Google's Sculley Embarks on Fab Academy's Manufacturing Adventure

2025-08-03

D. Sculley, a Google leader in machine learning based in Cambridge, is undertaking Fab Academy. With a background in ML since 2003 and prior experience in education, Sculley aims to explore the intersection of ML and various fabrication techniques, from CAD and laser cutting to 3D printing. He plans to complete a project each week, culminating in a final project, promising a challenging yet rewarding learning journey.

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AI

Inanna's Descent: A Sumerian Epic and Its Many Interpretations

2025-08-03
Inanna's Descent: A Sumerian Epic and Its Many Interpretations

This extensive article delves into the Sumerian myth of Inanna's (Ishtar in Akkadian) descent into the Underworld. Inanna, seeking to expand her power, journeys to challenge her sister, Ereshkigal, the 'Queen of the Dead.' After being stripped of her adornments, Inanna perishes and her corpse is hung on a hook. The god Enki intervenes indirectly, restoring Inanna to life. However, her return requires a human sacrifice; she chooses her consort, Dumuzi, who is then taken to the Underworld. Dumuzi's sister, Geshtinanna, pleads for his release, resulting in a compromise: he spends part of the year in the Underworld, with his sister taking his place for the remainder. The myth exists in Sumerian and Akkadian versions, the latter discovered and translated in the 1860s, the former painstakingly reconstructed in the 20th century. The story offers rich insights into Mesopotamian culture, influencing later civilizations and inspiring interpretations in psychoanalysis. The article explores the complex narrative, the key characters (Inanna/Ishtar, Ereshkigal, Enki, Dumuzi, Geshtinanna), and the various interpretations throughout history, from its role in understanding seasonal cycles to its use in psychological analysis.

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The LLM Cost Illusion: How Scaling Killed the Flat-Rate Subscription

2025-08-03
The LLM Cost Illusion: How Scaling Killed the Flat-Rate Subscription

Many AI companies bet on the trend of LLM costs dropping 10x per year, assuming early losses would be offset by future high margins. Reality is different. While model costs are decreasing, user demand for the best models continues to grow, leading to an explosion in compute usage. The length of responses from models like ChatGPT has dramatically increased, resulting in exponential growth in token consumption. This means that even with cost reductions, overall spending far exceeds expectations. The article analyzes three counter-strategies: usage-based pricing from day one, creating insane switching costs for high margins, and vertical integration to profit from infrastructure. The author concludes that sticking to a flat-rate subscription model will ultimately lead to bankruptcy.

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Craigslist: How an Accidental Disruptor Reshaped the News Industry

2025-08-03
Craigslist: How an Accidental Disruptor Reshaped the News Industry

Craig Newmark's Craigslist, a simple classifieds website, unexpectedly reshaped the news industry. Its cheap and efficient service quickly displaced newspaper classifieds, leading to significant losses for many newspaper giants. However, the article argues that the decline of newspapers wasn't solely due to Craigslist, but rather a combination of reader loss and failure to adapt to digitalization. Craigslist's success lay in its minimalist design and focus on user experience, while newspapers failed due to slow reactions and ineffective responses to digital transformation. Newmark himself transformed from an unassuming programmer to a successful entrepreneur and philanthropist, donating his vast fortune to support journalism, cybersecurity, and veterans' causes.

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Tesla Found Partially Liable in Autopilot Wrongful Death Case

2025-08-03
Tesla Found Partially Liable in Autopilot Wrongful Death Case

A Miami federal jury has found Tesla partially liable in a 2019 wrongful death lawsuit involving its Autopilot system. George McGee, driving a Tesla Model S with Autopilot engaged, ran a stop sign and crashed into a couple, killing Naibel Benavides and severely injuring Dillon Angulo. While Tesla argued McGee was solely responsible, the jury determined Tesla bore one-third of the liability for selling a defective vehicle, awarding plaintiffs $129 million in compensatory damages and $200 million in punitive damages. This marks the first time a jury has found Tesla liable in a wrongful death case involving Autopilot.

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Tech

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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Development

Boost Remote Team Cohesion: The 'Ramblings' Channel Hack

2025-08-03
Boost Remote Team Cohesion: The 'Ramblings' Channel Hack

For remote teams of 2-10, create individual 'Ramblings' channels in your team chat. These act as personal journals, fostering connection without cluttering group channels. Members post short updates (1-3 times/week) on project ideas, article musings, 'what if' scenarios, or personal updates. Each channel is named after the member, allowing only them to initiate posts. Others can reply. Channels are grouped, muted by default, and reading isn't mandatory. Obsidian's two-year experiment shows 'Ramblings' as a surprisingly effective way to maintain human connection, spark creativity, and even solve long-standing problems, acting as a low-overhead replacement for water-cooler chat.

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Development remote team

The Exhausted Artist and the Quiet Prairie: A Reflection on Rest and Creation

2025-08-03
The Exhausted Artist and the Quiet Prairie: A Reflection on Rest and Creation

A self-employed artist, perpetually working at a frenetic pace, reaches a breaking point, realizing that the thrill of success is intertwined with an endless pursuit. A trip to Morocco reveals the importance of rest, and inspiration is found in a poem by Emily Dickinson: creation doesn't always require strenuous effort; quiet contemplation can also yield abundant results. The author concludes by announcing an August break, urging readers to value rest and find new inspiration in stillness.

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Misc

Deep-Sea Hydrothermal Vent and Cold Seep Ecosystems: A Research Review

2025-08-03
Deep-Sea Hydrothermal Vent and Cold Seep Ecosystems: A Research Review

This review summarizes recent advances in research on deep-sea hydrothermal vent and cold seep ecosystems, covering biogeochemical observations and studies of biological communities in several regions, including the Japan Trench and Mariana Trench. Studies reveal unique chemosynthetic-based biological communities in these extreme environments and illuminate the complex relationship between deep-sea methane cycling, fluid venting, and biodiversity. These findings are crucial for understanding deep-sea ecosystems and the global carbon cycle.

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Tens of Thousands of High-Scoring Students Denied Access to Advanced Math

2025-08-03
Tens of Thousands of High-Scoring Students Denied Access to Advanced Math

A shocking discovery reveals that over half of the high-scoring students predicted to succeed in advanced math are denied access to those classes in North Carolina. Research shows that schools rely heavily on teacher recommendations instead of objective student achievement data, disproportionately impacting low-income and minority students. This practice wastes human potential and severely limits students' future prospects. While legislation now mandates the enrollment of high-scoring students, schools have circumvented the law, highlighting the deep-seated resistance to objective placement criteria. The study calls for a data-driven approach to ensure all high-potential students have equal opportunities.

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Tech

A Bytecode VM for Arithmetic in Haskell: The Parser

2025-08-03
A Bytecode VM for Arithmetic in Haskell: The Parser

This post details the first part of a project to build a bytecode virtual machine for arithmetic expressions in Haskell. The VM will parse, compile, interpret, and run simple arithmetic expressions, including let bindings and nested let expressions. The author explains the expression grammar, parser implementation (using the attoparsec library), and error handling. Unit tests are presented to validate the parser's correctness. A brief overview of the AST interpreter's implementation and testing is also included. Future posts will cover the compiler and virtual machine.

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Development

Gamers Fight Back Against Payment Processor Censorship

2025-08-03
Gamers Fight Back Against Payment Processor Censorship

Visa, Mastercard, Stripe, and PayPal's sudden delisting of NSFW games from Itch.io sparked a massive gamer backlash. Players are bombarding payment companies with phone calls, demanding the games' reinstatement. The movement, supported by unions and game developer associations, has yielded some results, with payment company representatives showing shifts in attitude. However, payment companies refuse comment, citing vague policies about "illegal or brand-damaging" activities. The core issue revolves around whether payment processors should censor content and the implications for free speech.

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Game

The Unexpected Persistence of Traditional Unix Login Servers

2025-08-03

The author explores the surprising continued use of traditional Unix login servers in a hypothetical rebuild of their computing environment as a modern, greenfield development. Despite the prevalence of containerization, they maintain two types: a general-purpose server with CPU and RAM limits, and compute servers offering unrestricted resource access. While usage has declined, these servers remain surprisingly relevant, particularly for SSHing to internal machines or running backends for development environments like VSCode. The author also notes the use of login servers for cron jobs and the reason for users storing code on fileservers, which is closely tied to the use of their SLURM cluster and compute servers. The lack of a robust support model makes tracking exact usage difficult.

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Development Unix servers

Claude Code: The Photography Era of Programming?

2025-08-03

This article reflects on six weeks of using Claude Code, an AI coding assistant that has dramatically changed the author's approach to coding. He completed numerous tasks that would have normally taken months or even years, including codebase migrations and building testing strategies. Claude Code enabled a 'write first, decide later' approach and significantly boosted the team's game prototyping efficiency. While acknowledging its imperfections, the author believes Claude Code has fundamentally altered programming paradigms, similar to how photography revolutionized painting.

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Development

Guix's G-Expressions: Embedding Lower-Level Code in Higher-Level Code

2025-08-03

Guix uses Scheme for both high-level actions (like defining packages) and low-level actions (like building derivations). To embed lower-level code within higher-level code, it employs G-expressions. For example, in the `start` field of `wesnoth-shepherd-service`, `#~(...)` passes lower-level code, while `#$(...)` escapes higher-level code, which the compiler lowers to lower-level code. The `make-forkexec-constructor` function creates and executes child processes, offering features like setting user, group, umask, and environment variables.

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Development G-expressions

Transparency Paradox: How Openness Can Backfire and Reduce Public Trust in Science

2025-08-03
Transparency Paradox: How Openness Can Backfire and Reduce Public Trust in Science

A study reveals the 'transparency paradox': while transparency in science fosters trust, revealing bad news (like conflicts of interest or failed experiments) can decrease it. The root cause, argues the researcher, is the public's overly idealized view of science. The solution isn't hiding bad news, but improving science education and communication to present a more realistic picture—science isn't perfect, and scientists make mistakes. This fosters more realistic expectations and ultimately, increased trust.

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Michael Larabel: 20 Years of Linux Hardware Benchmarking

2025-08-03

Michael Larabel, founder and principal author of Phoronix.com, has been enriching the Linux hardware experience since 2004. He's penned over 20,000 articles covering Linux hardware support, performance, graphics drivers, and more. Larabel is also the lead developer behind the Phoronix Test Suite, Phoromatic, and OpenBenchmarking.org—crucial tools for Linux benchmarking. His contributions have significantly advanced the Linux community.

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Can AI Feel Guilt? Simulations Show Cooperation's Key

2025-08-03
Can AI Feel Guilt? Simulations Show Cooperation's Key

New research suggests that even simple AI agents can foster cooperation by simulating a 'guilt' mechanism. Researchers designed an iterated prisoner's dilemma game where AI agents chose between cooperation and betrayal. Results showed that when AI agents felt 'guilt' (penalized by reduced scores) after betrayal and could perceive their partner's 'guilt,' cooperative behavior increased significantly. This research offers new insights for designing more reliable and trustworthy AI systems, but also highlights the challenges of applying 'guilt' to AI in the real world, such as defining and measuring the AI's 'cost'.

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AI Guilt

Fiverr's New Ad: AI Vibe Coding Needs a Human Touch

2025-08-03
Fiverr's New Ad:  AI Vibe Coding Needs a Human Touch

Fiverr's latest ad campaign playfully tackles the limitations of AI 'vibe coding.' Using the humorous imagery of a squashed avocado, the ad highlights how AI-generated code, while seemingly perfect on the surface, often requires human intervention to truly succeed. While AI lowers the barrier to entry for app and website creation, Fiverr argues that the human element is crucial for taking a project beyond a basic demo and into a fully functional product. This campaign follows a previous controversial ad and aims to reposition Fiverr as a platform that champions the collaboration between AI and human creative talent.

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Boosting Development Efficiency in Complex Codebases with Claude Code

2025-08-03
Boosting Development Efficiency in Complex Codebases with Claude Code

This article details how the author uses Claude Code, an AI coding tool, to implement new features in a complex codebase with many users. The author emphasizes that AI tools are not a silver bullet and require active developer involvement, code review, and adherence to best practices. The article outlines the author's `CLAUDE.md` file, containing AI coding rules covering pre-coding preparation, the coding process, testing, database interactions, code organization, and tooling. The author shares their workflow with Claude Code, using shortcuts like `qnew`, `qplan`, `qcode`, and `qcheck` commands to guide the AI and review its code. Finally, `qgit` is used for committing changes. The author cautions readers to closely monitor AI-generated code, correcting errors and inefficiencies to avoid accumulating technical debt.

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Development code guidelines

DIY 3D-Printed 5-Bay NAS: A Budget-Friendly Alternative to the Minisforum N5

2025-08-03
DIY 3D-Printed 5-Bay NAS: A Budget-Friendly Alternative to the Minisforum N5

This article details a DIY 5-bay NAS, the N5 Mini, built using 3D printing and compatible with various mini PCs. Inspired by the Minisforum N5, but aiming for affordability, the author designed this budget-friendly alternative. Design goals included fitting common 3D printer beds, replicating the Minisforum N5's aesthetics, low power consumption, and ease of assembly. The article thoroughly explains the design process, required components, and assembly steps, including power connections and hard drive installation. The final cost is around $200 (excluding the mini PC), significantly cheaper than comparable commercial products, making it a compelling open-source project.

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Hardware

LangExtract: An LLM-Powered Structured Information Extraction Library

2025-08-03
LangExtract: An LLM-Powered Structured Information Extraction Library

LangExtract is a powerful Python library that leverages large language models (LLMs) to extract structured information from unstructured text documents. It processes materials like clinical notes and reports, precisely identifying and organizing key details while ensuring extracted data perfectly matches the source text. Supporting various LLMs including Google Gemini, LangExtract boasts long-document handling, interactive visualization, and simplifies complex information extraction tasks with minimal code, revolutionizing data processing workflows.

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Mezzano OS: A Common Lisp marvel makes strides

2025-08-03
Mezzano OS: A Common Lisp marvel makes strides

Mezzano, an operating system written in Common Lisp, has released its latest demo, showcasing significant advancements. From its initial release, Mezzano has seen dramatic improvements in stability, performance, and features, including support for EXT2/3/4 filesystems, a USB stack, hardware-accelerated 3D via Virgl, and multicore support. While running on arbitrary hardware still requires user intervention, the project demonstrates impressive innovation within the Common Lisp community.

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Development

The Secret Crisis in American Elementary Reading Instruction: The Debunked 'Three-Cueing' System

2025-08-03
The Secret Crisis in American Elementary Reading Instruction: The Debunked 'Three-Cueing' System

This article exposes a long-standing problem in American elementary reading instruction: the widely used 'three-cueing' system. This method, which teaches children to guess words using pictures, grammar, and context, has been debunked by cognitive science. Research shows skilled readers rely on quick and accurate word recognition, while three-cueing hinders this development by encouraging guessing. The article uses a mother's personal experience and extensive research to argue for a shift away from this outdated approach and towards scientifically-backed phonics instruction, ensuring children develop true reading proficiency. The consequence of this flawed system is a shocking number of children who struggle to read, impacting their overall development and future prospects.

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Sentinel-2 Super-Resolution GUI: Effortlessly Enhance Satellite Imagery

2025-08-03
Sentinel-2 Super-Resolution GUI: Effortlessly Enhance Satellite Imagery

This user-friendly desktop application, Sentinel-2 Super-Resolution GUI, boosts the resolution of Sentinel-2 satellite images. Leveraging a pre-trained AI model, it upscales the standard 10-meter Blue, Green, Red, and Near-Infrared (NIR) bands to 2x higher resolution. Users can easily enhance their imagery without command-line complexities. The app outputs GeoTIFF and JPG files, offering interactive previews and sharpening options for easy comparison and visualization.

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Tech

KeygenMusic: A Nostalgic Online Tracker Music Player Evolves from β1 to β15

2025-08-03
KeygenMusic: A Nostalgic Online Tracker Music Player Evolves from β1 to β15

KeygenMusic is an online music player supporting .mod, .xm, .s3m, and .it formats, featuring music exclusively from keygens. Since its β1 release in April 2015, it's undergone numerous updates, fixing Firefox compatibility, removing autoplay, improving styling, adding media key controls, favorites, and continuously updating its music library (from keygenmusic.net). This player reflects nearly a decade of development, offering more than just playback – it's a journey through nostalgic sounds.

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The Intellectual Crisis of Professional Skepticism: A Sacrifice of Truth

2025-08-03
The Intellectual Crisis of Professional Skepticism: A Sacrifice of Truth

This article explores how professional skeptics, in their critique of paranormal phenomena, have distorted facts due to bias and lack of evidence, sacrificing truth. Using the cases of Martin Gardner and J.B. Rhine as examples, the author reveals that accusations of manipulation and misconduct in parapsychological research often lack credible evidence and even fabricate facts. The article calls for a more rigorous, objective, and scientifically sound approach to skepticism.

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New HTML Canvas APIs for Rendering HTML Content

2025-08-03
New HTML Canvas APIs for Rendering HTML Content

A new proposal introduces APIs to render HTML content within the HTML Canvas 2D and WebGL contexts. This addresses existing limitations in Canvas for handling complex layouts, accessibility, internationalization, and performance. New APIs, including `layoutsubtree`, `drawElement`, `texElement2D`, and `setHitTestRegions`, allow developers to render HTML elements and their subtrees into the canvas and handle hit testing. The proposal is currently under development and a developer trial is available.

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Development HTML rendering

Formalizing Fermat's Last Theorem in Lean: An Open Source Project

2025-08-03
Formalizing Fermat's Last Theorem in Lean: An Open Source Project

An ambitious open-source project aims to formally prove Fermat's Last Theorem using the Lean theorem prover. Led by Kevin Buzzard and funded by the EPSRC, hosted at Imperial College London, the project employs a modern variant of the original Wiles/Taylor-Wiles proof, planned in collaboration with Richard Taylor. The project website provides details on Fermat's Last Theorem, the Lean prover, project goals, and contribution guidelines.

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Development

Sierra Remote Observatories: World-Class Astronomical Imaging

2025-08-03
Sierra Remote Observatories: World-Class Astronomical Imaging

Sierra Remote Observatories boasts over 180 telescopes and offers world-class remote astronomical imaging, data acquisition, satellite tracking, and space communication services. Exceptional seeing conditions include 1 arcsecond summer seeing, sub-arcsecond peak seeing, 290 clear nights per year, dark skies (21.80 mag/arcsec²), no summer monsoons, and an average wind speed of 1 mph. Infrastructure includes 24/7 technical support, easy access, 1 Gbps fiber optic internet (higher speeds available), machine shop services, and turnkey installations.

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