<!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;">ByteDance is rumored to be launching its Dreamina Seedance 2.5 model on July 9. Availability is expected across Dreamina, CapCut, and other platforms </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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/8yRbb4G5yJvZ3iXFY3TrzBBQn-U2q6nBpxfLeGj3ZoM=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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/hYczOYBFMZbxx5tXrOt4ApyIwzbtfG5y5YI3rLJvSJg=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=5faef136-7935-11f1-abb6-2d7da48ee317%26pt=campaign%26t=1783346366%26s=cad9811466d8f9d6ab63b1ec6d105f6375e161538aea11713faabfe0baf5d12b/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/_w31aj50nfFtjS8ly8TSF7Sd9WA8oyR-E9lIa2EO0sc=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%2Flinks.tldrnewsletter.com%2FfUj9gI%3Futm_source=TLDR%26utm_medium=newsletter%26utm_campaign=2026-07-06_Primary_IBM%26utm_content=header_make_bob_work/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/AJ3adTeNIJAW6Z3jyqEg-av6ZRYG913XE1BY6BCy_dA=452"><img src="https://images.tldr.tech/ibm.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="IBM"></a></td>
</tr>
</tbody>
</table>
<table style="table-layout: fixed; width:100%;" width="100%">
<tbody>
<tr>
<td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;">
<div style="text-align: center;">
<h1><strong>TLDR AI <span id="date">2026-07-06</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%2Flinks.tldrnewsletter.com%2FfUj9gI%3Futm_source=TLDR%26utm_medium=newsletter%26utm_campaign=2026-07-06_Primary_IBM%26utm_content=header_make_bob_work/2/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/L8UIQ6JFcma_fdpMOKy2yUGGOMknz6Isl5rVJZ7n6P8=452">
<span>
<strong>Make Bob your new work BFF (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
IBM Bob works directly in the codebase to generate and refine code in context. Describe what you need in natural language and get implementation where work is already happening. No switching between tabs, tools or half-finished ideas. <p></p><p>As development progresses, Bob can surface complexity and suggests refactors early, before small issues turn into long debugging sessions. Changes can be reviewed inline or later, with full visibility into what is happening and why.</p><p>Across IDE, terminal and pipeline, Bob supports the full workflow. Work can continue from one stage to the next without unnecessary friction. Helps to reduce rework to keep delivery on track.<br><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FfUj9gI%3Futm_source=TLDR%26utm_medium=newsletter%26utm_campaign=2026-07-06_Primary_IBM%26utm_content=cta_bob/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/qUXpPtUG_dEG3OpcJYtNmFE-IbrlKRWS6I6Jh_i4kbg=452" rel="noopener noreferrer nofollow" target="_blank"><span>Try Bob for free</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%2Fbytedance-set-to-launch-seedance-2-5-with-3-minute-ai-video-output%2F%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/ljH23l503KTJIBMOk7aMeqsL7oL8FG4ysuVCO_7VEJg=452">
<span>
<strong>ByteDance set to launch Seedance 2.5 with 3-minute AI video output (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
ByteDance is rumored to be launching its Dreamina Seedance 2.5 model on July 9. Availability is expected across Dreamina, CapCut, and other ByteDance partner platforms. The new model can output 180-second-long videos, but it is unclear whether it can keep character identity, motion, camera logic, and prompt intent stable.
</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%2Ftechcrunch.com%2F2026%2F07%2F04%2Falibaba-reportedly-bans-employees-from-using-claude-code%2F%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/EP1tx5-6bq5wsvwjhdYransHbsHeEJ-_RdvxLsKC8KA=452">
<span>
<strong>Alibaba Reportedly Restricted Claude Code (1 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Alibaba reportedly planned to prohibit employee use of Claude Code from July 10 after classifying it as high-risk software. Employees were instead directed toward Alibaba's Qoder tool amid Anthropic's efforts to prevent unauthorized access and model distillation.
</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-might-be-preparing-gpt-5-6-for-next-weeks-release%2F%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/cLjdtA13QatUviX6iMovCK1zrLbfmvWevkYFKuTN9Y8=452">
<span>
<strong>OpenAI might be preparing GPT-5.6 for next week's release (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
OpenAI has moved GPT-5.6 into a narrow preview, splitting it into three tiers: Sol, Terra, and Luna. A notable change includes a new reasoning-effort control slider and an "ultra" mode for handling complex tasks. The release has implications for Codex users, amid Anthropic's Fable 5 changes, while broad access depends on US government review approvals.
</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%2Fthinkroom.kieranklaassen.com%2Fd%2FnjrS5TJhis%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/toasAg9V4NjBerIZKku2TXK_8L-i1dPmeLOh4exJHDs=452">
<span>
<strong>Closing the Verification Loop (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Agents have made building cheap, but the cost just moved to verifying whether things actually work. The verification loop is the distance between a claim and its proof. Most teams close this loop with humans, but agents are starting to outpace humans. Compound Engineering is a plugin with skills for coding agents. This post discusses how /ce-dogfood, a skill within Compound Engineering, closes the loop and the persona strategy that gives it eyes.
</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%2Fcloudedjudgement.substack.com%2Fp%2Fclouded-judgement-7326-the-end-of%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/iBO6OwNDCGz9x4w55Evr1lz5Q92XzMzuP0NSvNDDpkc=452">
<span>
<strong>Clouded Judgement 7.3.26 - The End of Compute Scarcity? Not So Fast (14 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Meta and SpaceX selling compute capacity could mean that there's excess compute capacity that two of the largest buyers no longer need. This may result in downward capex revisions for the hyperscalers. It's possible demand simply isn't there for what's being built with AI. However, this is unlikely, as anyone willing to sell capacity finds buyers immediately.
</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.dbreunig.com%2F2026%2F07%2F03%2Fai-ecosytem-pace-layers.html%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/Z_LQFYfJcGJRfbpqEgTxuf9cDp49YjzGs-EnFWcT8m4=452">
<span>
<strong>Understanding the Dynamics of the AI Ecosystem with Pace Layers (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Pace Layers is a framework for organizing fields and categories by how fast they change. Each layer is a differently paced component that is functionally different from the others and operates somewhat independently, but each layer influences and responds to the layers closest to it in a way that makes the whole system resilient. This post applies the Pace Layers framework to the AI ecosystem to help readers process its dynamics.
</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.cdata.com%2Fresources%2Fconnect-ai-june-release-showcase%2F%3Futm_source=tldr%26utm_medium=newsletter_0706%26utm_campaign=26Q3_Showcase/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/qKGBWskzSAcewENMTy6z89pkfLnHRs4ZLFwvX5CRSyc=452">
<span>
<strong>HIPAA-Compliant Enterprise AI for Private Healthcare Data (Sponsor)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Enterprise AI stalls when governance breaks down: sensitive data crosses boundaries, agents mask human credentials, and no one can answer basic compliance questions. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cdata.com%2Fresources%2Fconnect-ai-june-release-showcase%2F%3Futm_source=tldr%26utm_medium=newsletter_0706%26utm_campaign=26Q3_Showcase/2/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/dCSe8Pm6r6pJ-PaTrUmNndsDtEpapbN6fZtcThTu-nE=452" rel="noopener noreferrer nofollow" target="_blank"><span>CData Connect AI,</span></a> now HIPAA compliant, connects your AI tools to execute prompts across all your source systems. Join July 8th for a live walkthrough. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cdata.com%2Fresources%2Fconnect-ai-june-release-showcase%2F%3Futm_source=tldr%26utm_medium=newsletter_0706%26utm_campaign=26Q3_Showcase/3/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/8g-RL4B3yJvVlg_w5PHL-GquDiCpIu_7yaf3cZ3qGBA=452" rel="noopener noreferrer nofollow" target="_blank"><span>Register here -></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%2Fgithub.com%2Fjamesob%2Flocal-llm%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/ik3fDluVFrvD2SCnUsg_JkX4cYVOgDgv9GRrbW-LCEU=452">
<span>
<strong>jamesob's guide to running SOTA LLMs locally (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
This guide discusses the hardware used to run SOTA AI models locally and how to run speech-to-text (STT) locally. It also provides a ready-to-run configuration for running models within Docker containers. A budget of $2,000 can get you a setup that runs Qwen and good STT. $40,000 can get you a machine that can run almost-Opus-level 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%2Flinks.tldrnewsletter.com%2FH4l4KP/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/4DXEp13zQ5OwzXRtJDeQzX_aJErgMlAzvhpBL1_zuVE=452">
<span>
<strong>A Field Guide to Fable: Finding Your Unknowns (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The difference between the map and the territory is the unknown. When Claude runs into an unknown, it needs to make a decision based on its best guess. The more work that is done, the more unknowns Claude might run into. This post discusses how to use Claude to help discover unknowns. Discovering your unknowns before starting a project is a cheap way to find out what you didn't know before it gets expensive to fix.
</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%2Fmap.currentai.org%2F%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/bdRFQuS5TaBlfMTjtxfPSD_YIXfW_P_TfBEUvSLNtE8=452">
<span>
<strong>Open Source AI Gap Map (Website)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The Gap Map maps out the open-source AI stack so people can collectively build what's missing. The current open source AI stack is seriously robust, but fragmented, duplicative, and hard to see as a coherent whole. The Gap Map helps people identify where to build new, where to invest in capability, and where to open up the tools. It is an invitation for greater collaboration and coordination across the space.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><span style="font-size: 36px;">🎁</span></div></div>
</td>
</tr>
</tbody>
</table>
<table align="center" bgcolor="" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding-top: 0px; padding-bottom: 0px;">
<div class="text-block">
<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
</div>
</td>
</tr>
</tbody>
</table>
<table bgcolor="" style="table-layout: fixed; width: 100%;" width="100%">
<tbody>
<tr>
<td style="padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign="top">
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FaXVCyC/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/qOVk5ZDkOgmzF9mkLg5dTZmQvtRgH8M7uK_g802faNc=452">
<span>
<strong>Own the Loop: A Field Guide to Agent Harnesses (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
As coding models commoditize, the real differentiator is the harness: the control loop that manages tools, workflows, orchestration, and model routing. Vendor-native harnesses offer the best performance today, but owning a portable, model-agnostic loop may become the more durable advantage as models evolve and costs fall.
</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%2FUx7eVJ/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/xsPK4wV3jwErV9TpPqdDYXP6rn2tjzjgoyw3jX5ZBJ0=452">
<span>
<strong>A brief history of distillation in AI (4 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Distillation started as a way to compress large models into smaller, cheaper ones, but has evolved into a core post-training technique for transferring instruction-following and reasoning abilities from frontier models. Methods used by DeepSeek, Qwen, and GLM now sit at the center of both open model development and ongoing disputes over whether training on proprietary model outputs constitutes unauthorized copying.
</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%2Fsimonwillison.net%2F2026%2FJul%2F3%2Fjudgement%2F%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/Yrxwk8jCnc0g8ktg49Oog-pcT1JJm4vpyM-dIQYSkk8=452">
<span>
<strong>Let Fable use its own judgement rather than dictating how it should work (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
It's better to tell Fable to use its own judgment when deciding to write tests and when choosing other models for smaller tasks.
</span>
</span>
</div>
</td>
</tr>
</tbody>
</table>
<table align="center" border="0" cellpadding="0" cellspacing="0" width="100%">
<tbody>
<tr>
<td class="container" style="padding: 15px 15px;">
<div class="text-block">
<span>
<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2Fmistralai%2FLeanstralSafeVerify%2Fblob%2Fmain%2FLeanstralReport.pdf%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/n1V8I4ZCK_WMwxxft3PtV1rz42Y6yI_TRDYmf3Xg6dA=452">
<span>
<strong>Leanstral (12 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Leanstral is an open-source 119B-parameter theorem-proving and code-verification agent built on Mistral's general-purpose coding framework.
</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%2Fgoogle-tests-new-gemini-inbox-section-for-workspace-triage%2F%3Futm_source=tldrai/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/RV5e5_L_uVjls6GT-r2OuAqO6bxL3C6mN8S52sGML_A=452">
<span>
<strong>Google tests new Gemini Inbox section for Workspace triage (2 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Google is testing a new dedicated inbox section within the Gemini app for Business and Workspace users.
</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%2F2/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/i77rxJGH6Km-59WguFAEnrMnKz6BaWEkCjZ2kAFDFxU=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%2F2/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/u3YNs7wSmKJgoO_NersUV7OvFMxXMZYSAGtCUIouRtE=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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/AvukGo1cGuG__PmN2lyInVNuEKpv4Ck-nnrgCVyASTo=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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/NWeDm24IIWFEj-888EVwLNv0wHbP4BZeCwEfnwu9kI4=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-d3e165357871/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/D_svy6kowpkObJIllTLfzgjJajUwEqoJkLX3mK9yYGQ=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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/FiJW9h2bIs_QP21D60f2ETOnImurFFBsXcWK0PITBjA=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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/cfuVA-PN9Mnb2pZ8Kz1IjDzl76n3IG4u1ik8s-WPzuY=452"><span>Andrew Tan</span></a>, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Faliiaminian%2F/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/xnwrOAYHYFU679ZZ9wPu6UqFXdqLGBHDFegLoUcY5Bw=452"><span>Ali Aminian</span></a>, & <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.linkedin.com%2Fin%2Fjacob-turner-7521a8198%2F/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/o4-jgnf33-e_Mmn9iJyInihQmaYhHocICmHXibaUNtc=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/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/DiLPsPoMxbOVl6KQQaSYEP6aV_1UAQDup899Daw91V8=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=5faef136-7935-11f1-abb6-2d7da48ee317%26pt=campaign%26pv=4%26spa=1783342868%26t=1783346366%26s=b231b49514681a34e905fe3e46452b003448f1b9009e3cb91a0a9f6998c86a1d/1/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/8pnF58gQJNUICR5PgK1v0XlglCfPmaUcldhFx4V9Xyc=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/CI0/0100019f37ba08d0-6a301fb9-4f10-4648-97e4-b339c2eb99b6-000000/fm1vVFqYWeNHOb2_Wn2XCkNm1J5ZcKuokk_pKpU6V2g=452" style="display: none; width: 1px; height: 1px;">
</body></html>