<!DOCTYPE html><html lang="en"><head><meta http-equiv="Content-Type" content="text/html charset=UTF-8"><meta charset="UTF-8"><meta name="viewport" content="width=device-width"><meta name="x-apple-disable-message-reformatting"><title>TLDR AI</title><meta name="color-scheme" content="light dark"><meta name="supported-color-schemes" content="light dark"><style type="text/css">
:root {
color-scheme: light dark; supported-color-schemes: light dark;
}
*,
*:after,
*:before {
-webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box;
}
* {
-ms-text-size-adjust: 100%; -webkit-text-size-adjust: 100%;
}
html,
body,
.document {
width: 100% !important; height: 100% !important; margin: 0; padding: 0;
}
body {
-webkit-font-smoothing: antialiased; -moz-osx-font-smoothing: grayscale; text-rendering: optimizeLegibility;
}
div[style*="margin: 16px 0"] {
margin: 0 !important;
}
table,
td {
mso-table-lspace: 0pt; mso-table-rspace: 0pt;
}
table {
border-spacing: 0; border-collapse: collapse; table-layout: fixed; margin: 0 auto;
}
img {
-ms-interpolation-mode: bicubic; max-width: 100%; border: 0;
}
*[x-apple-data-detectors] {
color: inherit !important; text-decoration: none !important;
}
.x-gmail-data-detectors,
.x-gmail-data-detectors *,
.aBn {
border-bottom: 0 !important; cursor: default !important;
}
.btn {
-webkit-transition: all 200ms ease; transition: all 200ms ease;
}
.btn:hover {
background-color: #f67575; border-color: #f67575;
}
* {
font-family: Arial, Helvetica, sans-serif; font-size: 18px;
}
@media screen and (max-width: 600px) {
.container {
width: 100%; margin: auto;
}
.stack {
display: block!important; width: 100%!important; max-width: 100%!important;
}
.btn {
display: block; width: 100%; text-align: center;
}
}
body,
p,
td,
tr,
.body,
table,
h1,
h2,
h3,
h4,
h5,
h6,
div,
span {
background-color: #FEFEFE !important; color: #010101 !important;
}
@media (prefers-color-scheme: dark) {
body,
p,
td,
tr,
.body,
table,
h1,
h2,
h3,
h4,
h5,
h6,
div,
span {
background-color: #27292D !important; color: #FEFEFE !important;
}
}
a {
color: inherit !important; text-decoration: underline !important;
}
</style><!--[if mso | ie]>
<style type="text/css">
a {
background-color: #FEFEFE !important; color: #010101 !important;
}
@media (prefers-color-scheme: dark) {
a {
background-color: #27292D !important; color: #FEFEFE !important;
}
}
</style>
<![endif]--></head><body class="">
<div style="display: none; max-height: 0px; overflow: hidden;">OpenAI introduced a personalized year-in-review feature called "Your Year with ChatGPT," available to eligible users in select regions β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β </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/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/iC94hf8qmqIh0u3UPGhQ1t0ByUDLtULktz6aFDQO4rQ=437" 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/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/3BgQ7_sNlfzwwWSlhHmBuHFDyVSSCd-lMYs9dpwb_zA=437" 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=c3ac5b5e-dffe-11f0-a8f7-5b94468b7651%26pt=campaign%26t=1766499272%26s=45d37e7af92b18df47cfe0ed8de16a8a49f2d0b7a89617795ee534030b46913a/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/NzBqVFUTOWhDA8GjSuSfeHD68TGbFMDq5VD-ziVlmt0=437"><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%2Fdelve.co%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr-primary-dec22-25/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/FDDfK29jsoi6KzzxR5K2g5N4dEIOc16m3ACDgRZVB6M=437"><img src="https://images.tldr.tech/delve.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Delve"></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">2025-12-23</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%2Fdelve.co%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr-primary-dec22-25/2/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/DHBSfae2sf7JZj3SpCSSObYrQZLJrFjhgi0Gb_QWzLY=437">
<span>
<strong>Delve Shipmas Day 2: AI Vendor Risk Management (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Welcome to Delve Shipmas. Every day this week, Delve is launching a new AI feature to make compliance more modern than ever. Yesterday, we launched Delve's AI Copilot that can help on any compliance task or question. Today, we're launching...<strong> AI Vendor Risk Management</strong><br><br>Vendor risk management is <em>painful</em>. Dozens of vendors, endless questionnaires, and unclear risk levels. Delve's AI VRM handles this automatically by auto-gathering security evidence from each vendor, creating creating findings, and giving you a clear view of your risk posture. Leave spreadsheets and legacy platforms in the past and enter the future of risk with Delve AI.<br>Join companies like 11x, micro1, Bland, Wisprflow and more.<br><br><a class="c-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fdelve.co%2Fbook-demo%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=tldr-primary-dec23-25/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/oTJr95DL05C1JQ_496gsgXqJmO1pDk1_TQhjSirmih0=437" rel="noopener noreferrer" target="_blank"><span>Book a demo</span></a> to see Delve in action and get <strong>$1,500 off</strong> with code <strong>DELVEXMAS2</strong>.
</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;">π</span></span></div></div>
</td></tr></tbody></table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;">
<h1><strong>Headlines & Launches</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style="table-layout: fixed; width: 100%;" width="100%"><tbody><tr><td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F3lF8cQ/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/exgVhxaSSfftYSSFahW8QN--m1DHwSpiPE1sOoOGl0w=437">
<span>
<strong>Your Year with ChatGPT (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI introduced a personalized year-in-review feature called "Your Year with ChatGPT," available to eligible users in select regions. Inspired by Spotify Wrapped, the feature highlights individual usage trends from the past year.
</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%2FkZtPyd/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/jaRjEkIOLF_i6tVdp9puu1_UGh-56VQryPiMWT1c0nM=437">
<span>
<strong>Z.AI launches GLM-4.7, new SOTA open-source model for coding (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
GLM-4.7 is the latest release in Z.AI's General Language Model line. The high-end foundation model is aimed at advanced reasoning, coding, and multimodal workloads. The late update expands context handling and reasoning depth compared to earlier versions. It introduced upgraded reasoning pipelines and broader multimodal support.
</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.kilo.ai%2Fp%2Fminimax-m21%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/YArF7nGxVpbkrctqecUyM1TvA7JQG9b9mjO_6EKHZEo=437">
<span>
<strong>MiniMax M2.1 is live in Kilo (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
MiniMax M2.1 is ahead of DeepSeek and Kimi on several benchmarks. It is even catching up to state-of-the-art models in some areas. The model is super-fast and efficient. It is now available to all Kilo Code users.
</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%2Fmanus.im%2Fblog%2Fmanus-design-view%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/vTJBsy3pX68Twmi4YR16hgIN9Rxv43ImB4Dplw3ztDM=437">
<span>
<strong>Introducing Manus Design View (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Manus Design View is an extension of the Manus agent for seamless AI design workflows. It enables designers to generate concepts with simple prompts, make precise edits using the Mark Tool, and change text easily. The Manus mobile app allows design edits on-the-go with either text or voice input. It is available to all users today.
</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;">π§ </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%2Flinks.tldrnewsletter.com%2FDEARHN/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/JM_NKwMQKaHaqZXQO5uPMC6S-3Aic3BUowIdlL5cUt4=437">
<span>
<strong>Hardening Atlas Against Prompt Injection (13 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This post details OpenAI's ongoing efforts to secure its AI browser, Atlas, against prompt injection attacks - malicious instructions embedded in web content that manipulate agent behavior. While mitigation techniques are improving, the company acknowledged prompt injection remains an unsolved and persistent threat, particularly as agent capabilities expand on the open web.
</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%2Fbenanderson.work%2Fblog%2Fasync-coding-agents%2F%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/Gfaq1_NDknIX_b5So6aGiel8ARAbGNSvgC_NP5i0z18=437">
<span>
<strong>Async Coding Agents "From Scratch" (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
It's pretty easy to homebrew your own asynchronous coding agent. This means that businesses selling coding agents can no longer differentiate themselves by only running sandboxed agents in the cloud that connect to Slack. Companies working on coding agents likely realize this and are doing everything they can to train their own SWE agents and auxiliary models to improve their harnesses.
</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%2Fbdtechtalks.substack.com%2Fp%2Fwhat-i-think-makes-gemini-3-flash%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/E3LFvpYR6uU3Lz80c0R1L-9_6bP6Pvun95sFYM_RxfA=437">
<span>
<strong>What (I think) makes Gemini 3 Flash so good and fast (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Gemini 3 Flash is a lightweight, efficient model optimized for speed and low latency. It is capable of delivering performance comparable to Gemini 3 Pro at a fraction of the cost. The model's design brings unprecedented power but introduces specific tradeoffs in token efficiency and reliability. This post takes a look at the leaked architectural details of the new model.
</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%2Fvercel.com%2Fblog%2Fwe-removed-80-percent-of-our-agents-tools%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/sX7WttuDknTUwGGJJodw3014pgj6cIrv2KxrYuptg_I=437">
<span>
<strong>We removed 80% of our agent's tools (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Vercel spent months building a sophisticated internal text-to-SQL agent with specialized tools, heavy prompt engineering, and careful context management. It kind of worked, but it was fragile, slow, and required constant maintenance. The team then deleted most of it and stripped the agent down to a single tool that executed arbitrary bash commands. Its agent got simpler and better at the same time: it had a 100% success rate instead of 80%.
</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;">π§βπ»</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.sonarsource.com%2Fthe-coding-personalities-of-leading-llms%2Fleaderboard%2F%3Futm_medium=paid%26utm_source=tldr%26utm_campaign=ss-llm-leaderboard25%26utm_content=newsletter-tldrai-secondary-llmleaderboard-251223-x%26utm_term=ww-psp-x%26s_category=Paid%26s_source=Paid%2520Other%26s_origin=tldr/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/PT_UEU_KAIIqtYzn6DdMUecvk37LkPW6r3zeQ1QGamk=437">
<span>
<strong>LLM code quality leaderboard: How does your preferred model score? (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Interested to learn how different LLMs perform for coding? <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.sonarsource.com%2Fblog%2Fnew-data-on-code-quality-gpt-5-2-high-opus-4-5-gemini-3-and-more%2F%3Futm_medium=paid%26utm_source=tldr%26utm_campaign=ss-llm-leaderboard25%26utm_content=newsletter-tldrai-secondary-llmleaderboard-251223-x%26utm_term=ww-psp-x%26s_category=Paid%26s_source=Paid%2520Other%26s_origin=tldr/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/upd_-kn6rQPvXPqEFfzm3P7Pdd4c2CX_2z_Gu0TnCQk=437" rel="noopener noreferrer nofollow" target="_blank"><span>New research</span></a> on models like GPT-5.2 High and Gemini 3.0 Pro reveals trade-offs in structural quality and security.
<p></p>
<p>Learn more about the reliability, security, and maintainability of code written by the latest models with <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.sonarsource.com%2Fthe-coding-personalities-of-leading-llms%2Fleaderboard%2F%3Futm_medium=paid%26utm_source=tldr%26utm_campaign=ss-llm-leaderboard25%26utm_content=newsletter-tldrai-secondary-llmleaderboard-251223-x%26utm_term=ww-psp-x%26s_category=Paid%26s_source=Paid%2520Other%26s_origin=tldr/2/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/kAHEtxVpKh_XqDuF2Y_op_uy0nMztXPV19TC_4vcNos=437" rel="noopener noreferrer nofollow" target="_blank"><span>Sonar's LLM Leaderboard</span></a>βthe definitive resource to understand the true quality of AI-generated code.
</p>
</span></span></div>
</td></tr></tbody></table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%"><tbody><tr><td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2Fmuratcankoylan%2FAgent-Skills-for-Context-Engineering%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/c7oslMhYDM7nG51FQgRXnZV5s0uvUU97utXfSLWadKs=437">
<span>
<strong>Agent Skills for Context Engineering (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This repository contains a comprehensive collection of Agent Skills for building production-grade AI agent systems. They are categorized into Foundational skills, Architectural skills, and Operational skills. Each skill is structured for efficient context use. The patterns work on any agent platform that supports skills or allows custom instructions.
</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%2Fopen-tinker%2FOpenTinker%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/KrmZZnktneA9AawIibJVmPrm7y4NCYagnFZJzo0yFkU=437">
<span>
<strong>OpenTinker (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenTinker is an RL-as-a-Service infrastructure for foundation models. It features separation of programming and execution, separation of environment and training code, and seamless transition from training to inference. The platform enables users to perform RL training and inference without requiring local GPU resources by separating client-side programming from server-side execution. It provides a high-level Python API that abstracts away the complexity of distributed systems.
</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%2FInternScience%2FSGI-Bench%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/G29hH08XU2gzV3Xc5jNfXttP41EvP2j6jW-gt_Uw7Mg=437">
<span>
<strong>Scientific Intelligence Benchmark (GitHub Repo)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
SGI-Bench is a benchmark for assessing Scientific General Intelligence across the entire research cycle, such as Deliberation, Conception, Action, and Perception. It spans 10 disciplines with over 1,000 expert-curated tasks inspired by major open scientific questions.
</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;">π</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%2Fcursor.com%2Fblog%2Fhooks-partners%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/DeDi4Fn7e5ZL41Jl5ex8cfMmrixjT8Oyz8ZtqlQMPaI=437">
<span>
<strong>Cursor Expands Agent Hooks (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Cursor has announced partnerships to integrate its agent hook system with security and platform vendors. These hooks allow organizations to observe, modify, or block stages of the agent loop, supporting use cases like governance, dependency scanning, secrets management, and agent safety.
</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.thealgorithmicbridge.com%2Fp%2Fthe-shape-of-artificial-intelligence%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/nWGnffX4MaFx6Z-ws9ASXf8KSeOQPtDjos6Z1i06isA=437">
<span>
<strong>The Shape of Artificial Intelligence (33 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI's utility in the coming decade will come from understanding the technology's strengths and where it can be used to augment human ability. It won't replace humans, at least in the short term, because we are too complex. However, the technology will eventually conquer territories we thought were exclusively ours. This will be the first time we will face true otherness, a new species of being.
</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;">β‘</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.resemble.ai%2Fchatterbox-turbo%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=chatterboxturbo%26utm_content=ai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/zGdJy6Dko0tCAoALY9kmpO51V1W_Z5ucGdMP-6Q4tnQ=437">
<span>
<strong>Chatterbox Turbo is the fastest, most expressive text-to-speech (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The only open-source TTS with built-in watermarking. Up to 6Γ faster than real-time on a GPU. Clone voices with 5 seconds of audio. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.resemble.ai%2Fchatterbox-turbo%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=chatterboxturbo%26utm_content=ai/2/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/hGLYW81XIPKnjY1UeaSTv1AssU9XaKcqREz1kMI75jI=437" rel="noopener noreferrer nofollow" target="_blank"><span>Try Chatterbox Turbo by Resemble AI</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%2F9zHjq9/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/7yB6v9xmlYgl3lBAtPG4SZgeIoy1buwZoiS7-zfY8PM=437">
<span>
<strong>Alphabet to Acquire Intersect for $4.75 Billion in Cash (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Alphabet agreed to acquire Intersect, a provider of energy and data center infrastructure, for $4.75 billion.
</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%2Fcloud.google.com%2Fblog%2Fproducts%2Fai-machine-learning%2Fnew-enhanced-tool-governance-in-vertex-ai-agent-builder%2F%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/rgmJSTtiLSkELooPnnmwqffacAy6Llzrf9HOWCF_1aM=437">
<span>
<strong>Announcing advanced governance capabilities for Vertex AI Agent Builder (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google announced advanced governance features for Vertex AI Agent Builder, enhancing its Agent Engine to manage both short-term and long-term memory.
</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%2Frobonomics.substack.com%2Fp%2F2026-predictions%3Futm_source=tldrai/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/EmkZFbnS0MuIp3Mk7Sx0CuPfHpK-9viSYXiSmD8o10M=437">
<span>
<strong>2026 Predictions (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
2026 may also be the first year the AI trade meaningfully splits into AI infra vs AI applications.
</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%2F2/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/lL-GQxI77sdC7KawJZ5UKVQeyt48OjALLGUnmMdkQuU=437" 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%2F2/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/zttCTOPViqvw7qCSfhpYL6gzlC_8EoJN2MiS6lS_En8=437" 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? π°
</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/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/kjyCW0w1KWs5EtkENJXqIFNmTJQyRmHRzvC2Mq0XAR8=437"><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? πΌ
</p>
<div class="text-block" style="margin-top: 10px;">
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/FVOykAan8irZNMroqfVI9rmK77CjPx6DRGoy2GAl3q0=437" 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-d3e165357871/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/c1eIxaVKhyT0Z0IvcXBGRAYFrV8-d-nLO9CUYnK1fWo=437" 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/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/v0UxYN9pfnhn-oyiUC_OKN4eqmUBPmxbCYyxwXqjGlQ=437" 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/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/M5X1kfEABykJXHygYxEG01HOKMcNTPLHpKHBvMdr7VM=437"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/G5jyfJpp41WS1UqUAiTZT2DS_3ULHe24D-O3Zk7qQjA=437"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/QJ8jD5isEDodXlJyLBNtJsDkHSCXy58PlSQc1Wbj2Jo=437"><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/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/toYEXMhZL-WZ02KHXSu_38vTvc_8tI0BKbrtfz18-C4=437">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=c3ac5b5e-dffe-11f0-a8f7-5b94468b7651%26pt=campaign%26pv=4%26spa=1766498542%26t=1766499272%26s=76be04f0af05de470cbae8bcd5c1815a4d812e87d4364aea24e9ab2ea0c29cba/1/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/EsYPmvWDwzSNEdtcjJhFKpDIXd3wUN4yL9pQCazNBSM=437">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/CI0/0100019b4b8fc7cb-4f7b065a-11dd-4bbc-b13e-f28435ac4f6d-000000/M_pTRMfB_81mrzsYxuq-SOot1KQoOU1eQ6JpE1XAFys=437" style="display: none; width: 1px; height: 1px;">
</body></html>