Icicle: Destructive Updates via Tardis Monad and Stitching Graph

2025-03-20

Icicle, a high-level streaming query language, compiles to C using a struct-of-arrays approach. To ensure purity, the compiler initially inserts copy operations before array mutations. This post details an optimization using the Tardis Monad and a stitching graph to eliminate most of these copies, enabling destructive updates and achieving up to a 50% runtime reduction. The algorithm builds a reference graph to track array references, using forward and backward traversals with the Tardis Monad to determine safe destructive updates. This cleverly combines functional programming concepts with compile-time optimization, offering a novel approach to improving streaming query language performance.

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Development

DeepSeek-R1: An Open-Source LLM That Can Reason

2025-01-27
DeepSeek-R1: An Open-Source LLM That Can Reason

DeepSeek-R1 is a cutting-edge large language model (LLM) that boasts impressive reasoning capabilities. Unlike typical LLMs that simply predict the next word, DeepSeek-R1 generates 'thinking tokens' to systematically solve problems. Its training involves three stages: first, a base model is trained on massive datasets; second, supervised fine-tuning using 600,000 long chain-of-thought reasoning examples generated by a specialized reasoning model; and finally, reinforcement learning to enhance both reasoning and non-reasoning task performance. DeepSeek-R1's success demonstrates that combining high-quality base models with automatically verifiable reasoning tasks significantly reduces reliance on labeled data, paving the way for future LLM advancements.

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AI

One Year Debugging Sleep-Wake Hangs on Linux with AMD GPUs

2025-02-17

The author encountered a persistent issue where their Linux system, equipped with an AMD RX 570 GPU, would crash or hang after attempting to sleep, often resulting in a black screen upon waking. After over a year of intense debugging, involving journal analysis, systemd configuration tweaks, a debug shell, even Ghidra reverse engineering, the root cause was identified as an amdgpu driver bug related to VRAM backup during high memory usage. The solution, finally implemented, leverages the power management notifier API to preemptively back up VRAM before sleep, preventing memory exhaustion errors. This fix is expected in the stable Linux kernel 6.14 release.

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Development GPU driver

Unit Testing Reimagined: Beyond the Dogma

2025-02-15

Traditional unit testing often falls into dogma, leading to wasted time and ineffective tests. This article challenges the very definition of a 'unit', advocating for user-centric integration and end-to-end tests instead of rigidly testing every class or method. The author suggests reducing reliance on code isolation and mocks, leveraging real databases and tools like Docker for increased efficiency and meaningful tests. TDD is presented as not a silver bullet, with software architecture design prioritizing non-functional requirements. Ultimately, the key decision in choosing a testing strategy is balancing quality assurance, refactoring resilience, and speed of feedback; often, modern tools make fast e2e or integration tests feasible.

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Development unit testing

Web3 Insider Confesses: I Barely Use Web3

2024-12-27
Web3 Insider Confesses: I Barely Use Web3

A Web3 veteran since 2018 confesses to rarely using crypto, highlighting the industry's stagnation. Despite billions invested, Web3 products fail to meet the needs of non-crypto users, largely offering volatility and online entertainment. The author reflects on the industry's focus on developer tools over consumer products, noting the shortcomings of traditional finance—high fees, inefficiency—without driving mass crypto adoption. Personal concerns about compliance, wallet management, time constraints, and risk aversion lead him to prioritize simpler investment strategies. He suggests Web3 might be better suited for a future generation.

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Another Baltic Sea Undersea Cable Severed; Latvia Deploys Warship

2025-01-26
Another Baltic Sea Undersea Cable Severed; Latvia Deploys Warship

Another undersea data cable, this time connecting Sweden and Latvia, has been cut in the Baltic Sea, prompting Latvia to dispatch a warship. Officials from both countries suspect external factors caused the damage. The incident follows a series of similar events in recent months, raising concerns about potential sabotage and increasing geopolitical tensions in the region. A suspect vessel has been identified, headed towards Russia. The damage disrupts data transmission, but alternative routes have been established, minimizing impact on end-users.

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Tech

GitHub Action Compromise: tj-actions/changed-files Injecting Malicious Code

2025-03-15
GitHub Action Compromise: tj-actions/changed-files Injecting Malicious Code

A critical security incident has compromised the tj-actions/changed-files GitHub Action, impacting over 23,000 repositories. Attackers retroactively modified multiple version tags to point to a malicious commit, exposing CI/CD secrets in public build logs. StepSecurity Harden-Runner detected this anomaly. The compromised Action executes a malicious Python script that dumps secrets from the Runner Worker process. Immediate action is required: stop using the affected Action and review build logs for leaked secrets.

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Development Malicious Code

AI-Generated CSAM: A First Amendment Showdown

2025-03-20
AI-Generated CSAM: A First Amendment Showdown

A recent US district court case involving AI-generated child sexual abuse material (CSAM) has ignited a First Amendment debate. The court ruled that private possession of AI-generated virtual CSAM is protected under the First Amendment, but production and distribution are not. This case highlights the challenges and legal complexities faced by law enforcement in combating AI-enabled child sexual exploitation and abuse.

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Unearthing the Oldest Lines in Your Git Repo

2025-01-30

The author shares a shell script to find the oldest lines of code in a Git repository. The script uses `git blame` along with `find` and `awk` to filter non-binary files and identify the earliest committed lines, revealing a glimpse into the project's history. While currently limited to commits after 2000, it offers a fascinating look at how the codebase has evolved.

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Development Code History

Developer Creates Game Boy Advance Game in Zig

2024-12-31

A developer created a Game Boy Advance game, 2048, using the emerging programming language Zig. The article highlights Zig's advantages in embedded programming, particularly its streamlined cross-compilation process, efficient memory management (including packed structs), and powerful compile-time code generation. The author contrasts the development experience using C++ versus Zig, noting Zig's ease and efficiency in handling the Game Boy Advance's peculiar memory layout and hardware registers. While Zig has some shortcomings, such as limited inline assembly and Thumb instruction support, its numerous advantages make it an ideal choice for developing games for retro consoles.

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Development Embedded Development

Hubble's Decade-Long Masterpiece: A 417-Megapixel Panorama of Andromeda

2025-01-21
Hubble's Decade-Long Masterpiece: A 417-Megapixel Panorama of Andromeda

A breathtaking 417-megapixel panorama of the Andromeda galaxy, the result of a decade-long effort using over 600 Hubble Space Telescope images, has been unveiled. This unprecedented image reveals 200 million stars and offers unparalleled detail, providing invaluable data for studying Andromeda's history and mergers with smaller galaxies. The project showcases Hubble's enduring power and highlights humanity's persistent quest to unravel the cosmos.

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Say Goodbye to Copy-Pasting: Claude Desktop Gets a Pair Programming Assistant

2025-03-19
Say Goodbye to Copy-Pasting: Claude Desktop Gets a Pair Programming Assistant

Tired of copying and pasting code in and out of Claude's chat window? codemcp is a plugin that transforms Claude Pro into a powerful pair programming assistant. Directly edit files, fix bugs, refactor code, and run tests all within your IDE. Built around safe agentic AI and Git version control, codemcp ensures all changes are reversible. Say goodbye to massive API bills (hello to time-based rate limits!) and hello to efficient, collaborative coding with Claude!

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Development

Spark 1.2 Released: A Major Leap in GPU Texture Compression

2025-03-09

Spark 1.2 is finally here! This real-time GPU texture compression solution boasts major optimizations, new compression formats, and expanded platform support. This release focuses on improving vectorization performance on RDNA, consoles, and Mali GPUs, and includes many unexpected features such as an improved EAC codec, new BC3-YCoCg and HDR codecs, and an ETC2 codec. The development team will focus more on long-term goals, rather than chasing feature requests from potential clients who haven't committed to a license yet. Spark 1.2 also supports Android TV and consoles, and features improved ASTC 6x6 and streaming codecs, as well as sideband data codecs, significantly improving compression quality and performance.

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Musk's DOGE Initiative Leaves Federal Workers in the Dark on 'Deferred Resignation' Plan

2025-02-02
Musk's DOGE Initiative Leaves Federal Workers in the Dark on 'Deferred Resignation' Plan

A recent meeting between staff from Elon Musk's DOGE (formerly the US Digital Service) and their new HR representative, Stephanie Holmes, shed little light on a controversial "deferred resignation" plan. The plan, mirroring a similar tactic used at Twitter, offers employees a delayed resignation but carries the risk of later job cuts. Holmes failed to answer crucial employee questions about project futures, remote work policies, and the details of the agreement, only stressing its legality and the benefits of avoiding layoffs and return-to-office mandates. This lack of clarity leaves employees facing a looming deadline with significant uncertainty about the plan's fairness and true implications.

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Tech

Python Library for Microsoft Edge's Text-to-Speech Service (No Edge or API Key Needed)

2025-01-23
Python Library for Microsoft Edge's Text-to-Speech Service (No Edge or API Key Needed)

edge-tts is a Python library that lets you use Microsoft Edge's online text-to-speech service directly from your Python code or via command-line tools (`edge-tts` and `edge-playback`). No need for Microsoft Edge, Windows, or an API key. It supports multiple languages and voices, offering customization of speed, volume, and pitch. Install via pip and use simple command-line arguments or the Python API.

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Development Microsoft Edge

Salesforce's AI Power-Up: Empowering Every Employee

2025-06-17
Salesforce's AI Power-Up: Empowering Every Employee

Salesforce is announcing significant updates to its Agentforce, Customer 360 Apps, and Slack offerings, streamlining AI adoption. Key changes include: generally available Agentforce add-ons and Agentforce 1 Editions offering unlimited employee AI usage; price increases for Enterprise and Unlimited Editions starting August 1, 2025; and Slack plan updates adding AI features to all paid plans and Salesforce channels to all plans (including free). New Agentforce add-ons and editions provide unlimited generative AI access, pre-built templates, AI-powered analytics, and more. This overhaul aims to empower every employee with AI, driving customer success.

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Tech

OmniParser V2: Screen Parsing Tool for Pure Vision-Based GUI Agents

2025-02-15
OmniParser V2: Screen Parsing Tool for Pure Vision-Based GUI Agents

OmniParser is a comprehensive method for parsing UI screenshots into structured, understandable elements, significantly boosting GPT-4V's ability to generate actions accurately grounded in interface regions. The recently released OmniParser V2 achieves state-of-the-art results (39.5% on Screen Spot Pro) and introduces OmniTool, enabling control of a Windows 11 VM using your vision model of choice. Detailed installation instructions and demos are provided, with model weights available on Hugging Face.

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Australia's Treasury Copilot Trial: ROI Positive, But Employee Confidence Lags

2025-02-13
Australia's Treasury Copilot Trial: ROI Positive, But Employee Confidence Lags

A 14-week trial of Microsoft 365 Copilot by Australia's Department of the Treasury showed a positive return on investment (ROI), but employee confidence in its workplace effectiveness fell short. The trial revealed Copilot's actual applicability was lower than anticipated, with most participants using it less than three times a week. While Copilot excelled at basic administrative tasks like summarizing information and generating meeting minutes, it struggled with more complex tasks. The Treasury concluded that more careful staff selection, comprehensive training, and ongoing monitoring of AI's impact are crucial. The findings also hinted that AI-as-a-service might not be suitable for organizations handling sensitive data like the Treasury, suggesting on-premises AI infrastructure may be preferable.

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Tech

Sei (YC) Hiring Full-Stack Engineer (TypeScript, React, Gen AI)

2025-01-24
Sei (YC) Hiring Full-Stack Engineer (TypeScript, React, Gen AI)

Sei, a Y Combinator-backed AI-powered regulatory compliance platform, is hiring a full-stack engineer. They use TypeScript, React, Next.js, and Python, building a scalable and secure platform. The ideal candidate is experienced, takes ownership, and aligns with Sei's human-centric, fast-execution culture. Competitive salary and equity are offered, but expect intense work.

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Startup

Remco: A Lightweight Configuration Management Tool

2025-02-16
Remco: A Lightweight Configuration Management Tool

Remco is a lightweight configuration management tool inspired by confd. It keeps local configuration files up-to-date using data from key/value stores like etcd or Consul, processing template resources and reloading applications automatically. Unlike confd, Remco supports multiple source/destination pairs and backends per template resource, uses the Pongo2 template engine, and includes features like zombie reaping, plugin support for additional backends, and easy custom template filter creation with JavaScript. Installation is straightforward, with options for building from source or downloading pre-built binaries.

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Toxic Legacy: Dried-Up Reservoir Reveals a Health Crisis

2025-03-20
Toxic Legacy: Dried-Up Reservoir Reveals a Health Crisis

Jesús displays infected spots on his hands caused by water pollution at the completely dry Endhó Dam reservoir. Independent scientific reports reveal the nearby soil contains numerous toxic substances dumped by chemical plants, causing skin allergies among residents. These include heavy metals like lead and mercury, arsenic, cyanide, nitrates, and other pollutants far exceeding environmental limits. Data suggests at least two generations of locals suffer from serious health issues, including cancer, kidney, and lung diseases.

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EmacsConf 2024: A Smoothly Run Online Conference

2024-12-28

EmacsConf 2024 successfully concluded! This post, written by Sacha Chua, reflects on the conference's preparation, execution, and lessons learned. From the call for proposals to the final presentations, organizers cleverly used automation tools (Org mode, emacsconf-mail.el, Ansible, etc.) to boost efficiency and leveraged technologies like BigBlueButton and WhisperX for a smooth experience. While technical challenges (BBB server configuration, audio syncing) arose, they were effectively addressed. Sacha shares insights into time management, volunteer coordination, and future improvements, showcasing dedication to the open-source community.

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Development online conference

Resurrecting a Caltech DEC Pro 380: A Retro Hardware Upgrade

2025-03-22
Resurrecting a Caltech DEC Pro 380: A Retro Hardware Upgrade

This article details the author's journey upgrading a vintage DEC Professional 380 computer, a relic from Caltech, based on the PDP-11 architecture. This machine represents one of DEC's less successful forays into the personal computer market, but its robust build and unique design remain fascinating. The author meticulously documents the upgrade process, including replacing the aging hard drive with an SSD and upgrading the RAM, alongside experiences using the PRO/VENIX operating system. Interwoven is a compelling history of DEC's struggles in the PC market and the evolution of the PDP-11 architecture, making for a technically detailed and engaging read.

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Hardware

Databricks in Talks to Acquire Open-Source Database Startup Neon for $1B+

2025-05-05
Databricks in Talks to Acquire Open-Source Database Startup Neon for $1B+

Data and AI unicorn Databricks is in advanced talks to acquire Neon, a maker of an open-source database engine, for approximately $1 billion, according to four sources familiar with the matter. While some believe the deal is done, sources say negotiations are ongoing and could still fall apart. The final price could exceed $1 billion when employee retention packages are included. Neon and its CEO declined to comment, and Databricks did not respond to a request for comment.

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MCP: A Unified Interface for AI Agents

2025-03-08
MCP: A Unified Interface for AI Agents

Imagine a universal interface connecting AI models to various tools and data sources – that's MCP (Model Context Protocol). Like a USB-C port for AI, it simplifies AI's interaction with the external world. Unlike traditional APIs requiring individual integrations, MCP offers standardization, dynamic discovery, and real-time, two-way communication, making AI applications more flexible and efficient. It's ideal for complex scenarios needing context awareness, such as smart scheduling assistants and advanced IDEs.

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Development

Washington Post Drops 'Democracy Dies in Darkness' Slogan

2025-01-16
Washington Post Drops 'Democracy Dies in Darkness' Slogan

The Washington Post has abandoned its iconic 'Democracy Dies in Darkness' slogan, replacing it with 'Riveting Storytelling for All of America.' This shift has sparked internal controversy and is linked to owner Jeff Bezos' refusal to endorse Kamala Harris and a pursuit of aggressive growth targets. The new strategy emphasizes an AI-powered platform to deliver news to all Americans, aiming for 200 million paying users. This move is seen as a strategic pivot driven by commercial pressures, raising concerns about the Post's journalistic independence and values.

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From SvelteKit to Plain HTML: A Website Rewrite

2025-01-15

Frustrated with the complexities of SvelteKit's build system, the author decided to rewrite their personal website using plain HTML and CSS. The process involved using Pandoc to convert Markdown to HTML and Python with uv for a lightweight build pipeline. Despite the small scale of the site, the rewrite resulted in a reduction in size from 356kb to 88kb and simpler, easier-to-understand code. The author notes remaining issues like code duplication and lack of live reloading, intending to address them in future improvements. The project serves as a simple template for building static sites with Markdown blogs.

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Development

testtrim: The Testing Tool That Couldn't Test Itself (Until Now)

2025-01-25

Mathieu Fenniak details his journey adding syscall tracing to testtrim, an experimental project optimizing software test execution. Initially, testtrim used strace to identify test dependencies but couldn't test itself because strace can't trace an already-traced process. Two nested tracing attempts failed: the first due to abysmal performance, the second due to shared state and non-atomicity in strace's output. The solution involved using FIFO pipes and shared memory for real-time data streaming between parent and child processes, enabling self-testing and validating testtrim's value in reducing test targets.

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Development syscall tracing

NAND Flash Prices Plummet Amidst Oversupply

2025-02-18
NAND Flash Prices Plummet Amidst Oversupply

NAND flash prices are expected to fall due to oversupply, forcing memory chipmakers to cut production. Lower-than-expected demand from PC and smartphone manufacturers is contributing to the glut. TrendForce revised growth forecasts down to 10-15% for 2025. While prices are expected to remain weak in the first half of 2025, AI server demand for SSDs is projected to boost shipments in the second half. The market is adjusting, with experts predicting a price recovery in the latter half of the year driven by AI and the transition to advanced technologies.

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