Category: Development

Running LLMs Locally with Deno and Jupyter Notebooks

2025-03-01
Running LLMs Locally with Deno and Jupyter Notebooks

This article details the author's journey in setting up and using a local large language model (DeepSeek R1) with Deno, Jupyter Notebooks, Ollama, and LangChain.js. The author walks through the process, from setting up the environment and installing the model to writing the code and visualizing the results. The article highlights the ease and efficiency of Deno and Jupyter Notebooks for AI development, showcasing a smooth workflow and successful interaction with the local LLM. The ability to easily swap the local model for an API-based one is also mentioned.

Development

Self-Hosting Firefox Sync: A Challenging Journey

2025-03-01
Self-Hosting Firefox Sync: A Challenging Journey

The author attempted to self-host a Firefox Sync server. Initially using Mozilla's syncserver repository, they encountered issues due to lack of maintenance and build history problems. Switching to the Rust-based syncstorage-rs, they faced further challenges with confusing Docker deployment documentation. Ultimately, they successfully set up the server using a simplified Docker configuration (syncstorage-rs-docker), managing the database with Docker Compose and MariaDB, and configuring a reverse proxy with Caddy. The process was challenging, and the author shares lessons learned, including database persistence, server storage space, and the importance of following the correct steps.

Development Self-hosting

eBPF Pitfall: The FRED in Linux Kernel 6.9+

2025-03-01

The Linux kernel 6.9+ introduces CONFIG_X86_FRED on x86_64, adding 16 bytes of padding to the bottom of a task's kernel stack. This breaks eBPF programs directly accessing the kernel stack and pt_regs, returning garbage. The author encountered this issue with their xcapture-next eBPF tool after upgrading to kernel 6.11. Analysis revealed FRED's stack offset as the culprit. A dynamic FRED detection mechanism is presented to adjust stack address calculations, resolving the problem. This article is crucial for eBPF developers, especially those working with raw kernel stack manipulation.

Development

Torii: A Powerful Authentication Framework for Rust, Giving You Control Over Your Data

2025-03-01
Torii: A Powerful Authentication Framework for Rust, Giving You Control Over Your Data

Torii is a powerful authentication framework for Rust applications that offers complete control over user data. Unlike hosted solutions like Auth0, Clerk, or WorkOS which store user information in the cloud, Torii lets you own and manage your authentication stack while providing modern auth features via a flexible plugin system. It combines powerful capabilities such as passwordless login, social OAuth, and passkeys with full data sovereignty, letting you store user data wherever you choose.

Development

Vibe Coding: The Hype and Anxiety Around AI-Powered Code Generation

2025-02-28

The recent viral trend of "vibe coding" – using AI to rapidly generate code – has sparked a heated debate among programmers. Concerns about code quality and maintainability are countered by excitement over increased efficiency and lowered barriers to entry. The article explores vibe coding's application in different contexts: while indie developers can quickly prototype ideas, large companies need a cautious approach to ensure quality and security. The future of software development involves deep AI integration, shifting the engineer's role towards designing, maintaining AI-assisted tools and processes, and ensuring the safe and reliable deployment of AI-generated code.

Development future trends

Neo4j's License Modification Case Threatens Open Source

2025-02-28
Neo4j's License Modification Case Threatens Open Source

The Ninth Circuit Court of Appeals will soon rule on Neo4j's attempt to modify the GNU AGPLv3 license, adding restrictive clauses that users cannot remove, contradicting the license's core principle. This case's outcome will significantly impact the enforceability of all open-source licenses, potentially eroding the trust that underpins open source. The Software Freedom Conservancy filed an amicus brief, but the Free Software Foundation's (FSF) non-involvement sparks controversy. The central question is whether licensors can add irremovable restrictions. The ruling will have far-reaching consequences for the open-source community and may even impact Neo4j forks like ONgDB and DozerDB.

Development open-source license

LibreWolf and the Mozilla TOS Fallout: A Fork in the Road?

2025-02-28
LibreWolf and the Mozilla TOS Fallout: A Fork in the Road?

The recent controversy surrounding Mozilla's revised Terms of Service has sparked concerns about LibreWolf's potential long-term forking. While maintaining a browser is challenging, Mozilla's shift in direction is seen as risky. Users are questioning the extent of data collection and its potential use in AI. LibreWolf's future hinges on Mozilla's next moves.

Development

Firefox Adds Terms of Use and Updated Privacy Notice

2025-02-28
Firefox Adds Terms of Use and Updated Privacy Notice

Mozilla is introducing Terms of Use and an updated Privacy Notice for Firefox for the first time. This move aims to increase transparency around how user data is handled, emphasizing user control. Mozilla clarifies that the new terms do not grant them ownership of user data or the right to use it beyond what's described in the Privacy Notice. Users can review default settings and adjust their data management at any time. This update will roll out to new users in early March and existing users later this year.

Development

arXivLabs: Experimenting with Community Collaboration on New Features

2025-02-28
arXivLabs: Experimenting with Community Collaboration on New Features

arXivLabs is an experimental framework enabling collaborators to develop and share new arXiv features directly on the website. Participants, both individuals and organizations, embrace arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners who share them. Got an idea for a project that will add value to the arXiv community? Learn more about arXivLabs.

Development

3200% CPU Usage? An Unguarded TreeMap Caused My Nightmare

2025-02-28
3200% CPU Usage?  An Unguarded TreeMap Caused My Nightmare

The author's machine hit 3200% CPU utilization! The culprit? An unprotected `TreeMap`. Concurrent access from multiple threads created a cycle in the red-black tree, causing the program to get stuck in `TreeMap.put()`. Experiments reproduced the issue, revealing that only languages allowing NullPointerException catches could exhibit this problem. Solutions are discussed, highlighting the importance of code reviews, static analysis, and multithreaded tests in preventing such issues.

Development

Whimsical Animations Landing Page: A 14,000+ Line Code Deep Dive

2025-02-28
Whimsical Animations Landing Page: A 14,000+ Line Code Deep Dive

The author spent months crafting a highly creative landing page for their upcoming animation course, boasting over 14,000 lines of code and 200+ files. A 'Chaos Toolbar' lets users interact with the page using tools like a grabber, eraser, bomb, and wand, each with unique animations. The post details how SVG animation, polar coordinates, and spritesheets were used to achieve these effects, along with CSS variables and keyframe animations for optimization. Sound effects and particle effects are also discussed. The course itself will cover creating animations and interactions using vanilla web technologies (CSS, JavaScript, SVG, and 2D Canvas), with additional React integration content. The focus is on empowering students to design and build their own unique animations, going beyond pre-made solutions.

Development

WebShield: A Powerful Open-Source Ad Blocker for Safari

2025-02-28
WebShield: A Powerful Open-Source Ad Blocker for Safari

WebShield is an open-source, wide-spectrum content blocker for Safari, similar to uBlock Origin. It blocks ads, trackers, cookie notices, and more, supporting custom filter lists and advanced scriptlets/extended CSS. Currently in beta, it supports macOS 14, iOS 17, and visionOS 1.3+. Entirely user-funded, it promises no ads or third-party deals. Download via TestFlight, contribute code, report bugs, or improve documentation. An App Store release and detailed documentation are coming soon.

Development Ad Blocker

Visualizing UK Environment Agency Flood Data with DuckDB and Rill

2025-02-28
Visualizing UK Environment Agency Flood Data with DuckDB and Rill

This post details the author's experience visualizing UK Environment Agency flood and river level data using DuckDB and Rill. The author efficiently loaded JSON data from the agency's API into DuckDB, using `read_json` and `UNNEST` functions to handle nested JSON structures. Challenges with API data limits and nested JSON were overcome. Rill provided an intuitive and fast way to visualize the data, leading to a dashboard displaying hourly water levels. The process highlighted the power of DuckDB for rapid data ingestion and prototyping, and Rill for quick data exploration and visualization.

Development

Mozilla's Privacy Policy Update: A Trust Crisis and Waterfox's Response

2025-02-28
Mozilla's Privacy Policy Update: A Trust Crisis and Waterfox's Response

Mozilla's recent privacy policy updates sparked controversy, with poor communication fueling user privacy concerns. Waterfox, a Firefox fork, maintains a transparent and stable privacy policy, emphasizing its formal governance structure and accountability mechanisms, differentiating itself from other open-source browser projects lacking accountability. The author argues that clear governance and transparent policies are crucial for building user trust in security-critical software like browsers, giving Waterfox a unique position in the market.

Openlayer: Hiring Backend Engineer to Tackle AI Reliability

2025-02-28
Openlayer: Hiring Backend Engineer to Tackle AI Reliability

Openlayer, a startup tackling the AI reliability problem, is hiring a seasoned backend engineer. The role involves maintaining and expanding their core API, working with large datasets, improving user-facing developer tools, and contributing to security, new features, bug fixes, and product ideation. Ideal candidates will have 5+ years of backend or full-stack experience, proficiency in Python and another language, and a passion for building scalable data engines. Openlayer offers competitive salary, equity, health benefits, and a flexible work environment.

Gleam: A Type-Safe Language on the Erlang VM

2025-02-28
Gleam: A Type-Safe Language on the Erlang VM

The author explores Gleam, a type-safe language running on the Erlang VM, using it to build an open-source feed aggregator. Comparing it to Rust and Erlang, the author highlights Gleam's combination of Rust's type system and Erlang's concurrency model while avoiding their drawbacks. The post details building the aggregator, covering design, implementation, error handling, and Erlang interoperability. The author concludes that Gleam's Erlang/OTP integration is its killer feature, though not yet fully stable, making it suitable for personal projects.

Development

Org-Mode: Ditch Messy Notes, Embrace Structured Text

2025-02-28

This is a deep dive into the author's experience with Org-Mode, a powerful note-taking system. The author details its use for note-taking, presentations, blogging, and more, highlighting its structured text format and extensibility. Common questions are addressed, such as comparisons to Markdown, Emacs dependency, and application scenarios, along with recommendations for various Org-Mode apps. The author concludes by emphasizing Org-Mode's efficiency and convenience, encouraging readers to try this powerful tool.

Development structured text

Breaking the Browser Engine Duopoly: A WASM-Only Approach

2025-02-28

The current web browser market is dominated by a few powerful engine vendors, making it nearly impossible for new browsers to compete. This article proposes a radical solution: a browser that runs only WebAssembly (WASM) modules, discarding complex web standards. This simplification would facilitate browser development, foster innovation, and enable users to easily customize browser features like native RSS, IPFS, or GPIO access. While sacrificing existing web standards compatibility, this approach might be the key to breaking the duopoly and creating a more diverse browser landscape.

Development

arXivLabs: Experimenting with Community Collaboration

2025-02-28
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework enabling collaborators to develop and share new arXiv features directly on the website. Individuals and organizations working with arXivLabs embrace our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only partners with those who share them. Have an idea for a project that will benefit the arXiv community? Learn more about arXivLabs.

Development

Mozilla's Broken Trust: Firefox's New Terms of Service and Privacy Policy Spark Outrage

2025-02-28
Mozilla's Broken Trust: Firefox's New Terms of Service and Privacy Policy Spark Outrage

Mozilla's recent update to Firefox's Terms of Service and Privacy Policy has sparked user concern over data security and privacy. The new policy includes a "non-exclusive, royalty-free, worldwide license" clause, allowing Mozilla to use user browsing data, contradicting Firefox's long-standing commitment to privacy. The author criticizes Mozilla's move as a "massive unforced error," shifting Firefox from a trusted browser to a data collection service. They urge Mozilla to revoke overly broad policies, applying them only to features requiring them, and to preserve Firefox's image as a champion of the open web.

Development

Building a Micro Asynchronous Event Loop Library from Scratch

2025-02-28
Building a Micro Asynchronous Event Loop Library from Scratch

This project implements a minimal, yet feature-complete asynchronous event loop library from scratch for educational purposes. It demonstrates core asynchronous programming concepts: task scheduling and management, I/O multiplexing with non-blocking sockets, timeouts and sleep functionality, task cancellation, and coroutine-based concurrency. The library uses Python's generator-based coroutines and the `select` module for I/O multiplexing, providing a simplified model of how modern async frameworks like `asyncio` work internally. Learn the magic behind `await`, how `yield from` functions, and how coroutines communicate with the event loop.

macOS Sonoma Hidden Gems: A Productivity Powerhouse

2025-02-28

Unlock hidden productivity power in macOS Sonoma with this comprehensive guide. Discover a treasure trove of system-wide keyboard shortcuts, Finder tricks, window management techniques, Safari enhancements, and more. Learn to navigate menus with ease, master screenshot shortcuts, efficiently manage files in Finder, and much more. Transform your Mac workflow and boost your productivity.

Development Keyboard Shortcuts

Notion's Seamless Database Cluster Expansion: Horizontally Scaling from 32 to 96 Databases

2025-02-28
Notion's Seamless Database Cluster Expansion: Horizontally Scaling from 32 to 96 Databases

To handle rapid user growth, Notion horizontally scaled its database cluster from 32 to 96 databases. The post details the process, including choosing a data migration strategy, horizontally sharding both the databases and the connection pool (PgBouncer), data replication and validation, and the final seamless switchover. Through careful planning and execution, Notion successfully expanded its database cluster, increasing capacity and performance without any downtime, leaving ample room for future growth.

Ladybird: A Novel Web Browser Built on Web Standards

2025-02-28
Ladybird: A Novel Web Browser Built on Web Standards

Ladybird is a truly independent web browser using a novel engine based on web standards. Currently in pre-alpha, it's intended for developers. Its multi-process architecture—with a main UI process, multiple WebContent renderers, an ImageDecoder, and a RequestServer—prioritizes robustness against malicious content. It runs on Linux, macOS, Windows (with WSL2), and many other *nix systems and leverages several core library components from SerenityOS. Developers are invited to join the Discord server for discussions and contributions.

Firefox Terms of Use: A Deep Dive

2025-02-28
Firefox Terms of Use: A Deep Dive

Firefox, the free and open-source web browser, operates under a comprehensive set of Terms of Use outlining the agreement between users and Mozilla. These terms cover software licensing, intellectual property rights, user feedback, terms for optional features, updates and termination, user responsibilities, limitations of liability, and disclaimers. Users must adhere to Mozilla's Acceptable Use Policy, refraining from infringing on others' rights or violating applicable laws. Mozilla disclaims liability for losses incurred through Firefox usage but commits to notifying users of service suspensions or terminations. California law governs the agreement.

Development Terms of Use

pgRouting: Beyond GeoSpatial, Graph Algorithms in PostgreSQL

2025-02-27
pgRouting: Beyond GeoSpatial, Graph Algorithms in PostgreSQL

pgRouting, a PostgreSQL extension, typically finds the shortest path between two locations. However, this article explores its broader graph capabilities. It demonstrates pgRouting's applications in project management, distributed systems, and recommendation engines. By modeling task dependencies, server networks, and video recommendations as graphs, pgRouting leverages Dijkstra's and A* algorithms to find critical paths, optimal resource allocation routes, and relevant video suggestions. This showcases pgRouting as a powerful lightweight alternative beyond traditional geospatial uses.

Development graph algorithms

Kastle is Hiring a Founding Backend Engineer to Build its AI-Powered Mortgage Servicing Platform

2025-02-27
Kastle is Hiring a Founding Backend Engineer to Build its AI-Powered Mortgage Servicing Platform

Kastle, an AI-powered platform revolutionizing mortgage servicing, seeks a seasoned Backend Engineer to join its founding team. You'll architect and scale Kastle's AI infrastructure, developing backend services for their AI-driven mortgage applications. This requires expertise in Python, asynchronous programming, containerization (Docker, Kubernetes), distributed systems, and financial regulations. This high-impact role offers significant ownership and the chance to shape the technical direction of a fast-growing Fintech startup.

Development

The Yin and Yang of Programming: Reconciling Recursion and Iteration

2025-02-27
The Yin and Yang of Programming: Reconciling Recursion and Iteration

This paper explores the balance between recursion (Yin) and iteration (Yang) in functional programming. The authors argue that while purely functional languages are elegant, they lack the convenience of iteration; conversely, iterative languages, while practical, can lead to complex and hard-to-understand code. To address this, they propose a compromise: introducing controlled, declarative iteration into the purely functional language PyFL. This approach retains the advantages of functional programming while adding iterative flexibility, demonstrating its strengths in AI and other domains, effectively balancing Yin and Yang.

Development iteration

Every Line of Code Is a Potential Bug

2025-02-27

A programmer, attempting to optimize code efficiency in a multithreaded program, changed the wait time from a fixed 1 second to the remaining time. This seemingly simple optimization introduced a potential bug: negative time calculations could result in exceptions. This illustrates a crucial point: code should be kept concise; avoid unnecessary optimizations, as each line introduces potential bugs. Over-optimization doesn't improve efficiency but increases complexity and risk.

Development bugs

Efficient Fabric Launches Compiler Playground for Breakthrough Processor

2025-02-27

Efficient Fabric has launched its Compiler Playground, an interactive software ecosystem enabling developers to experience the performance and energy efficiency of its breakthrough processor architecture. Developers can write or paste C code, which the compiler automatically maps to the Efficient dataflow architecture. The Playground visualizes code distribution and execution across the Fabric's tiles, includes a debugger, and provides battery life estimates showcasing dramatic energy efficiency improvements.

Development processor
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