The Clever Design and Shortcomings of C++'s std::adjacent_difference

2025-08-25

This article delves into the design philosophy of the `std::adjacent_difference` algorithm in the C++ standard library. This algorithm computes the differences between adjacent elements of an input sequence, copying the first element to the output. While this design ensures symmetry with `std::partial_sum`, mirroring differentiation and integration in calculus, it also limits its genericity, as the difference between elements of an arbitrary type might have a different type. The article further draws parallels to derivatives and integrals in calculus, explaining the algorithm's design rationale and contrasting it with Q's more flexible `deltas` function. The conclusion is that, while Stepanov's original intent was sound, the algorithm lacks genericity; C++23's `pairwise_transform` offers a more flexible alternative.

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Development generic programming

Halt and Catch Fire: A Tech History Curriculum

2025-08-25

This website offers a 15-class tech history curriculum based on the TV series, Halt and Catch Fire (2014-2017). Designed for small, self-forming groups, the curriculum uses the show to explore the tech landscape of the 1980s and 90s. Each class includes pre-viewing material, RFCs and emulators for reflection, discussion prompts, readings, episode summaries, and content warnings. Perfect for a tech history 'watching club'.

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YC Backs Epic in Apple App Store Fee Fight

2025-08-25
YC Backs Epic in Apple App Store Fee Fight

Y Combinator filed an amicus brief supporting Epic Games' lawsuit against Apple, arguing that Apple's App Store fees (up to 30%) and anti-steering restrictions stifle startup growth. YC contends Apple's policies create insurmountable barriers to entry, hindering competition and innovation. They urge the court to uphold a previous ruling forcing Apple to allow developers to freely link to off-App Store purchase options without extra fees. This ruling has already spurred renewed investor interest in previously unviable app-based business models.

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Startup

Algorithm Nightmare: An O(EV+VlogVlogK) Solution for Counting Paths of Length K

2025-08-25

This article tackles a seemingly simple algorithmic problem: finding the number of paths of length K between nodes A and B in a directed, unweighted graph. Starting with basic BFS and dynamic programming, the author delves into more advanced techniques, including matrix exponentiation, linear recurrences, generating functions, annihilating polynomials, and the Berlekamp-Massey algorithm. The result is a stunning O(EV+VlogVlogK) solution, significantly faster than traditional O(EK) or O(V³logK) approaches. The author clearly explains the principles and connections between these algorithms, highlighting the problem's complexity and the elegance of the solution.

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Development linear recurrences

Typo-Squatting Attack Steals GitHub Credentials via ghrc.io

2025-08-25

A simple typo, 'ghrc.io' instead of 'ghcr.io', has led to a malicious attack stealing GitHub credentials. The attacker uses 'ghrc.io' to mimic GitHub's container registry, ghcr.io. While seemingly a default Nginx installation, 'ghrc.io' responds to OCI API requests (/v2/) with a 401 Unauthorized error and a www-authenticate header, directing clients to send credentials to https://ghrc.io/token. This cleverly mimics legitimate container registries. Logging into 'ghrc.io' results in credential theft. Attackers could use these credentials to push malicious images or directly access GitHub accounts. Check if you've logged into 'ghrc.io' and change your passwords and PATs immediately.

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Building Games: 3 Months vs. 3 Days with LLMs

2025-08-25

A software engineer with 15 years of experience built two web-based card games based on Argentinian card games in his spare time: one in 3 months, the other in 3 days. The first, Truco, was built entirely by hand using Go for the backend and React for the frontend. The second, Escoba, leveraged the power of LLMs (Claude) to drastically reduce development time for the backend. The author details the process using Go, WASM, and React, providing a minimal Tic-Tac-Toe game as a starting point to encourage others to try game development.

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Game

The AI Bubble: Déjà Vu or a New Paradigm?

2025-08-25

This article explores whether the current surge in AI investment constitutes a bubble, drawing parallels to historical examples like the Railway Mania and the dot-com bubble. The author highlights common patterns in tech bubbles: technological breakthroughs, capital influx, speculative frenzy, and reality checks. Despite the unprecedented transparency of the current AI bubble, the allure of participation remains strong. The article concludes by examining reasons why AI might defy historical patterns, strategies for profiting from the inevitable correction, and the importance of rational investment and risk management.

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Parquet v2: Performance Gains vs. Ecosystem Adoption Hurdles

2025-08-25

Parquet version 2 offers significant performance improvements, reducing file sizes and speeding up read/write times, especially for datasets with many numeric values. However, limited ecosystem support means many tools remain incompatible, hindering the realization of these gains. The author encountered compatibility issues firsthand, highlighting that v2's advantages primarily benefit self-contained systems, while third-party integration remains challenging. While Parquet v2 shows performance improvements, its low adoption currently limits its practical benefits. Consider adopting the latest specification only if you control the entire data processing pipeline.

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Development

UK's Online Safety Act: A Global Censorship Clash?

2025-08-25

The UK's Online Safety Act, intended to protect children, is facing intense backlash for its censorship of legitimate news and criticism. The Act requires adult identity verification for website access and imposes hefty fines on large sites, leading some to block UK users entirely. The government labels critics as aiding online predators, attempting to delete critical posts. This has prompted US government intervention, citing free speech violations and damage to the US-UK alliance. The UK regulator Ofcom is targeting 4chan, potentially escalating the conflict and sparking political confrontation.

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Rust In-Memory Filesystem Performance: Surprisingly, It Doesn't Matter

2025-08-25

While building a CLI tool in Rust, the author attempted to use an in-memory filesystem for faster file management tests. After exploring crates like `vfs` and `rsfs`, the surprising conclusion was that modern SSDs and OS filesystem caching are so efficient that there's virtually no performance gain from using an in-memory filesystem. Benchmarks consistently showed around 45ms for tests using in-memory filesystems, regular filesystems, and even a ramdisk—a stark contrast to expectations. The author invites readers to share examples where using an in-memory filesystem yields noticeable performance differences.

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Development in-memory filesystem

From Hackathon to YC: The Birth of AI Assistant April

2025-08-25
From Hackathon to YC: The Birth of AI Assistant April

Neha and her team, almost skipping a hackathon, unexpectedly won a Y Combinator interview with their AI voice email response project, Inbox Zero. In just one week, they attracted 150 users, proving market demand. They expanded Inbox Zero into the more comprehensive AI assistant, April, helping users manage email, calendars, and meeting prep, thus saving time. Under YC's intense training, April won the "best demo" award, becoming a daily tool relied upon by users. This story showcases the journey from a simple hackathon project to a successful startup, and the accelerating effect of YC.

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AI

Sping: A Modern Terminal HTTP/TCP Latency Monitor

2025-08-25

Sping is a modern terminal-based tool for monitoring HTTP/TCP latency with real-time visualization, phase timing, and advanced analytics. It supports HTTP and TCP protocols, displaying response times, outlier detection, and statistics in an interactive terminal UI or via plain text and JSON output. Features include customizable intervals, counts, thresholds, and multiple color palettes. Easy to install via pip and produces compelling screenshots for collaboration, sping helps diagnose network latency issues at layers 4+.

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ContextForge MCP Gateway: Unifying REST, MCP, and A2A

2025-08-25
ContextForge MCP Gateway: Unifying REST, MCP, and A2A

ContextForge MCP Gateway is a powerful gateway, proxy, and MCP registry that federates MCP and REST services, unifying discovery, auth, rate-limiting, observability, virtual servers, multi-transport protocols, and an optional admin UI into a single, clean endpoint for your AI clients. It runs as a fully compliant MCP server, deployable via PyPI or Docker, and scales to multi-cluster environments on Kubernetes with Redis-backed federation and caching. Currently in alpha/early beta, it's not production-ready but ideal for development and experimentation. Note: This is an open-source component with no official support from IBM.

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Development Gateway

The Busy Beaver Game: A Race to the Universe's Edge

2025-08-25
The Busy Beaver Game: A Race to the Universe's Edge

Mathematician Tibor Radó's Busy Beaver game challenges finding the longest-running Turing machine for a given number of rules. Recent years have seen a thrilling competition between Shawn Ligocki and Pavel Kropitz in the BB(6) challenge, pushing the boundaries of computation. Their discoveries resulted in runtimes exceeding the number of atoms in the universe, showcasing both the incredible advancements in computing power and the ingenuity of algorithms.

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OKLCH: A Perceptually Uniform Color Model Revolutionizing Design

2025-08-25
OKLCH: A Perceptually Uniform Color Model Revolutionizing Design

OKLCH is a new color model designed for perceptual uniformity, offering a significant improvement over traditional models like RGB and HSL. It more accurately reflects how humans perceive color, making color manipulation easier. Based on the OKLab color space, OKLCH uses Lightness, Chroma, and Hue values. Maintaining consistent lightness while changing hue creates visually uniform palettes, while varying lightness produces shades without hue or saturation drift. OKLCH also excels in gradients, color space support, and maximum chroma definition. Modern browsers support it well. The author created oklch.fyi, a tool for generating OKLCH palettes and converting colors.

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Git Annex: Master Your Data, No Matter Where It Is

2025-08-25

Bob and Alice face data management challenges: Bob needs to archive data across multiple offline drives, while Alice needs a seamless solution for managing data across a netbook, USB drives, and a cloud server. Git Annex solves both problems. For Bob, it provides a single directory tree for all files, regardless of their physical location, simplifying organization and preventing accidental data loss. For Alice, it manages various data sources like git remotes, enabling easy synchronization and version control without manual intervention. Whether offline or on the move, Git Annex ensures data accessibility, security, and long-term preservation.

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Development

Tencent's 'Thinkbot' Crawler: A 74-IP, 41-Network Block Web War

2025-08-25

A blogger discovered an unusually active web crawler called 'Thinkbot'. Tracing its activity revealed 74 unique IP addresses spread across 41 network blocks owned by Tencent, encompassing hundreds of thousands of IPs. The blogger speculates this is a large-scale data scraping operation by Tencent to externalize Great Firewall costs, and has added the IPs to a firewall rule set. This raises concerns about internet security and data sovereignty, highlighting the increasingly complex web battles in today's internet landscape.

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Tech

Calculating Credit Card Debt with Code: Is Math Essential for Programmers?

2025-08-24
Calculating Credit Card Debt with Code: Is Math Essential for Programmers?

This article explores whether math is essential background knowledge for programmers. By building an Elixir program simulating credit card repayment, the author demonstrates how simple formulas and programming can solve real-world problems, such as calculating compound interest and repayment schedules. The program's simulation shows that slightly increasing the minimum payment percentage or adding a small extra monthly payment significantly reduces repayment time and saves substantial money, highlighting the importance of understanding compound interest and financial planning. Even without advanced math, practical application is shown.

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Development

SQLite's WAL Mode: Durability vs. Performance Trade-off

2025-08-24

SQLite's WAL (Write-Ahead Log) mode, often used for higher write throughput, compromises data durability compared to the default journal mode. The `synchronous` pragma controls how often fsync is called; the default is NORMAL. In NORMAL mode, WAL files are synced before each checkpoint, and the database file after, but most transactions lack sync operations. For applications where durability isn't critical, NORMAL is sufficient. For guaranteed durability across power loss, `synchronous=FULL` adds a WAL file sync after each transaction commit, increasing durability at the cost of write speed. This explanation, prompted by concerns about SurrealDB potentially sacrificing durability for benchmark performance, clarifies SQLite's approach.

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(avi.im)

Montreal Street Trees Thrive on Leaky Pipes

2025-08-24
Montreal Street Trees Thrive on Leaky Pipes

Street trees in Montreal are surprisingly drought-resistant compared to their park counterparts, thanks to an unexpected water source: leaky pipes. A study analyzing lead isotopes in tree rings revealed that street trees draw water from old lead pipes, unlike park trees relying mainly on rainwater. Given Montreal's daily water loss of 500 million liters from leaky pipes, this explains the street trees' superior drought tolerance. This finding challenges the common assumption that park trees are healthier.

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German Copyright Clearing House Reforms: Judicial Review for Website Restrictions

2025-08-24
German Copyright Clearing House Reforms: Judicial Review for Website Restrictions

After over four years, Germany's Copyright Clearing House for the Internet (CUII) claims success in combating illegal online business models. However, addressing criticism regarding its power, CUII is reforming its procedures. All website restrictions will now be subject to court review. This aims to create a more effective and legally sound process, addressing concerns about its private restriction of websites and potential fundamental rights violations. Hundreds of domains have been blocked, including streaming sites and Sci-Hub, sparking debate about freedom of science and information. The Federal Network Agency will no longer be involved in blocking recommendations; courts will become the ultimate arbiters. CUII states the new approach has been presented to the Federal Cartel Office and expects to reduce staffing.

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Tech

The Wicked Trick: Dynamically Patching Python Function Source Code at Runtime

2025-08-24

This post details a fascinating yet dangerous technique: dynamically altering a Python function's source code at runtime. By manipulating the `.__code__` attribute, recompiling, and injecting into a namespace, the author demonstrates dynamic function replacement. This powers LlamaBot's ToolBot, which focuses on tool selection, not execution. Generated code compiles and runs in the same Python environment, accessing runtime variables for enhanced AI capabilities. While security risks exist, this showcases Python's flexibility and the importance of separating tool selection from execution in LLM agents.

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Development Dynamic Code

ICE Uses Private Jet Blacklist to Obscure Deportation Flights

2025-08-24
ICE Uses Private Jet Blacklist to Obscure Deportation Flights

For years, the wealthy and famous have used a little-known FAA program to shield their private jet flight records. Now, ICE is using the same program to obscure its deportation flights. Originally created by the private jet lobby to protect the privacy of the rich, the program is now being used to mask ICE's deportation operations, raising concerns about government transparency. While ICE flight information can be tracked through other means, this move highlights how the private aviation industry's pursuit of privacy is being used to limit oversight of government actions.

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Turn Your Old iPhone or RTSP Camera into an AI Security Camera

2025-08-24
Turn Your Old iPhone or RTSP Camera into an AI Security Camera

The Clearcam app lets you upgrade your old iPhone or any RTSP-enabled camera into a state-of-the-art AI security camera. With a simple Homebrew install and running a Python script, you can view live feeds and receive event notifications (objects/people detected) on your local browser. Clearcam Premium offers remote viewing, event clips, and end-to-end encryption. Currently only iOS is supported, Android users can use the iOS User ID temporarily.

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Tech

Optimizing Airport Travel: A Practical Guide

2025-08-24
Optimizing Airport Travel: A Practical Guide

This article offers a practical guide to optimizing airport travel, drawing on the author's personal experiences. Key strategies include booking flights about two weeks in advance, opting for basic economy and direct flights, avoiding budget airlines, and efficiently managing time at the airport. The author suggests arriving at the terminal one hour before departure, adjusting this based on factors like traffic and checked baggage. The article also explores maximizing airport waiting time through activities like reading, listening to music, or watching movies, and cautions against attempting work on the plane unless absolutely necessary.

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Digging a Grave for Mom in North Carolina

2025-08-24
Digging a Grave for Mom in North Carolina

This poignant story recounts the author's experience preparing for their mother's passing. It details the practicalities of choosing a burial site, acquiring shovels, and the emotional journey of the family. From the initial preparations to the unexpected karaoke send-off, the narrative blends the somber reality of death with moments of humor and love, showing the complexities of grief and the enduring power of family bonds.

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Misc burial

1700-Year-Old Roman Wine Bottle Found Intact

2025-08-24
1700-Year-Old Roman Wine Bottle Found Intact

A remarkably preserved Roman wine bottle, dating back to between 325 and 359 AD, has been unearthed in Speyer, Germany. Discovered in the tomb of a 4th-century Roman nobleman, this 1.5-liter vessel, nicknamed Römerwein, is the oldest known unopened wine bottle. While the wine's alcohol content is likely diminished, it remains sealed, its contents diluted with various herbs. The article also highlights a team of scientists in Catania, Sicily, who recreated ancient winemaking techniques, producing a modern equivalent to this ancient beverage.

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Is the AI Bubble Bursting? Signs Point to a Potential Tech Winter

2025-08-24
Is the AI Bubble Bursting? Signs Point to a Potential Tech Winter

For the past three years, AI has captivated Wall Street and Silicon Valley. However, recent events are raising serious questions about its future. Meta has frozen hiring and is reportedly considering downsizing its AI division; OpenAI CEO Sam Altman acknowledges a bubble; ChatGPT-5 underperformed; Coreweave's stock plummeted; MIT research reveals 95% of generative AI projects failed to increase revenue; and Anthropic and OpenAI are providing their products to the US government at minimal cost. These signs have investors worried, rushing to buy put options, fearing a repeat of the late-90s dot-com crash. While some believe this is a temporary correction, the lack of demonstrable profitability in the AI sector is concerning, suggesting a potential AI winter may be on the horizon.

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German ISP Changes DNS After Website Exposes Copyright Blocking Organization

2025-08-24

A major German ISP altered its DNS settings after the exposure of the CUII, a private organization deciding website blocks without transparency or judicial oversight. The author built cuiiliste.de to track blocked domains, as the CUII refuses to publish its list. The CUII previously mistakenly blocked defunct websites. ISPs initially used notice.cuii.info to indicate blocked sites, but later stopped, making blocked sites appear nonexistent. However, Telefonica (parent of o2, Germany's fourth-largest ISP) continued this method. After Telefonica checked its own test domain, blau-sicherheit.info, on the author's site, they changed their DNS to stop using notice.cuii.info, making tracking CUII blocks harder. This raises suspicions of the CUII trying to bury its mistakes.

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Tech

Trump Admin Halts Nearly Complete Offshore Wind Farm, Citing National Security

2025-08-24
Trump Admin Halts Nearly Complete Offshore Wind Farm, Citing National Security

The Trump administration has halted construction of the nearly finished Revolution Wind offshore wind farm off the coast of Rhode Island, citing concerns about national security. This action, the latest in a series of moves targeting renewable energy, has drawn sharp criticism from industry groups who warn of economic damage and investor uncertainty. The halt could significantly increase energy prices and underscores concerns about the reliability of the US as a destination for long-term energy investment.

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