Category: Development

Notte: Rapidly Build Reliable Web Automation Agents

2025-08-08
Notte: Rapidly Build Reliable Web Automation Agents

Notte is a full-stack framework combining AI agents and traditional scripting to build and deploy AI agents that seamlessly interact with the web. Develop, deploy, and scale your agents and web automations with a single API. The open-source core allows you to run web agents, handle structured output, and interact with sites. The recommended API service offers stealth browser sessions, hybrid workflows, secrets vaults, and digital personas for reduced costs and improved reliability. A Python SDK simplifies development, supporting various browsers and custom settings like proxies and CAPTCHA solving. Notte also boasts impressive performance in independent benchmarks.

Development

The User Isn't the Buyer: Cracking the B2B Sales Puzzle

2025-08-08
The User Isn't the Buyer: Cracking the B2B Sales Puzzle

This article tackles the common B2B SaaS problem of the 'user isn't the buyer'. The author argues that identifying the true decision-maker is key, and it's not always the person holding the credit card. In smaller companies, developers often wield significant influence due to direct product usage and time constraints, driving their need for efficient tools. Larger companies, however, typically place decision-making power with CTOs or leadership, prioritizing security and outcomes. The author suggests empowering developers by providing them with data and tools to convincingly demonstrate the product's value to leadership, indirectly leading to sales conversion.

Probing Browser Limits with Infinite CSS Values

2025-08-08
Probing Browser Limits with Infinite CSS Values

The author experimented with setting element width and height to `calc(infinity * 1px)` in CSS to explore how different browser rendering engines handle infinite values. Chrome and Safari capped the value at approximately 33,554,400 pixels. However, Firefox Nightly exhibited unusual behavior; height was limited to the text line height, while width reached millions of pixels, yet the layout width was roughly half. Further tests with font size and line-height revealed similar discrepancies, with Firefox's rendering drastically different from other browsers. The author speculates on the reasons for these oddities and invites readers to provide explanations.

Development

Backend-less Blog Comments with Bluesky

2025-08-08
Backend-less Blog Comments with Bluesky

Tired of clunky comment systems? This author cleverly leverages the decentralized social platform Bluesky's AT Protocol to build a lightweight, backend-less blog comment system. By publishing blog posts to Bluesky and using its post URI to fetch comments via the API, the author achieves rich text support, identity verification, and cross-platform conversations. No database or user account management is required, effectively solving the pain points of traditional comment systems. This enhances user experience and increases the scalability and independence of the blog.

Development blog comments

Immich's Developers Share Their 'Cursed Knowledge'

2025-08-08
Immich's Developers Share Their 'Cursed Knowledge'

The Immich team recounts a series of frustrating, almost cursed, development challenges. From Zitadel's scripting engine lacking named capture groups, to EXIF metadata dimensions differing from actual image dimensions; from the unintuitive handling of YAML whitespace to the access restrictions on hidden Windows files; from carriage return issues in bash scripts to Cloudflare Workers' default HTTP protocol in Fetch requests; from silent GPS data stripping on mobile devices to PostgreSQL NOTIFY's transactional mechanism impacting performance; from inefficient npm script health checks to the confusing indexing in JavaScript Date objects; to bcrypt password length limits, Node.js compatibility problems, PostgreSQL parameter limitations, and TypeORM's side effects in delete operations – the list goes on. These issues highlight the hidden pitfalls and challenges of software development, offering valuable lessons learned.

Development

From Self-Doubt to Software Developer: A Makers Pre-Course Week Four Diary

2025-08-08

This week's blog post details a student's journey through week four of the Makers pre-course. The author grapples with self-doubt while crafting her CV, then progressively masters Test-Driven Development (TDD) and tackles a solo coding project, showcasing her growth and challenges in learning software development. She openly shares her past experiences, including illness recovery and career changes, ultimately solidifying her commitment to becoming a software engineer. The post also highlights her passion for programming and her use of a Go-based text adventure game to reinforce her learning.

Development self-growth

Automating a Rock-Solid Homelab Proxmox Setup with Ansible

2025-08-08
Automating a Rock-Solid Homelab Proxmox Setup with Ansible

To enhance flexibility and robustness, the author migrated their homelab to a Minisforum UM880 Plus mini-PC, deploying Proxmox VE. The post details the entire process, from installing an encrypted Debian OS and configuring a bridged network to automating Proxmox installation and configuration using Ansible. Challenges encountered, such as a Proxmox installation bricking the system, are documented along with their solutions. The result is a highly automated Proxmox setup, providing a solid foundation for future Kubernetes experimentation.

Development

Building a Custom In-Memory Table Access Method for Postgres

2025-08-08

This post details the author's journey building a custom PostgreSQL table access method, effectively creating a simple in-memory storage engine. Starting with a debug build of PostgreSQL, the author incrementally implemented the various functions of the table access method API, culminating in a fully functional system capable of creating tables, inserting data, and querying results. The process involved overcoming numerous challenges, including debugging and understanding PostgreSQL internals, which were addressed through logging and iterative debugging. This serves as an excellent example of PostgreSQL extension development, providing valuable experience and guidance for other developers.

Development Extension Development

Running x86_64 Apps on an AArch64 Desktop: A FEX-Emu Experiment

2025-08-07
Running x86_64 Apps on an AArch64 Desktop: A FEX-Emu Experiment

This post details an experiment running x86-64 applications on an Ampere Altra-based AArch64 desktop system using FEX-emu. While Steam and Factorio ran, performance was poor, scoring a measly 459 and 4110 on Geekbench 6's single and multi-core tests respectively. Optimizations to FEX-emu's configuration and replacing the x86_64 version of the Ninja build tool with an aarch64 version yielded some performance improvements. Ultimately, the author concludes that x86_64 emulation on this AArch64 system is limited in practicality, primarily useful for running older games.

Development x86_64 emulation

Forget Monads: Embrace Natural Transformations

2025-08-07

This article challenges the overuse of Monads in functional programming. The author argues that the concept of Monads is overly abstract and proposes using the underlying natural transformations directly for programming. Using the Я language as an example, the article explains how to combine different Functors using natural transformations, comparing this approach to Monad Transformers. It ultimately advocates replacing Monads with more flexible, lower-level natural transformations for cleaner and more powerful program design.

Stasher: Accountless, Ephemeral Secret Sharing

2025-08-07
Stasher: Accountless, Ephemeral Secret Sharing

Stasher is a command-line tool for secure, ephemeral secret sharing. No accounts, no backend, just pure, encrypted secret transmission using AES-256-GCM. Burn-after-read functionality ensures secrets are deleted after a single use. Built with full supply chain transparency (cryptographically signed, SLSA v1 attested, Rekor logged), Stasher's open-source nature and verifiable security make it ideal for even the most paranoid users.

Development secret sharing

Splatshop: Interactive Editing of Massive Gaussian Splat Models

2025-08-07

Splatshop is a highly optimized toolbox for interactive editing (selection, deletion, painting, transformation, etc.) of 3D Gaussian splatting models, handling up to 100 million primitives in real-time. Balancing speed and accuracy, it enables precise edits without performance sacrifices. Furthermore, Splatshop is VR-capable, making it the first VR editor for large-scale Gaussian splatting models—a significant step toward a 'Photoshop' for this technology.

Development

1.5 Years of AI-Assisted Programming: Reflections and Lessons Learned

2025-08-07
1.5 Years of AI-Assisted Programming: Reflections and Lessons Learned

This post shares the author's 1.5-year experience using AI for programming. AI excels at repetitive coding tasks, refactoring, and simple projects, but struggles with complex problems and new development, often introducing errors and inefficient abstractions. CLI interfaces prove more effective than IDEs due to increased developer control. AI aids in design and writing, but 'vibe coding' (relying solely on AI-generated code) is discouraged, leading to significant technical debt and security vulnerabilities. The author concludes that the primary beneficiaries of AI aren't developers, but managers and clients, facilitating improved communication and collaboration. The future of AI in programming is bright, but companies shouldn't use it as an excuse for layoffs.

Development

Gemini CLI GitHub Actions: Your AI Coding Teammate is Here!

2025-08-07
Gemini CLI GitHub Actions: Your AI Coding Teammate is Here!

Google launches Gemini CLI GitHub Actions, a free AI coding assistant that automates issue and pull request management on GitHub. It intelligently triages and prioritizes issues, provides quick code review feedback, and even writes code, tests, and more based on your instructions. Simply mention @gemini-cli in an issue or pull request to get AI assistance. Currently in beta, available to developers worldwide.

Development

Debouncing in Programming: Efficiently Handling User Input

2025-08-07
Debouncing in Programming: Efficiently Handling User Input

In programming, debouncing is a technique used to handle frequent events, such as continuous user input. It discards operations that occur too closely together within a specified time interval, consolidating them into a single invocation to prevent UI lag. For example, when a user types a search query, debouncing waits for a pause before executing the search, improving efficiency and user experience. Similar to throttling, but unlike throttling which limits the frequency of continuous operations, debouncing waits for a period of inactivity before acting.

Advanced Zig Unit Testing Debugging: Combining Print Debugging and the Debugger

2025-08-07

This article presents techniques to enhance Zig unit test debugging, combining print debugging and the debugger. The author first addresses the issue of verbose print debugging output by using `errdefer` to print only when a test fails, reducing clutter. Then, the `build.zig` script is leveraged to run the debugger during the build process, simplifying debugging of test binaries. Finally, conditional compilation, combined with the build option `-Ddebugger`, allows enabling debugger breakpoints only when needed, avoiding debugger interference during normal test runs. This approach significantly improves Zig unit test debugging efficiency.

Development

Outperforming CPython: Optimizing the Plush Interpreter for Fibonacci

2025-08-07
Outperforming CPython: Optimizing the Plush Interpreter for Fibonacci

The author details the optimization journey of their Plush interpreter, a toy programming language, surpassing CPython in the Fibonacci microbenchmark. Optimizations included instruction merging, profiling with Linux perf, and code patching to eliminate hash lookups. The result? Nearly double the speed on the benchmark, yet surprisingly, no performance improvement in their parallel raytracer, highlighting the limitations of microbenchmarks.

Breaking the Sorting Barrier: A New Algorithm Speeds Up Shortest-Path Finding

2025-08-07
Breaking the Sorting Barrier: A New Algorithm Speeds Up Shortest-Path Finding

For decades, a classic problem in computer science—finding the shortest path from a specific starting point in a network to every other point—has been limited by a 'sorting barrier'. Recently, Ran Duan and his team at Tsinghua University have broken this barrier, devising a new algorithm that surpasses all sorting-based algorithms in speed. The algorithm cleverly uses clustering strategies and the Bellman-Ford algorithm, avoiding point-by-point sorting and achieving significant performance improvements, opening a new chapter in shortest-path problem research.

comptime.ts: Compile-Time Computation for TypeScript

2025-08-07
comptime.ts: Compile-Time Computation for TypeScript

comptime.ts is a dead-simple TypeScript compiler designed for efficient compile-time evaluation of expressions marked with `comptime`. This allows for code optimization by shifting computations from runtime to compile time. It supports various use cases, including calculating constants, generating static content, and optimizing performance-critical code. Integration is straightforward via Vite, Bun, or the CLI, boosting developer productivity. However, comptime expressions must be JSON-serializable, and complex expressions may increase build times.

ChatGPT Overuse in Engineering Psychology: A Group Project Nightmare

2025-08-07

An engineering psychology student recounts their frustration with groupmates excessively relying on ChatGPT for a class project. Their teammates directly pasted AI-generated text into their project proposal, resulting in irrelevant and low-quality content. This significantly increased the student's workload and demotivated them. While acknowledging the potential benefits of using ChatGPT for inspiration, the student criticizes the uncritical adoption of AI-generated content without evaluation or understanding.

Development group project

Herbie: Boosting Floating-Point Accuracy

2025-08-07

The Herbie project aims to improve the accuracy of floating-point computations. Over several years, Herbie has released numerous versions, continuously improving algorithms, increasing speed, and adding features like a browser interface and plugins for languages such as Rust and Haskell. Recently, Herbie achieved significant accuracy improvements on the Hamming benchmark suite and added a new platform API for pluggable compilation targets. The Herbie team actively participates in academic research, publishing papers and giving numerous talks, sharing their research findings and future plans.

Development Herbie project

Beyond Dynamic Arrays: The Efficient and Stable Segment Array

2025-08-07
Beyond Dynamic Arrays: The Efficient and Stable Segment Array

This article introduces Segment Array, a high-performance data structure combining the flexibility of dynamic arrays, the advantages of stable pointers, and excellent compatibility with arena allocators. Unlike dynamic arrays that move elements during resizing, Segment Array uses pre-allocated segments of fixed sizes, avoiding memory fragmentation and pointer invalidation. Each segment is double the size of its predecessor, with new segments allocated only when needed, achieving O(1) average time complexity. The author provides a C implementation and details its inner workings, including efficient index calculation and integration with generics. Segment Array is particularly useful in scenarios requiring efficient dynamic memory management within an arena allocator, such as in a build profiler.

Development

Deep Dive into Tyr: A Rust GPU Driver for Arm Mali CSF

2025-08-07
Deep Dive into Tyr: A Rust GPU Driver for Arm Mali CSF

This post, the second in a series, delves into the development of Tyr, a cutting-edge Rust GPU driver for the Linux kernel supporting Arm Mali CSF-based GPUs. Using the VkCube application (rendering a rotating cube via Vulkan) as a case study, it explains the interaction between User Mode Drivers (UMDs) and Kernel Mode Drivers (KMDs). The article provides a concise overview of Tyr's API, comparing it to Panthor (the C driver for the same hardware). Key KMD responsibilities, such as memory allocation, job submission, and hardware scheduling, are highlighted. The article breaks down Tyr's API into sections covering device information, memory management, group creation and management, job submission, and tiler heap management.

Development

Jules, the Gemini 2.5-Powered Code Assistant, Launches Publicly

2025-08-07
Jules, the Gemini 2.5-Powered Code Assistant, Launches Publicly

Google's code assistant, Jules, is officially out of beta and launching publicly, powered by Gemini 2.5. During beta testing, thousands of developers tackled tens of thousands of tasks, resulting in over 140,000 publicly shared code improvements. Based on developer feedback, Jules has seen UI improvements, hundreds of bug fixes, and new features like reusable setups for faster task execution, GitHub integration, and multimodal support. Now leveraging Gemini 2.5 Pro's advanced reasoning capabilities for code planning, Jules produces higher-quality code. New tiered access is also available, offering increased usage limits for Google AI Pro and Ultra subscribers.

Development Code Assistant

Litestar: An Underrated Python Web Framework

2025-08-07

Litestar is a lightweight, async-first Python web framework that scales exceptionally well even in large projects. Unlike popular frameworks like FastAPI, Litestar prioritizes code scalability, avoiding issues like circular imports and simplifying multi-file application development through its unique route decorator mechanism. Furthermore, its excellent integration with Pydantic, SQLAlchemy, and the Advanced Alchemy library significantly boosts developer productivity, especially when handling database interactions. Its automatic DTO and repository generation features are incredibly convenient. In short, Litestar is a noteworthy Python web framework, particularly well-suited for developers who value maintainable and scalable code.

Development

arXivLabs: Experimental Projects with Community Collaboration

2025-08-07
arXivLabs: Experimental Projects with Community Collaboration

arXivLabs is a framework for collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved embrace arXiv's values of openness, community, excellence, and user data privacy. arXiv only partners with those who share these commitments. Got an idea to enhance the arXiv community? Explore arXivLabs.

Development

Claude Code IDE for Emacs: Seamless AI Integration for Your Workflow

2025-08-07
Claude Code IDE for Emacs: Seamless AI Integration for Your Workflow

The Claude Code IDE for Emacs provides native integration with the Claude Code CLI via the Model Context Protocol (MCP). More than just a terminal wrapper, it creates a bidirectional bridge between Claude and Emacs, allowing Claude to understand and leverage Emacs' powerful features—from LSP and project management to custom Elisp functions. This transforms Claude into a true Emacs-aware AI assistant working within your existing workflow and interacting with your entire Emacs ecosystem. Features include automatic project detection, session management, terminal integration, file operation tools, diagnostic integration (Flycheck and Flymake), advanced diff views, and tab bar support. Through MCP tool integration, Claude accesses and utilizes Emacs capabilities like LSP integration, Tree-sitter syntax tree analysis, Imenu symbol navigation, and project integration. Developers can also create custom MCP tools to extend Claude's functionality.

Development

Baseten Achieves SOTA Performance on GPT-OSS-120B: A Race Against Time

2025-08-07
Baseten Achieves SOTA Performance on GPT-OSS-120B: A Race Against Time

As a launch partner for OpenAI's new open-source LLM, Baseten raced to optimize GPT-OSS-120B for peak performance on launch day. They leveraged their flexible inference stack, testing across TensorRT-LLM, vLLM, and SGLang, supporting both Hopper and Blackwell GPU architectures. Key optimizations included KV cache-aware routing and speculative decoding with Eagle. Prioritizing latency, they chose Tensor Parallelism and utilized the TensorRT-LLM MoE backend. The team rapidly addressed compatibility issues and continuously refined model configuration, contributing back to the open-source community. Future improvements will include speculative decoding for even faster inference.

My Secret Stash: Why I'm Hesitant to Share My Dotfiles

2025-08-06
My Secret Stash: Why I'm Hesitant to Share My Dotfiles

The author loves dotfiles – configuration files for software and operating systems – and enjoys sharing ideas and code. However, they're hesitant to publicly release their own extensive dotfiles repository, which includes configurations for zsh, tmux, neovim, vscode, a Homebrew package list, Stylus CSS rules, and is managed with GNU Stow. They feel their personalized customizations are too intimate to share, despite the coolness factor. This raises questions about the balance between personalized developer configurations and open-source sharing.

Development

Automerge 3.0: 10x Memory Reduction!

2025-08-06

Automerge 3.0 is here, boasting a massive memory usage reduction—up to 10x or more! This game-changing improvement, achieved by using a compressed representation at runtime, tackles the memory bloat previously experienced with documents having long histories. For instance, processing Moby Dick went from 700MB to a mere 1.3MB! In addition to this, the update includes API cleanup, particularly for text handling, resulting in enhanced performance and reliability. Existing users can easily upgrade, and new users are encouraged to give it a try.

Development Collaborative Editing
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