uv Build Backend: Faster and Smoother Python Builds

2025-07-03

uv's native build backend, uv_build, significantly improves the speed and user experience of building Python projects. It features sensible defaults, aiming for zero configuration for most users, while offering flexible configuration to accommodate diverse project structures. uv_build currently supports pure Python code; alternative backends are needed for libraries with extension modules. Use this backend by adding `uv_build` to your `pyproject.toml` or by creating a new project with `uv init --build-backend uv`. uv_build also optimizes package name normalization, module discovery, and file inclusion/exclusion strategies, leading to more predictable and repeatable builds.

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Development

Code Is All You Need: The Limitations of Multi-Component Pipelines (MCPs)

2025-07-03
Code Is All You Need: The Limitations of Multi-Component Pipelines (MCPs)

This article challenges the practicality of Multi-Component Pipelines (MCPs) for many tasks, arguing that their heavy reliance on inference makes them inefficient and difficult to scale. The author uses a personal example – converting reStructuredText to Markdown – to demonstrate a superior approach: using LLMs to generate code that performs the task, followed by LLM-based validation. This method reduces inference dependency, enhances reliability, and scales well, especially for repetitive tasks. While acknowledging MCP's strengths in niche scenarios, the author concludes that its inherent limitations hinder large-scale automation. The future, they suggest, lies in developing more effective code generation techniques coupled with LLM validation and explanation to improve usability and applicability.

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Development

CoMaps: The Open-Source Navigation App Launches!

2025-07-03

CoMaps, a community-driven, open-source navigation app, is now available on Google Play Store, Apple App Store, and F-Droid! Offering offline search and route planning, battery-saving features, and a privacy-respecting design, CoMaps is completely free and ad-free. All decisions are made publicly and transparently, empowering the community. Download CoMaps today and experience navigation powered by the community!

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Max's Imagebin: A Testament to Simplicity

2025-07-03
Max's Imagebin: A Testament to Simplicity

This story recounts the tale of Max, a programmer, and his Imagebin, a 15-year-old PHP image upload script. Imagebin's code is remarkably simple, a mere 233 lines, mostly changelog. The author attempted a Go rewrite, only to find the codebase ballooned and readability suffered. This led to a reflection on the complexity of software design, highlighting the ease of maintenance provided by concise code. Max's Imagebin's longevity is attributed to this simplicity. Ultimately, the author decided to keep Max's code and stick with PHP.

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Development

Building a Linux Kernel Natively on macOS: A Journey Through Compilation Hell

2025-07-03
Building a Linux Kernel Natively on macOS: A Journey Through Compilation Hell

This post details the author's experience building a Linux kernel (RISC-V architecture) natively on macOS. The journey was fraught with challenges: an outdated make version, macOS's ld being incompatible with Linux expectations, missing elf.h and byteswap.h headers, and version conflicts with uuid_t and sed. The author overcame these by using Homebrew to install updated toolchains (make, llvm, lld, libelf, gnu-sed) and creating patches to address header file discrepancies and type definition conflicts. The kernel was successfully built, with macOS showing faster build times than Docker for clean builds, but slower incremental builds. The author concludes that fixing build issues is an ongoing, iterative process similar to continuous integration.

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Development

Kyber: Hiring Elite Enterprise BDRs for its AI-Powered Document Platform

2025-07-03
Kyber: Hiring Elite Enterprise BDRs for its AI-Powered Document Platform

Kyber is hiring elite Enterprise BDRs to fuel the growth of its AI-native document platform. This platform has already helped insurance companies consolidate 80% of their templates, reduce drafting time by 65%, and compress communication cycles by 5x, while achieving 20x revenue growth and profitability. Kyber seeks candidates with excellent communication, resourcefulness, and teamwork skills, offering competitive compensation and benefits.

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Startup

Common Questions and Answers on AI Evaluation: Lessons from 700+ Engineers and PMs

2025-07-03
Common Questions and Answers on AI Evaluation: Lessons from 700+ Engineers and PMs

This post summarizes frequently asked questions encountered while teaching 700+ engineers and product managers an AI evaluation course. Topics covered include whether RAG is dead, model selection, annotation tools, evaluation methodologies, synthetic data generation, and gaps in existing evaluation tooling. The authors stress the importance of error analysis, advocating for binary evaluations over Likert scales, and sharing best practices for building custom annotation tools, choosing appropriate chunk sizes, and evaluating RAG systems. The post also discusses the differences between guardrails and evaluators, minimum viable evaluation setup, evaluating agentic workflows, and the different uses of evaluations in CI/CD versus production monitoring.

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Development Error Analysis

ICEBlock App Explodes in Popularity After Attorney General Criticism

2025-07-03
ICEBlock App Explodes in Popularity After Attorney General Criticism

ICEBlock, an iPhone app allowing anonymous reporting of ICE agent sightings, has skyrocketed in Apple's US App Store rankings. Ironically, criticism from Florida Attorney General Pam Bondi fueled its viral ascent. The app, primarily used in Los Angeles where ICE raids are frequent, saw a massive surge in downloads following Bondi's comments. Users can report ICE sightings within a 5-mile radius; the app sends notifications and, importantly, doesn't collect user data, a fact confirmed by TechCrunch's network traffic analysis.

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Double Detonation: A New Theory for Type Ia Supernovae

2025-07-03
Double Detonation: A New Theory for Type Ia Supernovae

The origin of Type Ia supernovae has long puzzled astronomers. The traditional view involves a white dwarf accreting mass until it reaches the Chandrasekhar limit, triggering an explosion. However, observations suggest a higher frequency than this mechanism predicts. A promising new theory, the 'double detonation' model, suggests that helium accumulating on a white dwarf's surface fuses (first detonation), triggering the fusion of carbon and oxygen in the core (second detonation), leading to a supernova. This bypasses the need for the Chandrasekhar limit, potentially explaining the observed frequency, but the rapid succession of explosions and complex environment make observational verification challenging.

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JavaScript Function Declarations: Three Ways to Define Functions

2025-07-03
JavaScript Function Declarations: Three Ways to Define Functions

This article delves into the nuances of JavaScript's three function declaration styles: function declarations, function expressions, and arrow functions. Function declarations are hoisted; function expressions can be named, but their names aren't bound to the scope; arrow functions are concise but lack `this` binding, constructor capabilities, and generator functionality. The choice depends on whether you're using the `this` keyword, need generator functions, and prioritize code readability. A flowchart is provided to guide developers in choosing the appropriate function declaration style for different situations.

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Development functions

The Future of Coding: Anxiety, Hope, and the Rise of the AI-Augmented Developer

2025-07-03
The Future of Coding: Anxiety, Hope, and the Rise of the AI-Augmented Developer

A young programmer's anxiety sparks a reflection on the future of coding careers in the age of AI. The author, drawing on 28 years in tech, addresses the anxieties surrounding AI-driven job displacement. The argument posits that AI will not replace programmers, but rather augment their abilities, freeing them to focus on creative problem-solving. The future programmer will need to master context, effectively guide AI tools, and remain a lifelong learner to avoid stagnation. The core value of a programmer – problem-solving, critical thinking, and uniquely human ingenuity – remains irreplaceable by AI.

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Development

LLMs: Code Generation Speedup, But Understanding Remains the Bottleneck

2025-07-03
LLMs: Code Generation Speedup, But Understanding Remains the Bottleneck

The advent of Large Language Models (LLMs) has dramatically increased code generation speed. However, this hasn't solved the real bottlenecks in software engineering: code reviews, knowledge transfer, testing, debugging, and team collaboration. The article argues that LLMs lower the cost of writing code, but the cost of understanding, testing, and trusting that code is higher than ever. LLM-generated code can be hard to understand, violate established conventions, or introduce unintended side effects, increasing review and maintenance difficulty. Ultimately, software engineering still relies on team trust, shared context, and meticulous code review—these are the keys to efficiency.

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Development

Sound Waves Rewire Gene Activity in Cells

2025-07-03
Sound Waves Rewire Gene Activity in Cells

Audible sound waves can alter gene expression in mouse cells, according to a new study in Communications Biology. Researchers exposed mouse myoblast cells to various frequencies of sound, discovering that over 100 genes showed altered activity. The sound increased cell adhesion and reduced fat accumulation. This non-invasive approach holds potential for regenerative medicine and cancer treatment, with human trials a possibility within the next decade.

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Hidden Secrets in GitHub's Deleted Commits: A $25k Bug Bounty Story

2025-07-03
Hidden Secrets in GitHub's Deleted Commits: A $25k Bug Bounty Story

White-hat hacker Sharon Brizinov leveraged the GitHub Archive and GitHub Events API to discover that GitHub retains deleted commits, even after force pushes. By scanning every force push event since 2020, he uncovered $25,000 worth of bug bounties. He partnered with Truffle Security to open-source a tool, Force Push Scanner, that helps users scan their GitHub organizations for hidden commits and leaked secrets. This highlights that even seemingly deleted commits can pose security risks, emphasizing the importance of code security.

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Tech

Interstellar Object A11pl3Z Speeds Toward the Sun

2025-07-03
Interstellar Object A11pl3Z Speeds Toward the Sun

Astronomers have detected A11pl3Z, a potential interstellar object hurtling through our solar system. This could be only the third interstellar visitor ever observed, following Comet 2I/Borisov and 'Oumuamua. Estimated to be up to 20 kilometers across, A11pl3Z is approaching the inner solar system at a breakneck speed. It will make its closest approach to the sun on October 23rd and pose no threat to Earth. Scientists are eager to study this mysterious object using advanced telescopes like the James Webb Space Telescope to learn more about its origin and composition.

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Tech

Hypersonic Interstellar Comet 3I/ATLAS: A Record-Breaking Visitor

2025-07-03
Hypersonic Interstellar Comet 3I/ATLAS: A Record-Breaking Visitor

Astronomers have discovered the third interstellar object, 3I/ATLAS, originating outside our solar system. This comet is remarkably fast, traveling at 60 kilometers per second towards the Sun, far exceeding previous interstellar visitors. Its orbit is largely unaffected by the Sun's gravity, giving scientists at least eight months of observation time. Unlike 'Oumuamua and 2I/Borisov, 3I/ATLAS's discovery, coupled with the capabilities of future telescopes like the Vera C. Rubin Observatory, suggests a significant increase in the detection rate of interstellar objects—potentially several per year.

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China's Digital ID: A Giant Leap in State Control

2025-07-03
China's Digital ID: A Giant Leap in State Control

China will launch national digital IDs on July 15th, shifting online verification from private companies to the government. This represents a massive shift in state control over citizen data, drastically altering how the digital lives of its citizens are managed and surveilled. The move has implications for the distribution of profits in the online economy and could even reshape the future of AI in China. This builds upon the existing national ID card system introduced in 1984.

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Amazon to Shutter Standalone Freevee App in August 2025

2025-07-03
Amazon to Shutter Standalone Freevee App in August 2025

Amazon will shut down its standalone Freevee app in August 2025, consolidating its free, ad-supported streaming content onto Prime Video. This follows an announcement made in November 2024. Users can continue accessing Freevee's movies, shows, and live TV on Prime Video at no cost, even without a Prime subscription. The move is seen as a strategic simplification, centralizing Amazon's streaming offerings around Prime Video.

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Tech

OpenAI and News Orgs Battle Over ChatGPT Log Data

2025-07-03
OpenAI and News Orgs Battle Over ChatGPT Log Data

A tug-of-war is underway between OpenAI and news organizations over access to ChatGPT log data. News outlets seek access to demonstrate copyright infringement and market dilution of their content. OpenAI, concerned about exposing itself to further legal risk, has agreed only to provide anonymized subsets of the data, and negotiations continue on the search process. Legal experts express concern that judges aren't fully considering the impact on a widely used product and the data security risks involved.

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Tech

Columbia University Hit by Hacktivist Data Breach: 2.5 Million Applicant Records Compromised

2025-07-03
Columbia University Hit by Hacktivist Data Breach: 2.5 Million Applicant Records Compromised

Columbia University suffered a significant data breach, with a hacktivist claiming responsibility for stealing 460GB of data, including details from 2.5 million student applications spanning decades. The hacker, allegedly motivated by a political agenda, targeted information on applicant acceptance/rejection, citizenship, ID numbers, and academic programs. While the university has engaged a cybersecurity firm and claims no recent malicious activity, the full extent of the breach, which also included employee and applicant Social Security numbers, remains under investigation and could take months to determine.

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Tech hacktivism

Nintendo Switch 2's USB-C Port: Why Doesn't It 'Just Work'?

2025-07-03
Nintendo Switch 2's USB-C Port: Why Doesn't It 'Just Work'?

The Nintendo Switch 2's USB-C port isn't as universal as expected. Third-party manufacturers reveal Nintendo employs a new encryption scheme and dedicated encryption chip, hindering compatibility with most third-party docks and video glasses. This has resulted in a scarcity of portable Switch 2 docks. While the official Nintendo dock functions correctly, this approach limits user convenience and choice, sparking controversy. While Nintendo cites security concerns, the necessity of these measures remains debated.

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Game

Trump Admin Seeks to Shutter Key Climate Change Research Lab

2025-07-03
Trump Admin Seeks to Shutter Key Climate Change Research Lab

The Trump administration's proposed budget aims to shut down the Mauna Loa Observatory in Hawaii, a critical facility that has gathered the most conclusive evidence of human-caused climate change since the 1950s. The lab's Keeling Curve data, an iconic chart in modern science, documents the steady rise in atmospheric CO2. Closing the lab would disrupt this invaluable long-term data record, severely impacting climate change research. This move reflects a broader Trump administration plan to slash climate-related research, shifting the National Oceanic and Atmospheric Administration (NOAA)'s focus from climate science to weather forecasting.

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Catwatchful Spyware Leak Exposes 60K+ Users, Admin

2025-07-03
Catwatchful Spyware Leak Exposes 60K+ Users, Admin

A security vulnerability in Catwatchful, a stealthy Android spyware app, exposed the email addresses and plaintext passwords of over 62,000 customers and the phone data of 26,000 victims. Masquerading as a child monitoring app, Catwatchful secretly uploads photos, messages, location data, and audio/video recordings. Security researcher Eric Daigle uncovered the flaw, revealing the app's administrator, Omar Soca Charcov. This incident highlights the prevalence and risks of consumer-grade spyware, underscoring the need for enhanced user privacy protections.

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Tech

Unlocking the Universe's Elemental Origins: Scientists Crack the i-Process Mystery Using FRIB

2025-07-03
Unlocking the Universe's Elemental Origins: Scientists Crack the i-Process Mystery Using FRIB

Scientists at Michigan State University's Facility for Rare Isotope Beams (FRIB) have successfully observed the decay of key isotopes in the i-process, precisely measuring their neutron capture rates. This provides crucial evidence to explain the unusual abundance of heavy elements in some metal-poor, carbon-enhanced stars and offers a new perspective on the origin of heavy elements in the universe. The team plans to apply this technique to the r-process to further unravel the mystery of the origin of heavier elements like gold, silver, and platinum.

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LLMs as Compilers: The Future of Code Generation?

2025-07-03

The author envisions a novel software development paradigm: using Large Language Models (LLMs) as compilers. Instead of directly writing code, engineers provide context (requirements, test cases, etc.) to the LLM, which iteratively generates and integrates code. Engineers focus on context and testing, while the LLM handles code generation and integration. This lowers the barrier to entry, increases development speed, and potentially revolutionizes software engineering. While LLM outputs aren't perfectly predictable, testing and iteration ensure reliability. The core idea is treating code as an intermediate layer; the goal is functionality, not perfect code.

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Development

Gene Therapy Restores Hearing in Patients with Genetic Deafness

2025-07-03
Gene Therapy Restores Hearing in Patients with Genetic Deafness

A groundbreaking gene therapy offers new hope for individuals suffering from genetic deafness. A study in China involving ten patients with hearing loss caused by mutations in the OTOF gene demonstrated significant hearing improvement after a single injection of a functional OTOF gene into the inner ear. Most patients experienced some hearing recovery within a month, with substantial improvement observed after six months. Younger patients (ages 5-8) showed the best response, but adults also benefited. The therapy proved safe and well-tolerated, with no serious adverse effects reported. Researchers plan to expand this approach to other genes associated with deafness, promising a potential cure for various forms of genetic hearing loss.

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The Evolution of Go Caching Libraries: From Ristretto to Otter v2

2025-07-03

This article explores the evolution of Go caching libraries. Early Go cache libraries suffered from concurrency and performance bottlenecks. Ristretto emerged as a leader, offering high throughput and good hit rates, but its design flaws eventually led to decreased hit rates and suboptimal performance under specific loads. Theine and Otter v1 followed, attempting to address Ristretto's shortcomings, each with its own strengths and weaknesses. Finally, the author developed Otter v2, which incorporates lessons learned from its predecessors and borrows from Java's Caffeine library to achieve high throughput, high hit rates, and rich features, making it a top contender among Go caching libraries.

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Hunting a Higgs-Bugson: Debugging a Kernel-Level NFS/Kerberos Issue

2025-07-03
Hunting a Higgs-Bugson: Debugging a Kernel-Level NFS/Kerberos Issue

Engineers encountered a difficult-to-reproduce bug causing file copy failures (-EACCES) in Gord, a critical trading data system. Disabling Kerberos resolved the issue, pointing to authentication problems. Investigation revealed the kernel obtains Kerberos credentials via the rpc_gssd daemon, but logs showed no anomalies. Extensive testing, including creating an in-memory fake filesystem and using bpftrace for kernel tracing, finally pinpointed the issue: high NFS server load caused request retransmissions. The kernel mishandled requests/responses with identical XIDs but different GSS sequence numbers, leading to checksum mismatches and errors. The engineer fixed the kernel to prevent immediate retransmission due to sequence number mismatches.

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Development kernel bug

Zen and Quakerism: A Practitioner's Dual Enlightenment

2025-07-03
Zen and Quakerism: A Practitioner's Dual Enlightenment

The author, raised in a Quaker family, discovered Buddhism at 27 and found a remedy for depression through Zen meditation. The article details how she integrated Zen meditation techniques into Quaker silent worship, ultimately finding inner peace and a pursuit of world peace within both faiths. She argues that while Zen emphasizes enlightenment experiences and Quakerism focuses on practicing compassion and creating peace, both paths ultimately lead to self-discovery and reduced suffering.

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Misc Quakerism

US Climate Assessment Websites Vanish

2025-07-03
US Climate Assessment Websites Vanish

Websites displaying legally mandated US national climate assessments have mysteriously disappeared, raising concerns about access to crucial climate information. These reports, vital for state and local governments and the public to understand the impacts of climate change in their areas, have vanished, leaving a void in critical risk information. Scientists highlight the cost-saving and life-saving importance of these peer-reviewed reports. While the White House claims the information will be transferred to NASA, details remain scarce, and NASA and NOAA have not responded to inquiries. This action is criticized as tampering with facts and restricting public access to information, potentially increasing climate-related risks.

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