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<div style="display: none; max-height: 0px; overflow: hidden;">Waspโs testing strategy for its full-stack web framework prioritizes tests that clearly express input and expected output โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ โ </div>
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<h1><strong> TLDR Dev <span id="date">2025-10-15</span></strong></h1>
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<div style="text-align: center;"><span style="font-size: 36px;">๐งโ๐ป</span></div>
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<h1><strong>Articles & Tutorials</strong></h1>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwasp.sh%2Fblog%2F2025%2F10%2F07%2Fhow-we-test-a-web-framework%3Futm_source=tldrwebdev/1/01000199e78de603-c19c3351-9461-45d4-b076-46d13f6355b2-000000/mSse7LKu5BK-DYT9a8CukggbYbsQn5sIrIYGc1UxLLo=427">
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<strong>How we test a web framework (15 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Wasp's testing strategy for its full-stack web framework prioritizes tests that clearly express input and expected output, favoring courage over 100% coverage. It also relies on types heavily. Wasp uses snapshot testing to track code generation changes and Playwright to validate apps.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwebdev.bryanhogan.com%2Fmiscellaneous%2Fstyling-markdown%2F%3Futm_source=tldrwebdev/1/01000199e78de603-c19c3351-9461-45d4-b076-46d13f6355b2-000000/E_c16MqxgG5JkM6D-_A8MFSLgspg-vp6E5y36Z5TdlQ=427">
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<strong>Styling Markdown (7 minute read)</strong>
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Markdown simplifies writing for the web, but styling the resulting HTML content requires some work. You can either use a pre-defined CSS framework like Tailwind Typography or create custom CSS to integrate the markdown's appearance with the overall site design. This article goes over styling specific elements like headings, images, lists, quotes, tables, and code blocks for the best looking output.
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<div style="text-align: center;"><span style="font-size: 36px;">๐ง </span></div>
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<h1><strong>Opinions & Advice</strong></h1>
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<strong>AI and Home-Cooked Software (5 minute read)</strong>
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AI is democratizing software creation, letting people with domain expertise but without coding skills build custom tools for their specific needs. This "home-cooked software" trend is driven by AI's ability to generate initial prototypes.
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<strong>Why your boss isn't worried about AI (11 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The public's understanding of software bugs, while helpful for regular software, is misleading when applied to AI systems. Unlike regular software, where bugs are caused by mistakes in code and can be precisely located and fixed, AI vulnerabilities come from large training datasets, making the origin of errors difficult to pinpoint or eliminate entirely. Once a bug is fixed in regular software, it won't reappear again, but this isn't the case with AI, as even after retraining, the weird behavior may still be present, but hasn't been discovered yet.
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<div style="text-align: center;"><span style="font-size: 36px;">๐</span></div></div>
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<h1><strong>Launches & Tools</strong></h1>
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<strong>Sentry's AI Code Review predicts what's going to break - based on what's already broken (Sponsor)</strong>
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Code reviews should be less style nits and more "this is going to break prod". <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fsentry-ai-code-review-now-in-beta-break-production-less%2F%3Futm_source=tldr%26utm_medium=paid-community%26utm_campaign=aicodereview-fy26q3-aicodereviewlaunch%26utm_content=newsletter-ai-code-review-beta-learnmore/2/01000199e78de603-c19c3351-9461-45d4-b076-46d13f6355b2-000000/5gmSJhDy6uCZrz2MP61KVI6srO4ghiiPVZ5pUjb8Jhk=427" rel="noopener noreferrer nofollow" target="_blank"><span>Sentry's AI Code Review blends context and issue history with the code you just touched</span></a> - function calls, class or objects dependencies, database connections - to provide specific and actionable feedback rather than generic linting advice. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.sentry.io%2Fsentry-ai-code-review-now-in-beta-break-production-less%2F%3Futm_source=tldr%26utm_medium=paid-community%26utm_campaign=aicodereview-fy26q3-aicodereviewlaunch%26utm_content=newsletter-ai-code-review-beta-learnmore/3/01000199e78de603-c19c3351-9461-45d4-b076-46d13f6355b2-000000/SvCEsq2GmZCAfL5DHySEhoyn8sfofpuBrLa6UJGCFaE=427" rel="noopener noreferrer nofollow" target="_blank"><span>Read the blog</span></a>
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<strong>Pyrefly (Website)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Pyrefly is a fast Python type checker and language server designed to speed up IDE features like autocomplete and instant error feedback. It is fast, type checking over 1.85 million lines of code per second, and performs comparably to Pyright and MyPy.
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Mina Rich Editor is a block-based rich text editor built using Tailwind CSS and shadcn/ui. It has full-featured table support, multi-select image editing, and a drag-and-drop system. The editor allows for customization through Tailwind CSS.
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<strong>CSS Extras (GitHub Repo)</strong>
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CSS Extras is a collection of useful CSS custom functions that use the `@function` rule. Functionalities include math, color manipulation, typography, layout, and theming.
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<div style="text-align: center;"><span style="font-size: 36px;">๐</span></div></div>
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<strong>The Story of Codesmith: How a Competitor Crippled a $23.5M Bootcamp By Becoming a Reddit Moderator (32 minute read)</strong>
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Codesmith, a $23.5M coding bootcamp, was harmed by a competitor, who became a moderator of the main coding bootcamp subreddit and launched a multi-year PR attack. The competitor used their position to distort narratives, compare Codesmith to a cult, and accuse employees of nepotism, leading to a drop in student applications and revenue.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2F80.lv%2Farticles%2Fnpc-dialogue-tree-so-complex-it-s-like-navigating-a-forest%3Futm_source=tldrwebdev/1/01000199e78de603-c19c3351-9461-45d4-b076-46d13f6355b2-000000/SdaYE2g_fFV4y97ITMnHrLSfkpEq9HWzgp0C8P3D1z8=427">
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<strong>NPC Dialogue Tree So Complex, It's Like Navigating A Forest (2 minute read)</strong>
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Atom Team, the studio behind the game Swordhaven, revealed a complex NPC dialogue tree resembling a "forest" of nodes. The developers shared this to show the common struggle of organizing node graphs in visual programming environments like Unreal Engine. Developers advise optimizing nodes early or exploring alternative programming methods to improve workflow and project organization.
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<strong>Root Cause Analysis? You're Doing It Wrong (28 minute read)</strong>
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Traditional root cause analysis has flaws. A deeper, systems-thinking approach called CAST (Causal Analysis based on Systems Theory) often leads to better error reduction for systems. CAST analyzes accidents by considering the entire system, its constraints, and the interactions between components over time, rather than focusing on linear chains of events. Understanding system constraints and preventing hazardous states are necessary for accident prevention and mitigation.
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Using a fine-tuned AI model and 3D visualization, BoldVoice explored how accents in English cluster based on their phonetic properties, showing groupings influenced by geography, immigration, and colonialism.
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RustPython is an open-source Python 3 interpreter written in Rust.
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<strong>reCAPTCHA migration to Google Cloud by the end of 2025: what do you need to do (4 minute read)</strong>
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By the end of 2025, Google will be migrating reCAPTCHA to Google Cloud, requiring users to create a Google Cloud account, migrate their sites, update client-side and server-side code to use the new Assessment APIs, and adjust to a new usage-based pricing model.
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<strong>Why is everything so scalable? (8 minute read)</strong>
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Startups needlessly over-engineer for scalability due to the pervasive influence of FAANG architecture and developer preferences for trendy technology, even when simpler, monolithic architectures would be more cost-effective and efficient in their early stages.
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