and the direction the protocol is moving next.
<br>
<br><a class="in-cell-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.com%2Fmcp-night%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=q42025/4/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/3Gt6LEF03g2r6HMH6I5_vM5fBJ5FiixRry3rcMJ-pfM=434" rel="noopener noreferrer nofollow" target="_blank"><span>Register for MCP Night →</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr></tbody></table>
</td></tr>
<tr bgcolor=""><td class="container">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td style="padding: 0px;">
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;"><span style="font-size:36px;">🚀</span></span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Headlines & Launches</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cnbc.com%2F2025%2F12%2F03%2Fanthropic-claude-reportedly-preparing-ipo-race-openai-chatgpt-ft-wilson-sonsini-goodrich-rosati.html%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/SkMpj7_LE7u8gAngRaFh2tNAOmiTF9j-zn5YefPRspo=434">
<span>
<strong>Anthropic reportedly preparing for one of the largest IPOs ever in race with OpenAI (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic is considering an IPO while also exploring private funding. It has reportedly engaged with a law firm and major banks. The IPO could be one of the largest IPOs ever. No decision has been made yet on the timing of the IPO.
</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%2Fmistral.ai%2Fnews%2Fmistral-3%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/pT7fKcrBrlNqvBVchTRyDjHcTBPSumqjjmLXcqkUlcs=434">
<span>
<strong>Mistral 3 Release (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Mistral announced the release of Mistral 3, which features three new dense models (14B, 8B, and 3B) and Mistral Large 3, a sparse MoE model with 41B active and 675B total parameters. All models are open-sourced under Apache 2.0.
</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%2Farstechnica.com%2Fai%2F2025%2F12%2Fopenai-ceo-declares-code-red-as-gemini-gains-200-million-users-in-3-months%2F%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/dYgIifie8dqb-3l06i3FGgIJWZ2zAlLTK1b7ifUWcvQ=434">
<span>
<strong>OpenAI CEO declares “code red” as Gemini gains 200 million users in 3 months (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI will delay advertising plans and other products to focus on improving ChatGPT. Google's release of Gemini 3 was very well received, with the service rapidly gaining popularity. Google is quickly catching up to ChatGPT in user numbers. ChatGPT has more than 800 million weekly users - Gemini had 650 million in October.
</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%2Fwww.anthropic.com%2Fresearch%2Fhow-ai-is-transforming-work-at-anthropic%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/jkGLqy6tNBHQrQcRAGcpcRd0Sqdh6a0gaJy6cDtHy5U=434">
<span>
<strong>How AI Is Transforming Work at Anthropic (15 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic surveyed 132 of its own engineers and found 27% of Claude-assisted work wouldn't have happened otherwise, but not without costs. Mentorship is declining as Claude is becoming the first stop for questions. Engineers worry that the skills needed to supervise AI are the same ones atrophying from overuse.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.dwarkesh.com%2Fp%2Fthoughts-on-ai-progress-dec-2025%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/U4WaLmj8CoB78FPEKieu50oH7zCdhA79uh0pzpimz8c=434">
<span>
<strong>Thoughts on AI progress (Dec 2025) (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The driver for further improvement will be continual learning. Solving continual learning will require incremental improvements, just like solving in-context learning. Labs will likely release something next year that they will call continual learning, but it will just be progress towards continual learning. Human-level continual learning may take another five to ten years of further progress.
</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.optimizely.com%2Fai%2F%3Futm_campaign=PS-GL-12-2025-TLDR%26utm_medium=cpc%26utm_source=tldr%26utm_content=opal-under-the-hood/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/HoWsLKJCC3akHx-k3jJSNB12jFfq3Dlvhp1YqZHDuHY=434">
<span>
<strong>Optimizely Opal: AI for marketers that actually like marketing (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
There's deja vu, and now there's dejAI vu. Why does every AI tool feel the same? Because they've been designed to generate text, not to emotionally engage your target audience. <a class="Hyperlink SCXW237799046 BCX0" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.optimizely.com%2Finsights%2Fblog%2Fwhy-opal-is-not-just-another-ai-tool-for-marketers%2F%3Futm_campaign=PS-GL-12-2025-TLDR%26utm_medium=cpc%26utm_source=tldr%26utm_content=opal-under-the-hood/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/Hwwsjj1a7sCtMyg6l93AppzYErn5-vch8T37wHqN4VA=434" rel="noreferrer noopener" target="_blank"><span>Opal hits different</span></a> – it learns your brand, plugs into your workflows and helps your team show up with work that actually lands. <a class="Hyperlink SCXW237799046 BCX0" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.optimizely.com%2Fai%2F%3Futm_campaign=PS-GL-12-2025-TLDR%26utm_medium=cpc%26utm_source=tldr%26utm_content=opal-under-the-hood/2/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/s1zg-4JtW2BQtUEX3l1aVdKFS8sZoY8D9kLNEDc0yLM=434" rel="noreferrer noopener" target="_blank"><span><strong>Meet Opal</strong></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%2Faws.amazon.com%2Fblogs%2Faws%2Fintroducing-amazon-nova-forge-build-your-own-frontier-models-using-nova%2F%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/kfrkM_qj41-Gz9JmcmwbL_QYACrCIjpQ6ZwbVlfHKoU=434">
<span>
<strong>Introducing Amazon Nova Forge: Build your own frontier models using Nova (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Amazon Nova Forge is a service for building frontier models using Nova. It is the easiest and most cost-effective way to build your own frontier model. Customers can start their development from early model checkpoints, blend their datasets with Amazon Nova-curated training data, and host their custom models securely on AWS. The service is designed for organizations with access to proprietary or industry-specific data who want to build AI that truly understands their domain.
</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%2Fresearch.perplexity.ai%2Farticles%2Fbrowsesafe%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/AxylHvM68Ny4kGUH94jkFKNA20HUE-olHjnjDOCgi0o=434">
<span>
<strong>Agent Safety Benchmark by Perplexity (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
BrowseSafe is a real-time content detection model and benchmark suite designed to protect AI agents from prompt injection in web browsers. The open-source BrowseSafe and BrowseSafe-Bench enable developers to scan HTML for hidden malicious instructions without slowing down performance, offering layered defenses for safer agentic browsing.
</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%2Fgadievron%2Fraptor%2F%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/FaY6UKxskHx3CNv1QnehJ2AtvQ9QU5f2mnCQdlIPTFs=434">
<span>
<strong>Raptor (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
RAPTOR (Recursive Autonomous Penetration Testing and Observation Robot) is an autonomous offensive/defensive security research framework based on Claude Code. It combines traditional security tools with agentic automation and analysis to deeply understand code, prove exploitability, and propose patches. The tool empowers security research with agentic workflows and automation. RAPTOR was vibe-coded and is still in an early release stage.
</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%2Falignment.openai.com%2Fscaling-code-verification%2F%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/VscGCS_QqezGhsOB58SoY0I7rJI1uvOLZZIZi8k9XQM=434">
<span>
<strong>A Practical Approach to Verifying Code at Scale (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI coding systems can introduce severe bugs and vulnerabilities, so it is important to check their work. As models become stronger generators, their ability to verify, critique, and support human judgment must scale with them. OpenAI's agentic code reviewer is optimized for low safety tax and high precision to earn user trust. The company's testing shows that the code reviewer can deliver reliable, high-signal feedback without slowing teams down.
</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%2Fampcode.com%2Fnews%2Famp-inc%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/xCo6hsX9r-RABBQ9E_plwhOOaAa4Kdpb2cxs9HIkpuo=434">
<span>
<strong>Amp, Inc. (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Amp is spinning out of Sourcegraph to become an independent research lab. Its goal is to let software builders harness the full power of AI. The company believes that the way we develop software will be challenged fundamentally and drastically. Spinning out into its own company will give it more freedom to focus on the frontier.
</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%2Fri2aNf/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/_gg17NvzNB2BV0otuC3_dvEPXdtU-Eauj5WAWDHEIf4=434">
<span>
<strong>This AI Startup Wants to Remake the $800 Billion Chip Industry (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Ricursive, a startup founded by ex-Google researchers, aims to build software that can automate the design of cutting-edge chips. This could allow every company to build their own chips from scratch. The company expects to release its first product next year. It recently raised $35 million and is currently valued at $750 million.
</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%2Fmiro.com%2Fevents%2Fsecret-to-ai-success-forrester-study%2F%3Futm_campaign=tldr-ai-placement%26utm_source=TLDR%26utm_medium=newsletter%26utm_content=Sponsorship%26src=-newsletter_glb/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/rGpNTC4qzOkfZzz37yPx67S1p889I4fIy4B8yJr-8lg=434">
<span>
<strong>New Forrester study: Fragmentation is killing AI ROI (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
75% of leaders believe that AI is overly focused on individual productivity, creating siloes and hurting collaboration. What's the alternative? <a class="underline" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmiro.com%2Fevents%2Fsecret-to-ai-success-forrester-study%2F%3Futm_campaign=tldr-ai-placement%26utm_source=TLDR%26utm_medium=newsletter%26utm_content=Sponsorship%26src=-newsletter_glb/2/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/GwyDC-aZyEHqDYxgEm5t4I6ZmnrrxlYdz-cGd0OCobE=434" rel="noopener noreferrer nofollow" target="_blank"><span>Get a free copy of the report from Miro</span></a>
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.testingcatalog.com%2Fopenai-tests-memory-search-as-gpt-5-2-launch-rumors-grow%2F%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/IQWUa9yRmDDoybTWO8AhOT4k6T7YVezjrhKfsQxkyj4=434">
<span>
<strong>OpenAI tests Memory Search as GPT-5.2 launch rumors grow (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI's Memory search feature for ChatGPT lets users quickly find stored info via direct queries.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.anthropic.com%2Fnews%2Fanthropic-acquires-bun-as-claude-code-reaches-usd1b-milestone%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/PtJZ2IByUAqTqL5nTpdU1xeWa3Lpzgqbc8dtJxrlXn4=434">
<span>
<strong>Claude Code Hits $1B Run-Rate, Acquires Bun (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic announced it has acquired Bun, a fast JavaScript runtime.
</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.owlposting.com%2Fp%2Fart-in-a-post-ai-world-should-be%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/TPILwr8hErvUfP8rSCOeL2kQKBEhZz2YYs3AB-V9Qb8=434">
<span>
<strong>Human art in a post-AI world should be strange (17 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The creative process is limited by human scale, but we're getting close to leaving that world.
</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%2F9to5mac.com%2F2025%2F12%2F01%2Fopera-browsers-get-google-gemini-integration%2F%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/jDt0pGqlxIkR4ewdjvw_iOWsVE9mpMLvszJINAzM0kA=434">
<span>
<strong>Opera rolls out Gemini-powered AI features across its browsers (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Opera has expanded its AI capabilities with Google's Gemini models across its browsers.
</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%2Ftechnology%2Fng-interactive%2F2025%2Fdec%2F02%2Fjared-kaplan-artificial-intelligence-train-itself%3Futm_source=tldrai/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/jA8w6J2NqHn7b6sDTUsbQiV9Sh69fKGVTd_AKHL7qng=434">
<span>
<strong>The biggest decision yet (9 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Humanity will have to decide by 2030 whether to risk letting artificial intelligence systems train themselves to become more powerful.
</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%2F2/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/vqqo_aFKSP_vE9-gkNNSuUsiVtmLzaRkTW8rMVlVAfo=434" 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%2F2/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/jsCPV6Mx6a13h2sQLFDFmezj01yBSZsq37Y5EQ5ly1A=434" 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/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/bbEjG0kpURvXkI9uoi003_RSkK3sKW4brGFncYzOJj0=434"><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/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/_KDjeA5b1IXxF4r4q-ZF7rXsrlOd9RbfJ7xbFajVGko=434" 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/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/wlfeFPLiGRVQSmdaONoFiaQG-QZb1qEGYLCc8ejZAM8=434"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/OfIYIyb57tVeUxcwDpi59xe0TvjxGS-XQiGpy4o2tHQ=434"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/afKBZokarRtSLd9lIQq_HBKSYUjjKdPPS_DZUouBxvw=434"><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/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/VklmqdiCo9mOF6b5YKM6PJKwo6j-H9eJc3JcBs9wilE=434">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=f46e1210-d044-11f0-8f20-5fb2dd43e594%26pt=campaign%26pv=4%26spa=1764770585%26t=1764771338%26s=5cedbdb16f9b7fb01aa82ae079b1eda400c52cf8a3c1ab84e268c4c8a40bb927/1/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/uIJYlJLa79w7DNdgRT5S723q8GEfiva1GS7EUsHkBXo=434">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/CI0/0100019ae4919754-c9629e3a-bf0e-421f-8855-c586a6b2d647-000000/PaiZvUW9jbtS-QpHsA-M3k6lChmBmFpMbNKN9fbULuw=434" style="display: none; width: 1px; height: 1px;">
</body></html>