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<div style="display: none; max-height: 0px; overflow: hidden;">Sentry improved its game engine SDKs to capture crash reports from Windows games on Linux, addressing a problem where crash reports were missing </div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fai-code-review-30k-bugs-lighter-50-faster%2F%3Futm_source=tldr%26utm_medium=paid-community%26utm_campaign=aicodereview-fy26q4-aicodereviewlaunch%26utm_content=newsletter-30k-blog-learnmore/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/vzHyvxRp637oVc8YaE2ZgWgwmZDfeq78ZmhEAynsvi4=430"><img src="https://images.tldr.tech/sentry50.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Sentry"></a></td></tr></tbody></table>
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<h1><strong> TLDR Dev <span id="date">2025-11-06</span></strong></h1>
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<strong>30,000 bugs in 30 days (Sponsor)</strong>
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Sentry launched AI Code Review 30 days ago. Since then, it's caught 30k bugs and is <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fai-code-review-30k-bugs-lighter-50-faster%2F%3Futm_source=tldr%26utm_medium=paid-community%26utm_campaign=aicodereview-fy26q4-aicodereviewlaunch%26utm_content=newsletter-30k-blog-learnmore/3/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/OC9JNZNypDiINcAAJPXLFEE9JVMQcvrKIgQO6_bXoAY=430" rel="noopener noreferrer nofollow" target="_blank"><span>working 50% faster</span></a>. Read the <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fai-code-review-30k-bugs-lighter-50-faster%2F%3Futm_source=tldr%26utm_medium=paid-community%26utm_campaign=aicodereview-fy26q4-aicodereviewlaunch%26utm_content=newsletter-30k-blog-learnmore/4/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/FSHoqnHv029XT71vVdsw34vURQ7akD89cHqxMuj1Zds=430" rel="noopener noreferrer nofollow" target="_blank"><span>blog post</span></a> to learn:
<p></p>
<ul>
<li>How Sentry applies a “thinking budget” to each review step to prevent overthinking - making AI code reviews are leaner and speedier. </li>
<li>The new Claude Skill that connects Claude Code directly to AI Code Review outputs.</li>
<li>Revamping how AI comments are structured</li>
</ul>
<p>➡️ The bottom line: AI Code Review has caught 30K+ bugs.. .and it's only going to get better.</p>
<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fai-code-review-30k-bugs-lighter-50-faster%2F%3Futm_source=tldr%26utm_medium=paid-community%26utm_campaign=aicodereview-fy26q4-aicodereviewlaunch%26utm_content=newsletter-30k-blog-learnmore/5/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/fTM_6F5UJpvqw4ZY74vwIbXUzWAnknUxibph61wi9Y8=430" rel="noopener noreferrer nofollow" target="_blank"><span>Read the full breakdown on the Sentry blog</span></a>
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<strong>Not so "mini"-dumps: How we found missing crashes on SteamOS (8 minute read)</strong>
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Sentry improved its game engine SDKs to capture crash reports from Windows games running on Linux via Wine/Proton, addressing a problem where crash reports were missing from Steam Deck. The issue came from Wine's Thread Environment Block (TEB) implementation, which caused Crashpad to capture excessively large stack regions in minidumps exceeding Sentry's size limit. Sentry's solution involved switching Crashpad to use the stack pointer (SP) instead of the TEB for stack capture, which accurately reflects used memory.
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Netflix's Spin is a new Metaflow functionality that accelerates ML/AI development by enabling notebook-like iteration within production-ready workflows. Spin treats each `@step` as a checkpoint boundary that automatically persists state, allowing developers to resume execution from any point and iterate quickly without losing continuity.
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<strong>How to Manage Context in AI Coding Workflows (15 minute read)</strong>
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Successful AI coding requires context engineering over prompt engineering, which means building systems that reliably provide AI with the right information automatically. The key is co-locating mandatory context (like `CLAUDE.md`, `README.md`, or system design docs) directly in your repository while centralizing access to distributed info through a single tool.
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React dominates startup funding, capturing 88.6% of the $2.85 billion raised by software startups in 2025, despite the availability of alternative frameworks like Vue, Angular, and Svelte. While React's massive ecosystem provides significant advantages, with over 1 million active projects compared to competitors' 100K-128K, approximately 85% of projects across all framework ecosystems end up abandoned on GitHub. Interestingly, smaller frameworks like Svelte show better project survival rates (36.1% vs React's 20.7% for quality projects).
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High engineering turnover stems from executives being out of touch with on-the-ground realities due to hierarchical information filtering. This filtering prevents executives from addressing engineer concerns like overruled technical judgments, accumulating technical debt, and meaningless work, leading to disengagement and costly replacements. To combat this, it's best to have regular skip-level conversations between executives and engineers to bypass filtering and act on engineer feedback, which is cheaper than the costs associated with high turnover.
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Software development is fundamentally a learning process that cannot be automated away, even with advanced LLMs. While LLMs can be helpful for brainstorming and reducing initial setup friction, they cannot replace the essential learning loop of observing, experimenting, and applying knowledge that developers must go through to build real expertise. True learning requires hands-on experience with failures and discoveries that AI cannot provide.
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Use the same API that powers Vercel, Replit, and Netlify's domain name services. Built for AI agents and human developers with OpenAPI spec and MCP support—integrate domain search, registration, and management without the engineering overhead. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.name.com%2Fnameapi%3Futm_source=tldr-webdev%26utm_medium=newsletter-s3%26utm_campaign=name_reseller/2/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/BaBqukwEms_3Y8BTL_ydXpGaJZ15Of-naWxv9SiNhFI=430" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Start building</strong></span></a>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.reactnativecrossroads.com%2Fposts%2Fintroducing-uniwind-the-fastest-tailwind-bindings-for-react-native%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/Ddr6MSyZuYJQfnIGp0RlOddpXXy7BII_7v7i0jbbdHg=430">
<span>
<strong>Introducing Uniwind - the fastest Tailwind bindings for React Native (5 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Uniwind introduces fast and stable Tailwind CSS bindings for React Native apps. It provides a unified cross-platform styling solution, improving on existing solutions like Nativewind with a custom CSS parser and easy theming. Uniwind also includes automatic React Native component bindings and supports collaborations.
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</span>
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</td></tr></tbody></table>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2Fdillo-browser%2Fdillo%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/C_aPie9vrxEEKn8k-R_JqUFv62cMAJW8SLhNr0UXU4Q=430">
<span>
<strong>Dillo (GitHub Repo)</strong>
</span>
</a>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Dillo is a multi-platform graphical web browser with a focus on security and privacy. It's built with the FLTK 1.3 GUI toolkit. The repository contains the original code with some minor patches.
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<div style="text-align: center;"><span style="font-size: 36px;">🎁</span></div></div>
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.blog%2Fnews-insights%2Foctoverse%2Foctoverse-a-new-developer-joins-github-every-second-as-ai-leads-typescript-to-1%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/ADZY3bGqUlWwtjFStmRxxQzWR-fSw9p08Wla5qHrUPs=430">
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<strong>Octoverse: A new developer joins GitHub every second as AI leads TypeScript to #1 (8 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
GitHub experienced record growth in 2025, adding over 36 million new developers (more than one per second on average) to reach 180+ million total developers, largely driven by the release of GitHub Copilot Free in late 2024. For the first time in over a decade, TypeScript overtook both Python and JavaScript to become the most-used language on GitHub, showing how AI-assisted development is influencing developers' tool choices toward more reliable, typed languages.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.ml.cmu.edu%2F2025%2F10%2F27%2Flearning-from-failure-to-tackle-extremely-hard-problems%2F%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/k6rTrJtZNRpMZwaRcjAlOnu4b7BO3uhzOrUSpc0DsYs=430">
<span>
<strong>Learning from Failure to Tackle Extremely Hard Problems (10 minute read)</strong>
</span>
</a>
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<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
BaNEL (Bayesian Negative Evidence Learning) is a novel algorithm designed to improve machine learning in scenarios where positive rewards are extremely rare and reward evaluation is costly. It works by learning a generative model of failures, allowing it to avoid repeating past mistakes and effectively explore the solution space using only negative reward samples. Experiments on adversarial attacks and language model reasoning show BaNEL's ability to improve success rates compared to existing methods, especially when additional computation is available.
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<div style="text-align: center;"><span style="font-size: 36px;">⚡</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.reddit.com%2Fr%2Freactjs%2Fcomments%2F1onblrs%2Ffacebookcom_has_140_layers_of_context_providers%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/L581lFlp7PxpoKYlcQsJci2dx-IAlw7MxqXECGWgo3I=430">
<span>
<strong>Facebook.com has 140 layers of context providers (Reddit Thread)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A React developer discovered that Facebook.com uses 140 layers of React Context Providers, surpassing other popular social media platforms (TikTok uses 24) and potentially complicating debugging due to the depth of the component tree.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fstackoverflow.blog%2F2025%2F11%2F05%2Fthe-ai-ick%2F%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/VbrpNBrtw99eMQ_1IalUFP73A1nEqcx7oMBiyaTpKrM=430">
<span>
<strong>The AI ick (15 minute read)</strong>
</span>
</a>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
There is discomfort and devaluation associated with AI-generated content, especially in art and marketing, partly due to the societal implications of AI's encroachment on human creativity.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Feavan.blog%2Fposts%2Fimplement-an-slo.html%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/JFln1NrmIiMiOkLpOlUMSmk_R0eEWuVtRjZ7wYKxT_U=430">
<span>
<strong>Please Implement This Simple SLO (5 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
A new employee is assigned a seemingly simple SLO implementation task for the "Foo" service, which quickly spirals into a complex and frustrating endeavor involving miscalculations, unexpected technical challenges, shifting requirements, and ultimately leads to his termination despite his attempts to meet the ever-changing and often contradictory demands of his manager.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flucumr.pocoo.org%2F2025%2F11%2F3%2Fabsurd-workflows%2F%3Futm_source=tldrwebdev/1/0100019a5910a947-925060c3-d68b-4c92-b301-29d3e9429242-000000/egvuJge6Oj3NgFFhgvEZP4KQ7SsYTCvBuFh5JnLMh6I=430">
<span>
<strong>Absurd Workflows: Durable Execution With Just Postgres (6 minute read)</strong>
</span>
</a>
<br>
<br>
<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Absurd is a lightweight SQL-only library that uses Postgres for durable execution and workflow management, making it easier to build AI agents with long-running tasks and event-driven architectures.
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