<!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 plans to launch GPT-5.6, potentially including Mini and Pro variants, next week. Key enhancements include a larger 1.5M token context window </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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/MkbFDZmPeDDifhI6KthlcG9eAfHI1LbSKQR40k04vVI=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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/Ygs2o0q7cOWh96nlmObBfkechThniquCMBhAV8fLrhU=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=68e966f4-6bd5-11f1-8963-21977cc50469%26pt=campaign%26t=1781875070%26s=93ae6723814617ec89146493b8631e032a3a7f1d6a886b31a9b82935c7815955/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/vVwc4q-qCUEFbV5AAIvtCEuMJTGFT4vIimJh4-_GfQU=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%2Fbuildkite.com%2Fpricing%2F%3Fbk_pid=20260521-TAI-PRI-primary-trial%26utm_source=tldr-ai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-05-21%26utm_content=primary-trial_header_models_headlines_pipelines%26utm_id=20260521-TAI-PRI-primary-trial/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/FnJ7a6BVYwYHBCFk4fo1JxyviaTt_BZp3_ep8Rl_aXw=452"><img src="https://images.tldr.tech/buildkite2.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Buildkite"></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">2026-06-19</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%2Fbuildkite.com%2Fpricing%2F%3Fbk_pid=20260521-TAI-PRI-primary-trial%26utm_source=tldr-ai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-05-21%26utm_content=primary-trial_header_models_headlines_pipelines%26utm_id=20260521-TAI-PRI-primary-trial/2/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/mkJZXdlv26kB0D9f0JtnpEu5y9larIHXBgSE2EIV0mw=452">
<span>
<strong>Models get the headlines, pipelines hit the deadlines (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Every layer of the AI stack runs CI on Buildkite: frontier labs (Cursor, Meta, OpenAI, Anthropic, Mistral, Cohere); inference (vLLM, Coreweave, Anyscale); ML platform infra (NVIDIA, Lambda, Hugging Face, Tecton); applied (Harvey, Persona, Anyscale).<p></p><p>Why? Control without compromise. 100,000+ concurrent runners? Easy mode. Host with us or self-host and bring your own compute. Your secrets, your scale, while <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fbuildkite.com%2Fhome%2F%3Fbk_pid=20260521-TAI-HOM-primary-home%26utm_source=tldr-ai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-05-21%26utm_content=primary-home_Body_we_orchestrate_rest%26utm_id=20260521-TAI-HOM-primary-home/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/QOT9gbvZKZ7VeInb0OkWn5A4AsD0YvL7EsTlNcCfMlo=452" rel="noopener noreferrer nofollow" target="_blank"><span>we orchestrate the rest</span></a>.</p>
<p>Come meet us at the AI Engineer World's Fair Jun 29-Jul 2 @ San Francisco to chat, or signup for an all-access trial. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fbuildkite.com%2Fpricing%2F%3Fbk_pid=20260521-TAI-PRI-primary-trial%26utm_source=tldr-ai%26utm_medium=newsletter%26utm_campaign=tldr-ai-2026-05-21%26utm_content=primary-trial_cta_make_ship_happen%26utm_id=20260521-TAI-PRI-primary-trial/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/WObRHB_HKAxYj1_E8eLujxWgdkIaVs7Va8fgpmPDIMo=452" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Make ship happen ➡</strong></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.testingcatalog.com%2Fopenai-prepares-gpt-5-6-models-for-the-upcoming-release%2F%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/JOrKo2ATnogResZb2LU2gDltdP5K_WrcH0QD6E7ewYs=452">
<span>
<strong>OpenAI prepares GPT-5.6 models for the upcoming release (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI plans to launch GPT-5.6, potentially including Mini and Pro variants, next week. Key enhancements include a larger 1.5 million token context window, improved long-horizon coding, and faster Codex response times. Competitive pricing aims to undercut Anthropic, especially as US regulatory issues impact Anthropic's Claude Fable 5 availability.
</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.engadget.com%2F2196998%2Fmidjourney-full-body-ultrasonic-scanner%2F%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/A1_pA4e_sh2s42aPgRFJesbTaBewdNL5uSJEQDbpoiU=452">
<span>
<strong>Midjourney, the AI image generator, is developing a full-body ultrasonic scanner (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Midjourney's new project is a medical machine that can scan a person's whole body in just 60 seconds. The Midjourney Scanner is not related to anything seen from the company so far. It can create a 3D map of users' bodies, down to a fraction of a millimeter, that looks similar to an MRI but at nearly a hundred times the speed. A full scan takes less than 60 seconds, compared to the 60 to 90 minutes it typically takes to do a full-body MRI. The company is building spas to house the machines for customers to use.
</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.perplexity.ai%2Fhub%2Fblog%2Fself-improving-memory-for-agents%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/Fms7j9dpt6jiFVtzYHOyEgQvfD4sKfnzkzK_ATuDknQ=452">
<span>
<strong>Self-Improving Memory for Agents (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Perplexity Brain is a memory system that builds a persistent context graph across tasks, projects, decisions, files, and sources so agents can start with relevant context instead of starting from scratch. Brain links every memory to its original source, continuously updates and organizes knowledge over time, and improves answer correctness while reducing task costs through better retrieval and reuse of prior work.
</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%2Fhuggingface.co%2Fblog%2FServiceNow%2Fmosaicleaks%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/LAtOXxeUP2CfIklIVtE4-3D5waTDogRc-c9S6ugy9Lo=452">
<span>
<strong>MosaicLeaks: Can your research agent keep a secret? (10 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
MosaicLeaks highlights the privacy risks of deep research agents that combine private documents with web retrieval, often leaking sensitive information. The proposed solution, PA-DR, enhances both performance and privacy by reducing answer/full-information leakage from 34% to 9.9% while maintaining task success. PA-DR uses rewards for safe query construction rather than relying on user prompts, making agents perform better without compromising data security.
</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%2Fbeneficial-rl%2F%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/J8bnCO0wZLJVy5aMj-bvWocu2czUB-ahU4Um7k_bHJw=452">
<span>
<strong>Reinforcement learning towards broadly and persistently beneficial models (22 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Reinforcement learning on realistic scenarios targeting beneficial traits can produce broad improvements across dozens of benchmarks measuring aligned and beneficial behavior. These gains generalize beyond the domains used for training and persist under adversarial pressure. This suggests that personas could be deeply entrenched in models, and RL may be a path towards entrenching beneficial personas.
</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%2Fshopify.com%2Fnews%2Fspring-26-edition-design%3Futm_source=comms_paid%26utm_medium=newsletter%26utm_campaign=tldr-goldrush_Q226YPWFBH/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/ihUpYTL_Z_u5bRxnuXMC3Wo2B9gEVBKeMOV5q1E6bqg=452">
<span>
<strong>What Shopify built on Catalog API in a few days (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
As part of the Spring ‘26 Edition, Shopify designers and developers built five shopping apps within days. With each running on <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fshopify.com%2Fnews%2Fspring-26-edition-design%3Futm_source=comms_paid%26utm_medium=newsletter%26utm_campaign=tldr-goldrush_Q226YPWFBH/2/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/m1I1BvIa_oW_RbN7YdE9oioygdHq3VFsIlLmr5JNhEU=452" rel="noopener noreferrer nofollow" target="_blank"><span>Catalog API </span></a>for product discovery and Universal Commerce Protocol for the full commerce journey from discovery to checkout, they show what's possible for anyone with an idea. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fshopify.com%2Fnews%2Fspring-26-edition-design%3Futm_source=comms_paid%26utm_medium=newsletter%26utm_campaign=tldr-goldrush_Q226YPWFBH/3/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/n3H5REK5dXfKC1FzVTQzKhs_tpql-maD-MFJgp4fCrE=452" rel="noopener noreferrer nofollow" target="_blank"><span>Learn more</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%2Fclaude.com%2Fblog%2Fartifacts-in-claude-code%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/R9GR2E5cGYb-oQJWqpMCd1O0twZ8FJ3Nbe2XXitYXTY=452">
<span>
<strong>Claude Code now supports artifacts (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Claude Code now supports "artifacts," turning work sessions into live, shareable visual pages for tasks like PR walkthroughs and system explainers. Artifacts refresh automatically with updates and offer features like version history and privacy controls. Available in beta for Claude Team and Enterprise, artifacts improve collaboration by consolidating session context into a single, accessible page.
</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%2Fdeepmind.google%2Fblog%2Fsecuring-the-future-of-ai-agents%2F%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/V3Z8v_g-fvNE0dCau5UiWTXVLyqQNccMmQCGPB5s9nY=452">
<span>
<strong>Securing the future of AI agents (7 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google's AI Control Roadmap is a framework for building and managing the advanced AI deployed within the company. The approach adds a crucial layer of system-level security that provides assurance even if alignment is perfect. It incorporates safeguards like sandboxing, endpoint security, and prompt injection resistance. The roadmap uses AI alignment as a primary defense. It considers internal agents as potentially misaligned, providing assurance even if alignment isn't perfect.
</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%2Fbyungkwanlee.github.io%2FZPPO-page%2F%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/FasRHz3nLDTSibjOyC3Aq2YM8UnB3Cxh76e2W7BXifs=452">
<span>
<strong>Revisiting Hard Questions with Replay Buffers (8 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
ZPPO stores difficult questions in a replay buffer so the model can repeatedly train on them rather than seeing them only once. The method is designed to strengthen learning on challenging examples and improve rollout accuracy.
</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="mailto:hardware@tldr.tech?utm_source=tldrai">
<span>
<strong>TLDR is hiring a curator for TLDR Hardware! (TLDR Curator, ~3 hrs/week)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
500,000 people have already signed up for TLDR Hardware, our new twice-weekly newsletter covering chips, robotics, energy, and devices. If you work in hardware and want to help curate it, send your LinkedIn or resume to <a href="mailto:hardware@tldr.tech" rel="noopener noreferrer" target="_blank"><span>hardware@tldr.tech</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.cnbc.com%2F2026%2F06%2F18%2Fyann-lecun-elon-musk-xai-failure-ai-labs-bubble-risk.html%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/nQBhFCwvlJ9pgvaa3545TLmZ2DUpakl6VtbSwS0hQ8o=452">
<span>
<strong>Godfather of AI blasts Musk's xAI as 'failure,' says labs are risking a 'big bubble explosion' (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Yann LeCun criticized Elon Musk's xAI as a failure unable to compete with AI leaders like OpenAI and Anthropic. LeCun highlighted that Musk struggles to hire top talent due to past behaviors and must rent infrastructure to recover costs. He warned that AI labs must increase prices or cut costs to avoid a "big bubble explosion" due to high operational expenses.
</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%2FjyH9oA/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/0q0_-qWlsoLGtAnHc9g_uqMGgiwCrW6pL-nMgnsAaL0=452">
<span>
<strong>Google Is Using Nvidia's Playbook to Build a Rival AI Chip Business (11 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google is renting computing power from thousands of its microprocessors at an AI data center in Western New York to AI giant Anthropic. The move will help data centers raise cheaper debt. Google realized the commercial potential for its TPUs about two years ago and started investing in their inference capabilities. Its AI infrastructure team is now hyper-focused on improving chip performance.
</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%2Fscribe.com%2Foptimize%3Futm_source=sponsored%26utm_medium=organic%26utm_term=newsletter_ent%26utm_campaign=tldrai%26utm_content=ql_6_19_2026/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/rbR8KzflXkrGBj7nUe_1It5W-pAOcWa6YI2n4eCgORY=452">
<span>
<strong>Your AI strategy is only as good as the workflow data underneath it. (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
<a class="s-break-all s-font-semibold s-transition-all s-duration-200 s-ease-in-out hover:s-underline s-text-highlight dark:s-text-highlight-night hover:s-text-highlight-400 dark:hover:s-text-highlight-400-night active:s-text-highlight-dark dark:active:s-text-highlight-dark-night" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fscribe.com%2Foptimize%3Futm_source=sponsored%26utm_medium=organic%26utm_term=newsletter_ent%26utm_campaign=tldrai%26utm_content=ql_6_19_2026/2/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/1-1hUTb1THdnIASNnf_kNP1lDYbBKvkLDZ3GnN2XJ20=452" rel="noopener noreferrer" target="_blank"><span>Scribe Optimize</span></a> automatically detects real workflows across your org and surfaces inefficiencies — so your AI initiatives are built on ground truth, not gut feel. No surveys. No guesswork. <a class="s-break-all s-font-semibold s-transition-all s-duration-200 s-ease-in-out hover:s-underline s-text-highlight dark:s-text-highlight-night hover:s-text-highlight-400 dark:hover:s-text-highlight-400-night active:s-text-highlight-dark dark:active:s-text-highlight-dark-night" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fscribe.com%2Foptimize%3Futm_source=sponsored%26utm_medium=organic%26utm_term=newsletter_ent%26utm_campaign=tldrai%26utm_content=ql_6_19_2026/3/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/fBx2TKJ-AO9qEHvKJlSre0fN9lyj-qfNjh08aAUWWwk=452" rel="noopener noreferrer" target="_blank"><span>See what Optimize surfaces.</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%2FW8kIQc/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/1T6difMc0reNjBqE3h-3rDbXfP-Nn8uCKilZRovjtEk=452">
<span>
<strong>OpenAI Introduced Enterprise Usage Analytics (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI introduced new credit usage analytics and expanded spend controls for ChatGPT Enterprise.
</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%2F06%2F18%2Fno-poaching-our-people-chinas-deepseek-reportedly-tells-investors.html%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/q4XXOn69_fftH4Y9AAT6dixwAoR82C-boNhgfUQRX64=452">
<span>
<strong>‘No poaching' our people, China's AI behemoth DeepSeek reportedly tells investors (3 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
DeepSeek told potential investors not to poach the startup's staff or encourage them to start their own companies.
</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%2FUVgEMm/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/-rnAmXA7v4oFbRJIMzzInIvkaJUwasUwHg8_bqSc-2I=452">
<span>
<strong>The $13 Billion AI Startup Betting on Cheaper Alternatives to OpenAI, Anthropic (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Baseten specializes in providing software and computing capacity to companies tapping into lower-cost AI models.
</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.hyperdimensional.co%2Fp%2Fthat-untravelld-world%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/67aA9H4r43yFYgKpECzQtur4mVtEU2qPINCuf9245P4=452">
<span>
<strong>That Untravell'd World (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A new and more difficult phase of the AI governance race with more politics and higher stakes has begun.
</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%2Fmistral-ai-to-get-code-and-apps-features-on-vibe%2F%3Futm_source=tldrai/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/YTQsMA5bk4ZRZsHTvN7pNcIWOnrDp3VPscKl18ZD7vg=452">
<span>
<strong>Mistral AI to get Code and Apps features on Vibe (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Mistral AI is enhancing Vibe with a CODE section for browser-based coding and an APPS area for building and sharing apps, moving beyond basic chat functionalities.
</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%2F2/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/iG7UiUsouXCKfxT2ajxZoUnmMQLRiQI2ptewbgqVIHE=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%2F2/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/t5l32AGL2_Qda_JuH2P-AtUvLiq5cYnJy6aFc53Pxqk=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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/ucpxXMDXDpCdy_pOUPXXMG_mRDfsShuReNkNC--4JvM=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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/B3dsPWiT2fZPt-4Yw_skgdadEz5p2FxfZcTqMhMI0LM=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-d3e165357871/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/jHBhDv7TYyjaVlfisxxsrKgBDw-Q8nFVlq_Yj4tskR0=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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/GCgVEIn6fdYwEXLKVVWgSRNPFYfjTAFYbV2jeE-5Jog=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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/nAhZpEvZRENpNuao6bYLEr393PLPlH2QXydHJ9RyUjg=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/byU_OqOxgXcJhLI9-Efj_vcFghxZazp6kZ-C1AZ5Zgw=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/LqrbnmraY8jnwgtlZDSJQmcFE4HURcUnKQhAJ2kD3A0=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/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/g85zEDDGq8WWo-vnEHxIgsmGWkOXIRTIXBrtEX9mUmA=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=68e966f4-6bd5-11f1-8963-21977cc50469%26pt=campaign%26pv=4%26spa=1781874137%26t=1781875070%26s=b00ce5d2fde4b39fb01b1c414c491210ca4bf6dc037c2969870f0d8d3adc9853/1/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/0wxfbA4-B-RZzFb-PoOTe8k_iM1OqCi1jcqeSrwzwFs=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/CI0/0100019ee007d73a-7a8a833f-a176-4be9-840a-b85f0a8b254d-000000/od4WW9V-C5iqXiWk3bG3xAgb0uSAJiknOihCfmcGrUY=452" style="display: none; width: 1px; height: 1px;">
</body></html>