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👋 GOODBYE LOW TEST COVERAGE AND SLOW QA CYCLES
Bugs sneak out when less than 80% of user flows are tested before shipping. However, getting that kind of coverage — and staying there — is hard and pricey for any team.
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Bugs sneak out when less than 80% of user flows are tested before shipping. However, getting that kind of coverage — and staying there — is hard and pricey for any team.
JavaScript's `this` keyword refers to the object bound to a function at the time of calling, not when the function is written. Unlike regular variables, `this` is determined by how a function is invoked (as a standalone function, method, or constructor), which is why the same function can have different `this` values each time it's called.
Rail apps can efficiently serve large files using the X-Sendfile pattern, which offloads file delivery to a reverse proxy server like Nginx. Instead of loading files into memory, Rails handles authentication, then sends a special header (X-Sendfile or X-Accel-Redirect) with the file path, and the web server streams the file directly to the client.
The most impactful feature of LLMs isn't their intelligence, but their superhuman patience. This constant availability, non-judgmental nature, and willingness to listen indefinitely provides a lot of value.
Companies laying off developers due to AI-assisted coding are making a critical mistake. Instead of viewing AI as a cost-cutting measure, businesses should use it to empower developers and create more ambitious, higher-quality products that address the pent-up demand for specialized software. AI allows developers to have much higher productivity and reimagine products from the ground up.
At Fern, we're building open source tools to automatically generate idiomatic SDKs and documentation for any API.
Jules is an AI coding agent powered by Gemini 2.5 Pro that automates coding tasks like bug fixing, version bumps, and test creation by importing repositories, developing plans, providing code diffs, and creating pull requests. It's created by Google Labs.
Zod is a schema declaration and validation library that simplifies data validation in TypeScript and JavaScript. Zod 4 is now stable after a year of development, with improved speed, reduced size, and better TypeScript efficiency. The improvements include performance gains in parsing, reductions in TypeScript instantiations and core bundle size, as well as new features like Zod Mini for minimal bundle sizes and a metadata system.
GitHub Copilot coding agent is now in public preview for Copilot Pro+ and Copilot Enterprise subscribers, allowing users to delegate coding tasks such as bug fixes, feature additions, and documentation improvements to Copilot.
LLMs struggle to write performant code, usually introducing bugs or failing to optimize performance. A study found that 62% of AI-generated code contained bugs, and only 10% of the time did LLMs actually improve code performance.
AI is changing software development, but junior devs are still necessary for future talent pipelines and contribute uniquely to teams. Their role in today's landscape goes from writing basic code to focusing on debugging, system design, and collaboration, using AI as a learning tool.
The axe MCP server connects accessibility advice to AI agents within developer IDEs. Devs can receive suggestions for accessible code fixes directly within their IDEs like GitHub Copilot, and apply them with one click.
The Claude Code SDK lets devs integrate Claude's coding assistance capabilities into their applications programmatically for features like automated code review and AI-powered coding tools through command-line usage.
React Context is not inherently a performance bottleneck, and when used properly with multiple, specific providers, it can be a cleaner solution than global state managers for localized state sharing.
Ansis is a JavaScript library for ANSI styling in terminals, CI environments, and browsers, with color support, chained syntax, and compatibility with various module systems and environments.
This dev switched their static site generator from Next.js to Astro, which resulted in significantly smaller HTML and JavaScript payloads and improved performance metrics.
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Manual testing on personal devices is TOO SLOW AND TOO LIMITED. It forces teams to CUT RELEASES A WEEK EARLY just to test before submitting them to app stores. And without broad device coverage, issues slip through.
While Apple has rolled out new AI features just like its competitors, they've mostly been notable for being delayed and underwhelming. The company announced Apple Intelligence last June, but some of the features are still being delayed - the new Siri won't be out in time for next month's WWDC, a year after it was first announced. Apple has devoted considerable resources to the technology and has little to show for it. While some attribute the struggles to decisions made by executives, others see symptoms of a deeper problem within the company.
OpenAI's Codex is an agentic coding tool that allows experienced developers to delegate rote and relatively simple programming tasks to an AI agent to generate production-ready code. It is a unique interface that can be accessed from the sidebar in the ChatGPT web app. Developers can include an 'AGENTS.md' file to give the agent custom instructions. Codex is built on a fine-tuned variation of OpenAI's o3 reasoning model. It is now rolling out to ChatGPT Pro, Enterprise, and Team users - Plus and Edu support will come at a later date.
The team at the US Department of Energy's National Ignition Facility has increased the yield of its net-positive fusion experiment to 8.6 megajoules. They made history in 2022 when they generated 3.15 megajoules in the first controlled fusion reaction to generate more energy than it consumed. While none of the experiments have been effective enough to feed electrons back to the grid, they show that controlled nuclear fusion is more than hypothetical.
A blood test has been approved by US health officials for diagnosing Alzheimer's in patients 55 and older who are showing early signs of the disease. The test identifies a key marker for Alzheimer's, beta-amyloid. The low costs and convenience of the blood test may help expand the use of drugs shown to slightly slow the progression of the disease. Previously, the only FDA-approved methods for detecting beta-amyloid were invasive tests of spinal fluid or expensive PET scans.
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Google's Director of AI Dr. Ali Arsanjani, and Datadog's VP of Engineering Sajid Mehmood, sat down to discuss the current and future states of AI, ML, and LLMs on Google Cloud. This guide distills the top 7 insights and actions for technical leaders [14], covering everything from upskilling teams to observability best practices. Read
Google's new ML Kit GenAI APIs, likely to be announced at I/O 2025, will enable developers to implement AI features like text summarization into their apps. The APIs will support image input and be available on a wide range of Android devices beyond the Pixel 9 series. They will enable on-device execution of AI foundation models like Gemini Nano to enhance app functionality, keeping user data private by processing data locally.
CSS' contrast-color() allows the browser to automatically assign contrasting color values. This can be handy, especially in large projects, as managing such small details can be a really hard task to get right. Developers just need to define one color. This post provides a guide on how to use contrast-color() and discusses accessibility considerations when using the function.
Google I/O is scheduled for May 20 to 21 at the Shoreline Amphitheater in Mountain View. The developer conference will showcase product announcements from across Google's portfolio, including Android, Chrome, Search, YouTube, and Gemini. It will likely reveal more about Android 16 and spotlight the capabilities in the latest versions of Android XR and Wear OS. Leaks over the past few weeks suggest that an updated Gemini Ultra model is on the way, which may indicate a pricier Gemini subscription.
Epic Games has received a request from Apple to unbundle its US and EU versions of Fortnite when submitting the game to the App Store. Apple says it will not consider adding the game to the US App Store until everything is fully settled involving litigation between Epic and Apple. Epic has asked the courts to force Apple to allow Fortnite to relaunch on the US App Store.
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The world's biggest event for AI builders is in SF from June 3-5. Speakers include leaders from OpenAI, DeepMind, Anthropic, and more, click here to get 30% off your ticket [20].
This repository contains the system prompts used for the Grok chat assistant and various product features across X and grok.com.
An encryption algorithm can be unbreakable, but systems are still vulnerable if key management isn't handled properly.
InventWood's Superwood is made from regular timber treated with food industry chemicals, which modifies the molecular structure of the wood, increasing the hydrogen bonds between cellulose molecules so that the resulting material has 50% more tensile strength than steel, with a strength-to-weight ratio that's 10 times better.
While large language models are okay at coding, they build jumbled messes when scaled.
Spaced repetition systems are programs that help build knowledge through flashcards.
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Google Cloud's survey of 500+ global technology leaders [4] validates what everyone is feeling: generative AI is now mainstream (sorry AI hipsters), and it's present at the vast majority of larger organizations.
President Trump's Middle East trip has yielded massive AI deals, including Nvidia shipping 18,000 Blackwell chips to Saudi Arabia and plans for the largest non-US AI data center in Abu Dhabi. Critics warn these partnerships could enable China to access restricted US AI technology through its extensive economic ties with Gulf states prompting new bipartisan legislation to prevent such transfers.
OpenAI just launched Codex, an autonomous coding agent that writes features, fixes bugs, and submits pull requests in isolated cloud environments. Companies like Cisco and Temporal are already using it to handle entire codebases while their engineers focus on higher-level work. The agent can tackle multiple tasks simultaneously, run tests, and provide detailed citations of every change it makes.
Anthropic has secured a new line of credit to further accelerate its growth, adding to the $18.2 billion already raised from investors. The company reported that its annualized revenue doubled to $2 billion in the last 6 months. The move mirrors OpenAI's strategy, which established a $4 billion revolving credit line last October.
Claude 3.5 Sonnet significantly outperformed human persuaders in a controlled experiment where both attempted to influence participants' answers on quiz questions. Claude achieved 7.6% higher success rates when trying to convince participants to select specific answers and was more effective both at promoting correct answers (+12.2%) and incorrect answers (-15.1%).
Major algorithmic breakthroughs for LLMs, like the transformer architecture, multi-query attention, and mixture-of-experts systems, only demonstrate substantial benefits (10-50x performance gains) when implemented with massive amounts of compute. This challenges predictions of rapid AI self-improvement since hardware constraints like chip export controls, power consumption limits, and cooling infrastructure bottlenecks would significantly limit any "intelligence explosion" scenario.
Superhuman coding by AI will likely occur by 2033, later than AI Futures' estimates of 2028-2030. This delay is due to factors like handling engineering complexity, working without feedback loops, and achieving cost and speed. Unforeseen challenges, such as geopolitical issues or changes in lab priorities, could further push out timelines.
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The world's biggest event for AI builders is in SF from June 3-5. Speakers include leaders from OpenAI, DeepMind, Anthropic, and more, click here to get 30% off your ticket [12].
OpenAlpha_Evolve is an open-source Python framework inspired by the recently released technical paper for DeepMind's AlphaEvolve.
ParScale has introduced a third LLM scaling paradigm by leveraging parallel computation at both training and inference time.
WavReward is an audio-language model-based evaluator for assessing spoken dialogue systems on both cognitive and emotional metrics. It is trained on ChatReward-30K, a dataset containing diverse preference-labeled audio interactions.
The challenge invites competitors to use o3, o4-mini, and GPT-4.1 models with open-source data to pinpoint undiscovered archaeological sites in the Amazon by June 29. Winners will receive funding to verify their findings in the field alongside archaeologists.
Organizations are prioritizing generative AI over security spending for 2025. Companies are creating leadership roles like Chief AI Officer and adopting aggressive hiring and internal development strategies for AI talent. Many are using a hybrid model, combining off-the-shelf AI models with custom applications using proprietary data.