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AlphaGo's Stunning Victory: A Glimpse into the Future of AI

2025-04-17
AlphaGo's Stunning Victory: A Glimpse into the Future of AI

The historic match between AlphaGo, Google's AI, and Lee Sedol, one of the world's best Go players, concluded with AlphaGo winning 4-1. AlphaGo's move 37 in game two was hailed as a moment of genius, a move no human would make. However, Lee Sedol's response in game four demonstrated the enduring brilliance of human intuition. This match showcased not only the remarkable advancements in AI but also the resilience and creativity of the human mind. AlphaGo's victory marks a significant leap for AI in complex game playing, hinting at transformative potential across various fields, while simultaneously prompting reflection on the ethical implications of AI's rapid advancement.

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(www.wired.com)
AI

Reverse Engineering a Viral Hacker News Post

2025-01-20
Reverse Engineering a Viral Hacker News Post

This blog post details the unexpected success of an article on Hacker News. The author recounts how a simple blog post about a 'spot the difference' trick, titled "I've acquired a new superpower," unexpectedly garnered over 100,000 readers. Key factors contributing to its virality included: trusting his intuition about an interesting topic, crafting a simple yet intriguing title, employing a personal and engaging writing style, and incorporating a 'try-it-yourself' element to encourage reader participation.

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(danielwirtz.com)
Misc viral content

Rent-a-Brain: The World's First Commercial Hybrid of Silicon and Human Brain Cells

2025-07-04
Rent-a-Brain: The World's First Commercial Hybrid of Silicon and Human Brain Cells

Cortical Labs, an Australian biotech startup, in collaboration with UK company bit.bio, has launched CL1, the world's first commercially available hybrid computer combining silicon circuitry and human brain cells. This groundbreaking system, built from 800,000 neurons grown on a silicon chip, boasts incredibly low energy consumption, significantly outperforming comparable AI in terms of efficiency. CL1 demonstrated superior performance in game-playing tests compared to machine learning algorithms and offers potential applications in drug testing. Units are available for $35,000, or remote access can be rented for $300 per week.

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(www.sciencealert.com)
AI

Condor's Cuzco: A High-Performance RISC-V Core with a Twist

2025-08-30
Condor's Cuzco: A High-Performance RISC-V Core with a Twist

Condor Computing, an Andes Technology subsidiary, unveiled its high-performance RISC-V core, Cuzco, at Hot Chips 2025. Cuzco boasts an 8-wide out-of-order execution engine, a modern branch predictor, and a novel time-based scheduling scheme, putting it in the same league as SiFive's P870 and Veyron's V1. Its unique approach uses mostly static scheduling in the backend for power efficiency and reduced complexity, requiring no ISA changes or compiler adjustments for optimal performance. Cuzco is highly configurable, allowing for customization to meet diverse customer needs, and supports multi-core clusters.

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(chipsandcheese.com)
Hardware

El Salvador's Exception: A Dangerous Precedent Trump Seems Eager to Emulate

2025-04-05
El Salvador's Exception: A Dangerous Precedent Trump Seems Eager to Emulate

El Salvador's President Bukele's 2022 'state of exception' unleashed a brutal crackdown on gangs, resulting in tens of thousands of arrests and widespread human rights abuses. Alarmingly, the Trump administration appears to be emulating this model, deporting Venezuelan migrants to El Salvador, where they face torture and disappearances. This action violates international human rights law and raises serious concerns about the erosion of democratic norms in the US. El Salvador's history of US intervention and Bukele's manipulation of the judiciary complicate the issue. The crisis highlights not only the dire human rights situation in El Salvador but also serves as a stark warning for the US.

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(www.rollingstone.com)
Politics

AI's Limits in Enzyme Function Prediction: A Nature Paper's Hidden Errors

2025-06-03
AI's Limits in Enzyme Function Prediction: A Nature Paper's Hidden Errors

A Nature paper used a Transformer model to predict the function of 450 unknown enzymes, garnering significant attention. However, a subsequent paper revealed hundreds of errors in these predictions. This highlights the limitations of AI in biology and the flaws in current publishing incentives. Careful examination showed many predictions weren't novel, but were repetitions or outright incorrect. This underscores the importance of deep domain expertise in evaluating AI results and the need for incentives focused on quality over flashy AI solutions.

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(rachel.fast.ai)
AI Biology Enzyme Function Prediction

Reverse Engineering a 1991 Winter Olympics Game: Unpacking Copy Protection and Anti-Debugging

2025-04-28

A computer scientist, driven by nostalgia for a childhood DOS game, "The Games: Winter Challenge", embarked on a reverse engineering journey. He discovered the game employed a code wheel copy protection mechanism and anti-debugging measures, with multiple releases and cracks existing. Deep analysis unveiled the code wheel check's intricacies, revealing hidden copy protection checks that subtly break gameplay. He successfully bypassed all copy protection, fixing broken versions available on GOG and elsewhere, and shared his patching tool.

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(mrwint.github.io)
Game game cracking copy protection

Prince's Custom Font: A 90s Tech Legend

2025-06-09
Prince's Custom Font: A 90s Tech Legend

In 1993, Prince's name change to an unpronounceable symbol created chaos for his record label and computer users. His solution? A custom font featuring his new glyph, distributed on floppy disks and CompuServe. This unconventional move not only highlighted Prince's personality but also showcased his early adoption of technology. While later known for his skepticism of streaming, this anecdote reveals his early enthusiasm for computers and innovation, and how he integrated technology into his artistic expression.

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(nymag.com)
Misc

Systems Ideas That Sound Good But Almost Never Work

2024-12-31
Systems Ideas That Sound Good But Almost Never Work

Steven Sinofsky's article debunks several seemingly sound software engineering concepts. He argues that ideas like 'let's just make it pluggable,' 'let's just add an API,' and 'let's abstract that one more time' often fail in practice due to the inherent complexities of software engineering. Issues such as API maintainability, asynchronous operation bugs, access control complexities, and cross-platform development difficulties are highlighted. Sinofsky emphasizes that successful software engineering relies on first principles, not blindly applying patterns.

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(hardcoresoftware.learningbyshipping.com)
Development design patterns system architecture

Open Source Advanced Data Protection: OpenADP Needs Your Help!

2025-05-31
Open Source Advanced Data Protection: OpenADP Needs Your Help!

OpenADP is an ambitious open-source project aiming to provide advanced data protection for everyone, resisting nation-state attacks and mass surveillance. It uses a distributed trust system, splitting a user's encryption key into shares stored across multiple protection servers. Recovery requires obtaining shares from a sufficient number of servers. The project urgently needs help with Android and iOS client development, and individuals willing to run protection servers. This is a chance to significantly improve user privacy and data security – join the effort!

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(github.com)
Development

Eliminating Noise in CI Performance Testing: The CodSpeed Macro Runners Breakthrough

2025-08-03
Eliminating Noise in CI Performance Testing: The CodSpeed Macro Runners Breakthrough

Creating performance gates in CI to prevent significant regressions has been a challenge due to noise in hosted runners. This article explores measuring this noise using various benchmarking suites. Results on GitHub Actions showed a 2.66% coefficient of variation, leading to a 45% false positive rate for a 2% performance gate. CodSpeed's Macro Runners, running on bare-metal cloud instances with enhanced stability, drastically reduced this noise. Macro Runners achieved a 0.56% average variance, lowering the false positive rate to 0.04%. This allows for more precise performance gates, catching subtle regressions without overwhelming contributors with false alarms.

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(codspeed.io)
Development

Google's AI Summaries: A Threat to Web Traffic?

2025-07-23
Google's AI Summaries: A Threat to Web Traffic?

A Pew Research Center study reveals how Google's AI-generated search summaries are impacting user behavior. Nearly six in ten respondents used Google searches with AI summaries in March 2025. The study found users clicked on traditional search result links less frequently when presented with an AI summary, often opting to read the summary instead. This resulted in a decrease in clicks to external websites and an increase in users ending their browsing session after the search. While convenient, the summaries predominantly sourced information from a few websites like Wikipedia, YouTube, and Reddit.

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(www.pewresearch.org)
Tech User Behavior

Minimizing Action with Gradient Descent: A Novel Physics Perspective

2025-04-29

This post presents a unique perspective on physics: viewing it as an optimization problem. The author solves the free-fall problem by minimizing the action using gradient descent, instead of traditional analytical or numerical methods. The post compares analytical, numerical, and action-minimization approaches, implementing the latter with PyTorch. The results match analytical and numerical solutions, offering a fresh perspective on classical mechanics and paving the way for exploring more complex physical systems.

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(greydanus.github.io)
Tech

Game Console Prices: A Historic Anomaly

2025-08-30
Game Console Prices: A Historic Anomaly

Modern game consoles are defying historical price trends. Data shows that pre-2016 consoles typically halved in price after three years. However, today's consoles maintain around 90% of their launch price even five years later. While past consoles, like the Atari 2600 and 3DO, launched at exorbitant prices (over $1000 in 2025 dollars), they quickly dropped in price to levels comparable to current consoles within a few years. This indicates a significant deviation from historical pricing patterns in the modern gaming market.

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(arstechnica.com)
Game game consoles price trends

LLM Codegen Parallelization: A Productivity Boost with Git Worktrees and Tmux

2025-05-28
LLM Codegen Parallelization: A Productivity Boost with Git Worktrees and Tmux

Nicholas Khami shares his experience parallelizing multiple LLM code generators (Claude Code, Codex) using Git worktrees and tmux. He found significant efficiency gains; even with inconsistent individual LLM output quality, running multiple agents concurrently drastically increases the chance of getting usable code. However, manually managing multiple worktrees and tmux sessions is cumbersome. To solve this, he and his co-founder are building `uzi`, a CLI tool to streamline the workflow, providing a smoother developer experience by automating tasks like starting agents, sending prompts, running commands, previewing, committing, and creating PRs. This promises to greatly enhance developer productivity, and the parallel processing philosophy extends beyond coding, applicable to legal contract review and marketing data analysis. The future will likely see more software integrating similar parallel execution capabilities.

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(www.skeptrune.com)
Development

Inner Loop Agents: LLMs Calling Tools Directly

2025-04-21
Inner Loop Agents: LLMs Calling Tools Directly

Traditional LLMs require a client to parse and execute tool calls, but inner loop agents allow the LLM to parse and execute tools directly—a paradigm shift. The post explains how inner loop agents work, illustrating the difference between them and traditional LLMs with diagrams. The advantage is that LLMs can concurrently call tools alongside their thinking process, improving efficiency. Reinforcement learning's role in training inner loop agents and the Model Context Protocol (MCP)'s importance in supporting diverse tool use are also discussed. Ultimately, while LLMs can currently use tools, achieving optimal tool use requires specialized model training for best results.

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(timkellogg.me)
AI Inner Loop Agents

arXivLabs: Experimenting with Community Collaboration

2025-05-29
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework for collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved are committed to arXiv's values of openness, community, excellence, and user data privacy. arXiv only partners with those who share these values. Got an idea to improve the arXiv community? Learn more about arXivLabs.

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(arxiv.org)
Development

Novel Visual Reasoning Approach Using Object-Centric Slot Attention

2025-06-08
Novel Visual Reasoning Approach Using Object-Centric Slot Attention

Researchers propose a novel visual reasoning approach combining object-centric slot attention and a relational bottleneck. The method first uses a CNN to extract image features. Then, slot attention segments the image into objects, generating object-centric visual representations. The relational bottleneck restricts information flow, extracting abstract relationships between objects for understanding complex scenes. Finally, a sequence-to-sequence and algebraic machine reasoning framework transforms visual reasoning into an algebraic problem, improving efficiency and accuracy. The method excels in visual reasoning tasks like Raven's Progressive Matrices.

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(www.nature.com)
AI slot attention relational bottleneck

Website Anti-Scraping: The Story Behind Anubis

2025-04-12
Website Anti-Scraping: The Story Behind Anubis

To combat aggressive web scraping by AI companies, an anti-scraping system called Anubis has been implemented. Anubis uses a Proof-of-Work (PoW) mechanism similar to Hashcash, adding minimal overhead for individual users but significantly increasing the cost for large-scale scrapers. This is a temporary solution; the ultimate goal is to identify and block headless browsers, thus avoiding the need for PoW for legitimate users. Note that Anubis requires modern JavaScript features; please disable plugins like JShelter for this domain.

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(xeiaso.net)
Misc anti-scraping

Rocky Linux 10 Released: Divergence Widens Among RHEL Alternatives

2025-06-14
Rocky Linux 10 Released: Divergence Widens Among RHEL Alternatives

Rocky Linux 10, "Red Quartz," has reached general availability, adding RISC-V support but dropping older Raspberry Pi models. Compared to AlmaLinux 10 and RHEL 10, released earlier this year, subtle differences emerge in both hardware and software. Most notably, RHEL 10 and Rocky Linux 10 require x86-64-v3 CPUs, while AlmaLinux 10 uniquely supports x86-64-v2. Furthermore, RHEL 10's AI assistant, "Lightspeed," is absent from Rocky Linux 10. While functionally similar, Rocky Linux 10 is subtly diverging from its RHEL alternatives in hardware compatibility, AI features, and commercial support, carving its own niche in the market.

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(www.theregister.com)
Development

Multiple Discoveries: The Case of Prolly Trees

2025-07-01
Multiple Discoveries: The Case of Prolly Trees

Prolly trees, a novel data structure crucial to Dolt, weren't invented once, but at least four times independently. From Avery Pennarun's 2009 bup project (which predates even Noms), to Noms' 2015 coining of the term, to Inria's 2019 'Merkle Search Trees,' and DePaul University's 2020 'Content-Defined Merkle Trees,' the same fundamental data structure emerged repeatedly in different contexts. This highlights the common phenomenon of multiple discovery in science and underscores the role of demand in technological innovation. The authors, from DoltHub, discuss this phenomenon and its implications for future technology, using their own experience with prolly trees as a case study.

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(www.dolthub.com)
Development Multiple Discovery

Graphical Debugging of the Hilbert Curve: A Visual Programming Journey

2025-05-22

The author advocates for a minimalist programming style and uses Lua and LÖVE to graphically debug a recursive function for computing the Hilbert curve. Through iterative visualization improvements, including a text log, replay log, surface drawing, and an 'exploding view' drawing, the author clarifies the algorithm's complexities. The process culminates in a sophisticated debugging UI, offering valuable insights and reusable patterns for future debugging tasks.

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(akkartik.name)
Development graphical debugging

US Tariffs: A Doomed Economic Gamble

2025-04-15

On April 2nd, 2025, the US president announced hefty new tariffs on imports, aiming to revive American manufacturing. However, a 15-year manufacturing veteran argues this policy is fundamentally flawed. High labor costs, a weak industrial supply chain, lack of crucial expertise, insufficient infrastructure, and policy uncertainty will likely backfire, harming the US economy. The author advocates for improving worker skills, building infrastructure, addressing social issues, and implementing gradual, targeted policies instead of blanket tariffs.

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(www.molsonhart.com)
Tech

Building a Blog Search Engine from Scratch with Word2Vec

2025-05-20
Building a Blog Search Engine from Scratch with Word2Vec

The authors built a blog search engine from scratch using Python and Word2Vec embeddings. Posts and search queries are embedded into a 300-dimensional vector space, and cosine similarity is used to rank results. To make it web-friendly, the Word2Vec model is split into an index and vectors, with HTTP Range requests used to download only necessary data, reducing web load significantly. An evaluation metric is designed to assess the search engine's accuracy, and future improvements, such as using TF-IDF to reduce noise, are discussed.

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(bernsteinbear.com)
Development

Figma's IPO: A Win for Antitrust or Just Great Product?

2025-08-03
Figma's IPO: A Win for Antitrust or Just Great Product?

Figma's successful IPO is being celebrated by Lina Khan, former FTC chair, as a validation of her antitrust stance. Khan's previous blocking of Adobe's $20 billion acquisition of Figma sparked controversy in the tech industry. She argues that preventing Big Tech from acquiring startups fosters innovation and competition, ultimately benefiting employees, investors, and the public. However, critics counter that Figma's success is due to its inherent strengths, not regulatory scrutiny. The debate highlights the complex interplay between tech mergers and antitrust regulation.

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(techcrunch.com)
Tech

Novels: Simulators for Deeper Self-Understanding

2025-06-04
Novels: Simulators for Deeper Self-Understanding

This article explores the benefits of reading novels, especially when facing complex life decisions. The author cites Robert Johnson's "Farsighted," arguing that novels act as simulators, helping us practice handling life's multifaceted problems, similar to the dilemmas faced by characters in George Eliot's "Middlemarch." Silicon Valley executive Patrick Collison's attempt to improve his understanding of human nature by reading classic novels supports this. The article further explores novels' roles in moral improvement and psychological healing, as well as their potential negative impacts. Ultimately, it concludes that novels are indispensable tools for understanding life's complexities, valuable for handling those life problems that can't be solved with simple equations.

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(www.millersbookreview.com)
Misc novels

The Last Inca Bridge: A 500-Year-Old Tradition in the Andes

2025-06-09

High in the Peruvian Andes, Victoriano Arizapana annually rebuilds a bridge made of grass and fiber – the Q’eswachaka bridge – a tradition spanning over 500 years. This incredible feat of engineering, hanging 60 feet above a rushing river, is strong enough to support over a hundred men. Arizapana's family has been the custodian of this Inca legacy, annually dismantling and rebuilding the bridge with the local community. This story explores not only the breathtaking architectural marvel but also the enduring power of tradition, community, and the dedication to preserving a unique cultural heritage.

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(www.atlasobscura.com)
Misc Inca civilization

Knitting's Latest Craze: The Emotional Support Chicken

2025-05-29
Knitting's Latest Craze: The Emotional Support Chicken

A knitted chicken, dubbed the "Emotional Support Chicken," has taken the internet by storm. Originating from a Los Angeles yarn shop, this huggable creation, based on a 90s design, has seen nearly 11,000 photos shared on Ravelry alone. Its simple pattern and comforting nature have made it a hit with knitters of all skill levels. Variations abound, from Olympic-themed chickens to mini versions, and the trend has even extended to charitable efforts, with groups knitting chickens for disaster relief. This heartwarming craze highlights the power of simple crafts to bring comfort and connection.

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(ironicsans.ghost.io)
Misc knitting viral trend

Molecule of the Month: A Journey Through Chemistry's Wonders and Perils

2025-03-19

This website is like a molecular calendar, showcasing a different molecule each month. From everyday substances like table salt and caffeine to infamous poisons and performance-enhancing drugs, and even life-saving medications, each entry provides a concise description, 3D model, and fascinating details. Discover the amazing and sometimes dangerous world of chemistry, one molecule at a time.

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(www.chm.bris.ac.uk)
Misc chemistry molecules drugs
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