ZIG'S NEW ASYNC I/O
Zig's new asynchronous I/O interface allows devs to inject I/O implementations, express concurrency for potential parallelism, and support cancellation.
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Zig's new asynchronous I/O interface allows devs to inject I/O implementations, express concurrency for potential parallelism, and support cancellation.
An overview of the history of digital displays, from CRTs to modern LCD and OLED technologies, with explanations of the underlying hardware principles and trade-offs involved in creating the images we see on our screens.
The planned launch of OpenAI's open-weight model has been delayed indefinitely to allow for further safety testing and risk review due to the irreversible nature of releasing the model.
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In 2025, users expect a seamless scheduling experience with easy access to meeting transcripts.
Recall.ai experienced Postgres downtime due to heavy write loads from thousands of meeting bots. An investigation showed that Postgres' LISTEN/NOTIFY feature acquired a global database lock during transaction commits, serializing them and causing a bottleneck. Load tests confirmed that removing LISTEN/NOTIFY allowed the database to fully utilize CPU cores and handle load spikes effectively.
Storybook 9's new accessibility testing pipeline integrates accessibility checks into every stage of frontend development. Unlike traditional accessibility testing methods that are slow and provide low coverage, Storybook's approach tests components in isolation with mock data, providing fast and stable feedback during development while automatically checking for WCAG violations.
Traditional SEO is becoming less effective as LLMs and AI search interfaces like Google's AI Mode rise. GEO (Generative Engine Optimization) is a new priority that requires brands to create detailed content answering customer questions for LLM uptake, build an AI-friendly online presence, and monitor LLM visibility.
The `satisfies` keyword in TypeScript allows you to assert that a value satisfies a given type while preventing TypeScript from inferring a wider type, which allows for excess property checking on object literals. This is especially useful when you want to catch typos in property names while still having idiomatic code structure.
BrowserOS is an open-source, Chromium-based browser focused on AI-powered automation and user privacy. It uses local AI agents and built-in Ollama support to automate tasks, conduct research, and curate content while keeping data secure. BrowserOS has a built-in ad blocker and tools for productivity like a highlighter and ChatGPT-powered bookmarker.
The Gemini API now offers a Batch Mode, an asynchronous endpoint designed for high-throughput, non-latency-critical tasks. This new mode allows users to submit large jobs and retrieve results within 24 hours at a 50% discount compared to synchronous APIs. Batch Mode is great for tasks like bulk content generation and model evaluations.
Pangolin is a self-hosted, tunneled reverse proxy server with identity and access control that allows secure exposure of private network resources without opening ports. It uses WireGuard tunnels for secure site-to-site connectivity and offers features like automated SSL certificates, load balancing, and integration with external identity providers.
React started at Facebook in 2011 as "FaxJS" (later "FBolt"). Jordan Walke created it to solve problems with the company's existing BoltJS framework. Throughout its changes, React has maintained API consistency, from early innovations like JSX (which allowed HTML-like syntax in JavaScript for better performance, security, and debugging) to modern features, all guided by a coherent design philosophy.
React Native RAG is a new library that brings Retrieval-Augmented Generation (RAG) capabilities to React Native apps, allowing LLMs to generate more accurate and relevant responses by retrieving information from a local knowledge base. The library works in two stages: indexing documents (splitting, embedding, and storing) and generating responses (retrieving, augmenting, and generating).
An in-depth guide to React's `useState` hook, covering its basics, asynchronous behavior, impact on rendering, lazy initialization, handling complex objects, common pitfalls, best practices, comparison with `useReducer`, and performance optimization techniques.
`llm` is a command-line tool for interacting with various language models like GPT-4, Claude, and Gemini directly from the terminal.
Analysis of 1.8 million Hacker News headlines from 2007-2025 shows trends in database engine popularity, with the rise of open-source and analytics-focused databases like DuckDB and ClickHouse, while proprietary cloud databases like MongoDB are declining in mindshare.
One Million Chessboards is a chess MMO with a 1,000x1,000 grid of chessboards where 150,000 players made over 15 million moves in 10 days, with pieces able to move between boards in real-time without turns. The entire game runs in a single Go process that handles millions of queries by using efficient data structures (dense arrays), protobuf serialization, and smart client-server communication that sends snapshots and move batches based on player position to minimize bandwidth.
A bug was discovered in Attio's CSV importer when using JavaScript's `slice()` method to truncate strings. It was causing gRPC errors when it split Unicode characters (like flag emojis) in the middle of their UTF-16 code units, resulting in invalid data being sent to their database. The issue occurs because `slice()` operates on code units rather than complete Unicode code points, so truncating "🇬🇧" could result in incomplete character data like "🇬\uD83C".
You can build a lightweight reactive state management system using JavaScript Proxies, which automatically trigger UI updates whenever state changes without requiring external libraries. This article goes through a practical example of a media submission form where a Proxy intercepts property assignments (like `mediaStateProxy.video = "url"`) and automatically runs multiple UI update functions, removing the need to manually call update functions throughout the codebase.
While AI coding assistants boost developer productivity by automating tasks, studies show that reliance on them can negatively impact critical thinking and problem-solving skills. Devs may experience skill atrophy as they depend on AI for explanations and solutions, leading to a decline in debugging and documentation comprehension.
AI has changed software development, creating a need for developers who are especially good at critical thinking and problem-solving rather than just churning out code. CTOs are prioritizing skills like system design, business context understanding, and the ability to debug AI-generated code, which often looks perfect but contains subtle flaws.
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This blog post details how Sentry's AI/ML team developed a time series anomaly detection system using Matrix Profile and Meta's Prophet library [9]. Instead of traditional threshold and percentage-based alerting, the ML-based system detects subtle and complex anomalies in application data, in near real-time. Read the
WebMCP brings the Model Context Protocol to web browsers, letting AI assistants interact directly with web apps. It removes the need for API key management and OAuth flows by embedding MCP servers within web pages, using existing browser authentication and security. This allows AI agents to access structured data through standardized JSON-RPC interfaces and orchestrate workflows across multiple sites.
Chrome has launched Skia Graphite, a new rasterization backend for rendering graphics, specifically on Apple Silicon Macs. Graphite was created to address performance limitations of the older Ganesh backend and take advantage of modern graphics APIs like Metal, Vulkan, and D3D12.
Jank is a general-purpose programming language and Clojure dialect that combines the interactive development experience of Clojure with native compilation and minimal runtime overhead, using C++ and LLVM. It allows devs to iterate rapidly in a REPL, integrate with native C++ code, and compile to efficient machine code.
The programming term "call" in relation to functions has its origins in library science. "Calling" a function initially referred to "calling for" a subroutine from a library, similar to requesting a book from a closed-stack library. This concept was present in early computer programming contexts. Fortran II (1958) then popularized the term "CALL" for transferring control to a subroutine.
On-heap caches store data in the heap memory managed by Go's garbage collector. Go caching libraries have progressed from early mutex-protected maps to advanced libraries like Ristretto (2019), which became dominant but had issues with breaking changes and suboptimal performance on certain workloads. Theine was released in 2023 and implemented more efficient algorithms from Java's Caffeine library, including adaptive W-TinyLFU for better hit rates.
Tree Borrows is a refined alternative to Stacked Borrows that relaxes restrictions on unsafe Rust code while maintaining memory safety and enabling more compiler optimizations by organizing borrows in a tree-like structure, leading to fewer rejected test cases and new optimization opportunities.
jsonrepair repairs invalid JSON documents by addressing common errors like missing quotes, commas, and incorrect syntax.
A detailed overview of the fundamental principles and various applications of caching in computer systems, from CPU caches to CDNs, covering concepts like temporal and spatial locality, replacement policies, and the role of caching in databases like Postgres and MySQL.
You can reliably check for internet connectivity by making a quick HTTP request to a publicly available endpoint like Google's `http://google.com/generate_204`, which returns a 204 No Content status.
There are four key questions to consider when caching: whether caching is the right solution, what should be cached, where to store it, and how/when it should expire. This article discusses various caching approaches in Rails (view/fragment, page, controller/action, object/model, and low-level caching) and different storage options, from in-memory stores like Redis to the new Rails 8 default Solid Cache, which uses database-backed storage optimized for modern SSDs.
This developer discovered a SQL injection vulnerability in the Catwatchful stalkerware service that allowed him to access its database. He successfully dumped the 'user' table, gaining access to over 60,000 plaintext usernames and passwords.
ProjectionLab is a financial planning tool that was bootstrapped to $1 million in annual recurring revenue in four years. It started as a side project inspired by the financial independence movement. It wasn't an easy journey, due to the emotional rollercoaster of entrepreneurship and the transition from solo development to building a team.
Managers should stop forcing AI tools on engineers and instead focus on outcomes rather than tool adoption. Mandating specific AI tools, creating AI-usage metrics for performance reviews, and eliminating traditional coding methods lead to slower development and messy codebases.
While automated tests are necessary for maintaining confidence when making code changes, they should be deleted when they are flaky. Tests that are flaky, too strict, too slow to run regularly, or outdated due to changed business requirements all harm developer productivity.
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Instant is a modern Firebase alternative that provides a real-time database for frontend apps. It makes development easier by handling data fetching, permission checking, and offline caching, allowing developers to focus on building user interfaces. Instant supports relational queries, optimistic updates, and multiplayer functionality by default.
Brut is a Ruby-based framework for building web apps with HTML, JavaScript, CSS, and database interactions. It's structured around concepts like pages, forms, handlers, and components for the front-end, and database models and domain logic for the back-end.
Supabase's MCP integration can lead to the leakage of sensitive SQL database information. The attack involves a malicious user crafting a support ticket message that instructs an LLM, operating with elevated privileges (service_role), to extract data from sensitive tables and insert it into a user-accessible support thread. The main issue is the LLM's inability to distinguish between legitimate data and malicious instructions embedded within user-provided text.
React Router is adopting an open governance model with a Steering Committee to guide the project's future development, moving away from founder-led decision-making to a more community-driven approach. The team will simplify React Router by reducing API surface area, focusing on core routing functionality, and deprecating APIs that overlap with new React features like built-in `title`, `meta`, and `link` components.
Over 4,000 carriage companies failed to adapt to the disruptive technology of automobiles in the early 20th century.
High-resolution, animated SVGs can be created using asciinema and svg-term-cli, which can be embedded in GitHub READMEs and work by animating SVG attributes using `animate`, `animateTransform`, and `animateMotion` tags.
Using external AI conversation links in code comments is a code smell, and instead, code should be self-contained and explainable through executable tests, descriptive inline examples, and constants.
Using JSDoc, along with TypeScript compiler support in VS Code and ESLint, provides a valuable type-checking and development workflow for JavaScript projects where TypeScript is not a viable option.
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