Minimum Effective Dose: The Kaizen Approach to Life

2025-02-05
Minimum Effective Dose: The Kaizen Approach to Life

Recovering from a root canal, the author explores the concept of the 'minimum effective dose' for exercise and learning. This leads to a reflection on the all-or-nothing approach and an embrace of Kaizen, the philosophy of continuous improvement. Even 8 minutes of reading a day accumulates significant knowledge; even a 5-minute daily sketch builds a meaningful visual record. The author argues that finding one's minimum effective dose for various activities allows for consistent progress and avoids burnout from overly ambitious goals.

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Faster CI with Mill: Selective Testing Strategies

2024-12-30

Running all tests in large codebases is inefficient. This article explores three selective testing approaches: folder-based, dependency-based, and heuristic-based. Folder-based is simple but may miss errors; dependency-based is more thorough but can over-test; heuristic-based optimizes test selection with custom rules, balancing speed and thoroughness. The Mill build tool natively supports dependency-based selective testing, significantly improving CI efficiency. However, combining it with heuristic methods further optimizes the balance between speed and test coverage.

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Escape the Giants: Embracing the Freedom and Challenges of Linux

2025-02-01

This article delves into the reasons for switching from proprietary operating systems to Linux. Linux, based on open-source principles, gives users complete control over their computing environment and offers a plethora of free applications. While Linux may present challenges such as a steep learning curve and compatibility issues, its strong community support, high customizability, and protection of user privacy make it a highly attractive option. The article also introduces beginner-friendly Linux distributions (such as Ubuntu, Linux Mint, and Fedora) and some commonly used open-source software alternatives.

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Development

LoFi's Fight for Survival Against the AI Tide

2025-02-04
LoFi's Fight for Survival Against the AI Tide

LoFi hip hop, a genre that organically exploded online in the mid-2010s, is facing a battle for survival against the onslaught of AI-generated music and cheap royalty-free tracks. Initially, LoFi offered unprecedented opportunities for bedroom musicians and independent artists. However, its commercialization has led platforms like Spotify to replace real artists with AI-generated and royalty-free music, diluting the royalty pool. Yet, Los Angeles-based musician Wish on the Beat has carved a new path, transforming her LoFi beats into ambient tracks, demonstrating the enduring value of authentic artistry. This highlights the importance of supporting independent musicians and resisting the tide of low-quality AI-generated music to preserve the diversity of the music ecosystem.

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Modern C++: Key to Performance, Type Safety, and Flexibility

2025-02-05

This article explores key concepts in modern C++ (C++20 and beyond) for achieving performance, type safety, and flexibility, including resource management, lifetime management, error handling, modularity, and generic programming. The author highlights that many developers still use outdated C++ techniques, leading to less expressive, slower, less reliable, and harder-to-maintain code. The article introduces modern C++ mechanisms and proposes guidelines and profiles to ensure code modernity, aiming to help developers write cleaner, more efficient, and safer C++ code.

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Development Modernization

TracepointArgs: Unlocking Linux Kernel Tracepoints

2025-02-04

Tired of hunting through Linux kernel source code for tracepoint metadata and struct layouts? Meet tracepointargs, a new command-line tool that lists all available Linux kernel tracepoints, their arguments, datatypes, and related structs. It even parses kernel struct layouts, allowing you to understand tracepoint details without digging through source files. Combined with bpftool to generate a vmlinux.h file, you can easily inspect the internals of structures, even recursively expanding nested ones. A must-have for eBPF developers and kernel explorers!

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Development

Slack's Paid Users Drowning in Ads?

2025-01-02
Slack's Paid Users Drowning in Ads?

A paying Slack user complains about the platform being flooded with ads and spam, even after paying thousands of dollars. These ads heavily promote Slack's AI service, but significantly hinder productivity and are incredibly annoying. The author argues this approach is counterproductive and will push for a self-hosted alternative at their company.

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teemoji: The CLI That Adds Emojis to Your Terminal Output

2025-01-30
teemoji: The CLI That Adds Emojis to Your Terminal Output

teemoji is a command-line tool inspired by the classic tee utility. It uses a Core ML model to predict and prepend an appropriate emoji to each line of text, adding a fun, contextual element to your command-line workflows. Features include emoji prediction, standard I/O support, file handling options (append or overwrite), and easy integration into existing shell pipelines. Installation is straightforward via Homebrew, and usage mirrors the standard tee command, with added emoji functionality and helpful options.

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Development

Austin Rents Plummet: A Construction Boom's Unexpected Consequence

2025-01-26
Austin Rents Plummet: A Construction Boom's Unexpected Consequence

Austin rents have been falling for nearly two years, a stark contrast to the pandemic-era surge. A massive apartment building boom in the Austin-Round Rock area has flooded the market with tens of thousands of new units, creating a surplus that's driven down rental costs. While this offers some relief, housing affordability remains a significant challenge, with many renters still heavily burdened by housing expenses. The construction boom itself was fueled by a shift in political attitudes towards housing development, with city officials becoming more supportive of new projects.

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Agentarium: Open-Source Framework for AI Agent Simulations

2024-12-31
Agentarium: Open-Source Framework for AI Agent Simulations

Agentarium is a powerful open-source Python framework for easily creating and managing simulations populated with AI-powered agents. It offers a flexible and intuitive platform for designing complex, interactive environments where agents can act, learn, and evolve. Key features include advanced agent management, robust interaction management, a checkpoint system for saving and restoring states, synthetic data generation, and an extensible architecture. Environments are configured using YAML files.

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Reaktiv: A Reactive Programming Library for Python

2025-01-31
Reaktiv: A Reactive Programming Library for Python

Reaktiv is a reactive programming library for Python, inspired by Angular's reactivity model and featuring first-class async/await support. It simplifies building and managing data-dependent signals, automatically updating dependencies when data changes. With a straightforward API, Reaktiv supports both synchronous and asynchronous contexts, boasts automatic dependency tracking, zero external dependencies, and efficient memory management, significantly reducing the complexity of asynchronous programming.

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Development reactive programming

Janus: A Deep Dive into a Powerful AI Model

2025-01-27
Janus: A Deep Dive into a Powerful AI Model

DeepSeek AI has released a technical report detailing their Janus AI model, covering its architecture, performance, and applications. The report, available as a PDF, offers in-depth technical specifications and is ideal for AI professionals. Janus demonstrates significant potential, hinting at a potential paradigm shift in the AI landscape.

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Thousands of Apps Hijacked to Spy on Your Location

2025-01-10
Thousands of Apps Hijacked to Spy on Your Location

A hack of location data company Gravy Analytics reveals thousands of popular apps, including Candy Crush, Tinder, and MyFitnessPal, are being used to harvest sensitive location data at a massive scale. This data collection, largely occurring through the real-time bidding (RTB) advertising ecosystem, likely happens without users' or developers' knowledge. Gravy Analytics and its subsidiary Venntel have previously sold global location data to US law enforcement, raising serious privacy concerns.

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Coal for Soil Remediation: A Game-Changer?

2025-01-15
Coal for Soil Remediation: A Game-Changer?

This article explores soil degradation and its impact on food security and climate change. Traditional agricultural practices have led to severe soil erosion and degradation. The author introduces biochar, a soil amendment that improves soil fertility, increases crop yields, and enhances carbon sequestration. However, biochar is expensive. The article highlights a cheaper alternative: coal char, produced from pyrolyzed coal. Preliminary studies suggest that coal char offers similar soil improvement benefits to biochar at a fraction of the cost (less than one-tenth). This presents a potential game-changer for large-scale soil remediation, but further research is needed to assess its long-term impacts and environmental risks.

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SmolGPT: A Minimal PyTorch Implementation for Training Small LLMs

2025-01-29
SmolGPT: A Minimal PyTorch Implementation for Training Small LLMs

SmolGPT is a minimal PyTorch project designed for educational purposes, allowing users to train their own small language models (LLMs) from scratch. It features a modern architecture incorporating Flash Attention, RMSNorm, and SwiGLU, along with efficient sampling techniques. The project provides a complete training pipeline, pre-trained model weights, and text generation examples, making it easy to learn about and experiment with LLM training.

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Development LLM training

Big Tech Bypasses the Grid: A Fair Fight?

2025-01-27
Big Tech Bypasses the Grid: A Fair Fight?

Facing soaring energy demands, tech giants are increasingly seeking direct power deals with power plants, bypassing the congested public grid. Amazon Web Services' (AWS) deal with the Susquehanna nuclear plant exemplifies this trend, prompting a regulatory pause by the Federal Energy Regulatory Commission (FERC). Concerns center around potential price hikes for other consumers and fairness. While plant operators argue this improves efficiency and lowers costs, critics fear exacerbating energy shortages and allowing Big Tech to free-ride on grid infrastructure. FERC's decision will set a precedent for future energy market dynamics.

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Tech energy tech

Peephole Optimization in Ruby VM: Adding opt_respond_to

2024-12-31
Peephole Optimization in Ruby VM: Adding opt_respond_to

This is part four of a series on optimizing the Ruby Virtual Machine (VM). The author delves into adding an `opt_respond_to` instruction to CRuby to optimize `respond_to?` method calls. The article details using a debugger to trace code execution, locate the peephole optimizer `iseq_peephole_optimize`, and by analyzing an existing frozen array optimization, attempts to match the pattern of `respond_to?` method calls, laying the groundwork for adding a new optimization instruction. The author uses concise code examples and debugging steps to clearly illustrate the peephole optimization mechanism and how to debug within the CRuby source code.

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Pebble Is Back!

2025-01-27
Pebble Is Back!

The beloved Pebble smartwatch is making a comeback! Founder Eric Migicovsky and his team are developing a new Pebble-like watch running open-source PebbleOS. This revival is thanks to Google open-sourcing the OS and the continued support of the Rebble community. The new watch will retain Pebble's signature simplicity, long battery life, and add some exciting new features. Sign up to get one!

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Hardware

Zuckerberg Approved Meta's Use of Pirated Data to Train Llama, Lawsuit Claims

2025-01-09
Zuckerberg Approved Meta's Use of Pirated Data to Train Llama, Lawsuit Claims

Meta CEO Mark Zuckerberg allegedly approved the use of a dataset called LibGen, containing pirated ebooks and articles, to train Meta's Llama AI models. Plaintiffs, including bestselling authors Sarah Silverman and Ta-Nehisi Coates, accuse Meta of copyright infringement. Meta claims fair use, but plaintiffs argue Meta attempted to conceal infringement by stripping copyright information and even using torrenting to obtain LibGen, exacerbating the violation. The case currently only pertains to Meta's earliest Llama models, and the outcome remains uncertain, but the allegations have already damaged Meta's reputation.

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AI

MindsDB Hiring Office Manager in San Francisco

2025-02-01

Fast-growing AI startup MindsDB is hiring an Office Manager for its San Francisco office. The ideal candidate will have experience in office management, event coordination, and creating a safe and efficient workspace. Responsibilities include facilities management, vendor relations, event planning, and security. The company offers competitive compensation and benefits, including flexible hours, health insurance, and unlimited PTO.

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Generative Models: 2024's Breakthroughs and 2025's Predictions

2025-01-04

This article summarizes the significant advancements in generative models in 2024, covering language models, image generation models, and multimodal models. In language models, decoder-only transformers dominate, with Llama 3 series models standing out, while Mixture-of-Experts models are gaining traction. Image generation is dominated by diffusion models, but autoregressive models show promise. Multimodal models, including visual language models and omni-modal models, have made significant strides, opening up broader possibilities for AI applications. The author predicts trends for 2025, including improved reasoning capabilities, more powerful multimodal models, and more user-friendly interfaces.

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Escape the Tech Noise: The Rise of Calm Tech Certification

2025-01-21
Escape the Tech Noise: The Rise of Calm Tech Certification

Amidst the constant distractions of modern technology, Calm Tech certification emerges as a solution. Founded by Amber Case, the Calm Tech Institute has established 81 standards across six categories—attention, periphery, durability, light, sound, and materials—to reward products designed for focus and minimal distraction. Initial certified devices include the reMarkable Paper Pro and the Mui Board Gen 2, both prioritizing minimalist design and reduced notifications. The Calm Tech Institute plans further research and collaboration with neuroscientists to better understand cognitive needs in UI design.

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Microsoft Open-Sources Document Database Built on PostgreSQL

2025-01-27
Microsoft Open-Sources Document Database Built on PostgreSQL

In a surprising move, Microsoft has launched an open-source document database platform built on a relational PostgreSQL backend. The fully open-source platform, requiring no commercial licensing fees, suggests using the open-source FerretDB as a front-end. This signifies Microsoft's increased embrace of open source and offers a new option for the NoSQL database community. The database leverages two PostgreSQL extensions: pg_documentdb_core (optimizing BSON) and pg_documentdb_api (implementing CRUD and query operations). FerretDB 2.0 integrates with it, boasting a significant performance boost, with up to 20x speed improvements for certain workloads. This move is poised to challenge existing document databases like MongoDB.

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Development

FDA Approves Novel Analgesic, Challenging Opioid Dominance?

2025-02-01
FDA Approves Novel Analgesic, Challenging Opioid Dominance?

The FDA has approved Vertex Pharmaceuticals' Journavx, a new pain medication designed to eliminate the risks of addiction and overdose associated with opioids. Journavx works differently than opioids, blocking proteins that trigger pain signals before they reach the brain. Trials showed it was more effective than a placebo, but not significantly better than a common opioid-acetaminophen combination. Despite its high cost ($15.50 per pill), its non-opioid mechanism and potential offer a significant step in combating the opioid crisis. However, disappointing results in later-stage trials for chronic pain cast uncertainty on its future.

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Building a Polite and Fast Web Crawler: Lessons Learned

2025-01-05

Mozilla engineer Dennis Schubert found that 70% of Diaspora's server load stemmed from poorly-behaved bots, with OpenAI and Amazon contributing 40%. This article details the author's experience building a polite and fast web crawler, covering rate limiting, respecting robots.txt, minimizing refetching, and efficient enqueuing. Using Python and gevent, the author assigns a coroutine per domain for rate limiting and leverages Postgres for efficient queue management and deduplication. This design allows for fast and efficient crawling while respecting target websites.

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Janus-Pro-7B: A Unified Multimodal Understanding and Generation Model

2025-01-27
Janus-Pro-7B: A Unified Multimodal Understanding and Generation Model

DeepSeek introduces Janus-Pro-7B, a novel autoregressive framework unifying multimodal understanding and generation. Unlike previous approaches, Janus-Pro cleverly decouples visual encoding, enabling efficient processing within a single transformer architecture. This decoupling not only resolves the conflict between the visual encoder's roles in understanding and generation but also enhances the framework's flexibility. Janus-Pro surpasses previous unified models and matches or exceeds the performance of task-specific models. Its simplicity, high flexibility, and effectiveness make it a strong contender for next-generation unified multimodal models.

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AI

Fascinating Cab Numbers: Unraveling a Mathematical Puzzle

2025-01-21

This article delves into the mathematical enigma of 'Cab numbers,' which are numbers formed by the product of two factors whose digits, excluding zero, combine to form the same digits as the product. The article presents methods for solving Cab numbers with 3 to 9 digits, providing the count, minimum, and maximum values for each digit range. The author utilizes a Fortran program to compute these Cab numbers, analyzing the properties of their digital roots. The article concludes by listing some results and extending the exploration to scenarios involving three or more factors.

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Misc

Black Magic: A Blazing Fast Circular Buffer

2025-01-11

This article presents a clever optimization of circular buffers using virtual memory paging. Traditional circular buffer read/write operations are inefficient due to boundary handling. The author uses the `mmap` system call to map the buffer to two contiguous virtual memory regions. This allows writes to proceed continuously without boundary checks, drastically improving performance. This method leverages the OS to handle wrap-around automatically, eliminating complex boundary checks and modulo operations. The result is a threefold performance increase.

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Wright's Paradox: Organic Architecture vs. Mile-High Skyscraper

2025-02-06
Wright's Paradox: Organic Architecture vs. Mile-High Skyscraper

The architectural world is divided on the issue of density: pro-density advocates for dense, centralized cities, while anti-density champions decentralized, sprawling suburbs. Frank Lloyd Wright, a renowned architect known for his organic approach emphasizing a building's connection to its surroundings, belonged to the latter camp. His Broadacre City exemplifies this philosophy. Ironically, Wright also designed a mile-high skyscraper, 'The Illinois,' a stark contrast to his organic principles, prompting reflection on the compatibility of organic architecture and high-rise buildings.

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