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Andrew Ng Slams 'Vibe Coding,' Says AI Programming Is 'Deeply Intellectual'

2025-06-05

Andrew Ng Slams 'Vibe Coding,' Says AI Programming Is 'Deeply Intellectual'

Stanford professor Andrew Ng criticizes the term "vibe coding," arguing it misrepresents AI-assisted programming as a casual process. He emphasizes it's a deeply intellectual exercise requiring significant effort. Despite his criticism of the term, Ng remains bullish on AI coding tools, highlighting their productivity benefits. He urges companies to embrace AI-assisted coding and encourages everyone to learn at least one programming language to better collaborate with AI and improve efficiency.

(www.businessinsider.com)

AI

50 Years of Open Source Software Supply Chain Security: From Multics to the xz Attack

2025-04-07

This article explores the challenges of open source software supply chain security over the past five decades. From potential backdoors identified in a 1974 Multics security evaluation to the 2024 xz compression library backdoor attack, the problem persists. Russ Cox, a core developer of the Go programming language, draws on personal experience and industry examples to discuss definitions of supply chain attacks and vulnerabilities, the complexity of software supply chains, and methods for strengthening defenses. These include software authentication, reproducible builds, rapid vulnerability discovery and patching, and vulnerability prevention strategies. The article highlights the underfunding of open source software, leaving projects vulnerable to malicious actors, illustrated by the xz attack. Ultimately, the author calls for increased funding and improved security practices in open source to address evolving threats.

(queue.acm.org)

Tech Vulnerabilities

Google Layoffs: A Chrome Engineer's Bitter Farewell

2025-04-14

Google Layoffs: A Chrome Engineer's Bitter Farewell

A Google Chrome engineer was unexpectedly laid off after a team-building event, leaving him shocked, angry, and heartbroken. He believes the layoff was unrelated to his performance and expresses outrage at the company's unfair treatment. He lost projects, collaborations, speaking engagements, and expresses concern for his future career.

(nerdy.dev)

Tech Google layoffs

Gen Z's 'Career Catfishing': A Rebellion Against Endless Interviews and Ghosting

2025-01-19

Gen Z's 'Career Catfishing': A Rebellion Against Endless Interviews and Ghosting

In a competitive job market, Gen Z is employing a new tactic: 'career catfishing.' They craft idealized online personas to attract recruiters, fighting back against endless interview rounds and the frustrating experience of being ghosted by hiring managers. This trend highlights a generation's challenge to traditional job hunting and a desire for fairer, more transparent hiring practices.

(fortune.com)

Startup Job Hunting

OpenAI's Mathematical Proof: Why ChatGPT's Hallucinations Are Here to Stay (Maybe)

2025-09-13

OpenAI's Mathematical Proof: Why ChatGPT's Hallucinations Are Here to Stay (Maybe)

OpenAI's latest research paper mathematically proves why large language models like ChatGPT "hallucinate" – confidently fabricating facts. This isn't simply a training issue; it's mathematically inevitable due to the probabilistic nature of word prediction. Even perfect data wouldn't eliminate the problem. The paper also reveals a flawed evaluation system that penalizes uncertainty, incentivizing models to guess rather than admit ignorance. While OpenAI proposes a confidence-based solution, it would drastically impact user experience and computational costs, making it impractical for consumer applications. Until business incentives shift, hallucinations in LLMs are likely to persist.

(theconversation.com)

AI Hallucination

Windows 3.1 on Modern Displays: A Generic SVGA Driver

2025-01-06

Windows 3.1 on Modern Displays: A Generic SVGA Driver

This project presents a modern, generic SVGA driver for Windows 3.1, supporting all available 8-bit, 16-bit, 24-bit, and 32-bit graphic modes. A rewrite of the original Windows 3.1 SVGA driver, it adds multi-byte pixel support, enabling Windows 3.1 to run in true color on modern high-definition displays. This solves compatibility issues for older hardware and enhances the experience for retro gaming enthusiasts.

(github.com)

Development SVGA driver High-definition display

Fail-Safe AI Calls using OpenAI Library and Gemini API

2025-04-06

This article demonstrates a fail-safe approach to making AI calls using the OpenAI TS/JS library. The method allows for fallback to other OpenAI models if the Gemini API hits rate limits. A custom function allows developers to specify multiple AI models as alternatives, ensuring application stability and reliability. Type-safe structured output functions are also provided to simplify handling AI responses.

(sometechblog.com)

Development AI calls fail-safe mechanism

Open-Source Hardware Switch Project: A Journey from Failure to 10G Ethernet

2025-05-13

The author's multi-year journey to build an open-source hardware Ethernet switch is detailed, chronicling its evolution from an initial failure in 2012 using a low-end FPGA to a powerful switch boasting 48 1G ports and dual 10/25G uplinks with a XCKU5P FPGA. The long road included significant learning, skill development, the creation of high-precision probes and software tools, and continuous hardware/software design improvements. While challenges remain, the author is optimistic about delivering a final product by 2026.

(serd.es)

Hardware Ethernet switch

FramePack: A Revolutionary Next-Frame Prediction Model for AI Video Generation

2025-04-20

FramePack is a groundbreaking next-frame prediction neural network architecture that compresses input contexts to a fixed length, making the generation workload independent of video length. This achieves O(1) computational complexity for streaming, setting a new benchmark in AI video generation. It generates high-quality videos using only 6GB of GPU memory on laptops with RTX 3060. Generation speed reaches 1.5-2.5 seconds per frame on an RTX 4090, but is 4-8 times slower on laptops with 3070ti/3060. Its bi-directional sampling method effectively eliminates the common drifting problem in video generation.

(frame-pack.video)

AI next-frame prediction

Amazon Issues Proactive Refunds for Unverified Returns

2025-05-21

Amazon Issues Proactive Refunds for Unverified Returns

Amazon recently proactively refunded a small subset of customers whose returns hadn't been processed. An internal review revealed that these refunds were stalled due to an inability to verify the correct item had been returned. Amazon stated they should have communicated more clearly and sooner with these customers to understand the return status and facilitate resolution. Given the time elapsed, Amazon opted to prioritize customer experience and simply complete the refunds.

(financialpost.com)

Misc Refunds Customer Experience

A5: A Global, Millimeter-Accurate Geospatial Index

2025-05-13

A5: A Global, Millimeter-Accurate Geospatial Index

A5 is a geospatial index partitioning the world into pentagonal cells at 32 resolution levels, with the smallest cell under 30mm² and near-equal area across levels. It simplifies spatial data representation and analysis, enabling calculations of correlations between variables (e.g., elevation and crop yield) and aggregation of point data to understand spatial distribution (e.g., holiday rental density). Implemented in TypeScript, A5 is open-source under the Apache 2.0 license. Compared to other DGGS systems, A5 boasts uniform cell sizes, extremely high resolution (30mm²), and minimal global cell area distortion. This stems from its unique pentagonal tiling of a dodecahedron, minimizing geometric distortion during projection.

(github.com)

Tech Geospatial Index

Optoelectronic Neural Networks: A Dawn for Post-Moore's Law Computing?

2025-04-10

Optoelectronic Neural Networks: A Dawn for Post-Moore's Law Computing?

This review summarizes the rapid development of optoelectronic neural networks in recent years, from the pioneering work in deep learning to the latest advances in building large-scale neural networks using photonic devices. Researchers have explored various optical computing methods, including coherent nanophotonic circuits, diffractive deep neural networks, and photoelectric multiplication to implement deep learning. These studies have not only achieved breakthroughs in image recognition and StarCraft, but also provide new possibilities for breaking the limitations of Moore's Law and exploring new paths for post-Moore's Law computing.

(www.nature.com)

Tech optoelectronic neural networks post-Moore's law

13,000+ 3D Vertebrate Models Now Openly Available!

2025-04-05

13,000+ 3D Vertebrate Models Now Openly Available!

The Florida Museum of Natural History has launched the openVertebrate (oVert) project, an ambitious initiative to provide free, digital 3D vertebrate anatomy models and data to researchers, educators, students, and the public. Using CT scans, the project has already created detailed 3D models of the skeletons (and some soft tissues) of over 13,000 specimens, representing more than half the genera of amphibians, reptiles, fishes, and mammals. The oVert team plans to scan another 20,000 fluid-preserved specimens in the coming years, aiming to cover over 80% of vertebrate genera. These models and data will be freely downloadable and suitable for 3D printing.

(www.openculture.com)

Tech 3D models vertebrates

Efficient Indexing in Deep Learning Frameworks: A Comparison of Torch, TensorFlow, and Einops

2025-09-24

This article compares different approaches to efficient array indexing in PyTorch, TensorFlow, and Einops. By contrasting `torch.gather`, `torch.take_along_dim`, `torch.index_select`, `torch.take`, `tf.gather`, `tf.gather_nd`, and Einops's `einx.get_at`, it showcases their flexibility and efficiency differences in handling different dimensions and batched indexing, providing developers with a reference for choosing the optimal solution.

(einx.readthedocs.io)

Development array indexing

ProtonMail: Top Features of a Privacy-Focused Email Service

2025-03-14

ProtonMail prioritizes user privacy with its core features: end-to-end encryption ensuring only the recipient can read emails; zero-access encryption, preventing even ProtonMail servers from accessing messages; open-source and audited code for transparency and security confidence; and anti-phishing tools to protect against cyber threats. These features combine to create a robust privacy shield.

(porkbun.com)

Tech

GTK-LLM-Chat: A GTK GUI for Chatting with LLMs

2025-04-21

GTK-LLM-Chat: A GTK GUI for Chatting with LLMs

gtk-llm-chat is a simple and easy-to-use graphical interface built with GTK for interacting with Large Language Models (LLMs). It supports multiple concurrent conversations in independent windows, integrates with the python-llm library for chatting with various LLM models, and boasts a modern interface, real-time streaming responses, Markdown rendering, conversation management, keyboard shortcuts, fragment support, and an applet mode. Installation is straightforward: use pipx to install llm and run `llm install gtk-chat`.

(github.com)

Development

Seagate Unleashes 4TB Xbox Expansion Card, But is it Worth the Price?

2025-06-09

Seagate Unleashes 4TB Xbox Expansion Card, But is it Worth the Price?

Seagate has launched a 4TB storage expansion card for Xbox Series X|S consoles, its first capacity upgrade since 2021. Priced at $499.99 (with a limited-time discount to $429.99), it caters to players with extensive game libraries. However, the price is steep, especially considering Seagate's 2TB card is currently available for $219.99. Western Digital offers competing cards, but not yet a 4TB option. The Xbox expansion cards remain pricier than PlayStation 5 alternatives, which support a wider range of compatible SSDs.

(www.theverge.com)

Hardware Storage Expansion Card

Search Engine Adds PDF Indexing: Conquering the Challenges of Text Extraction

2025-05-13

The search engine recently gained the ability to index PDFs, a feat more complex than it seems. PDFs aren't text-based; they're graphical, representing text as glyph coordinates that may be rotated, overlapping, or disordered. This article details improvements to PDFBox's PDFTextStripper class. By statistically analyzing font sizes and line spacing, it more effectively identifies semantic information like headings and paragraphs. This enhances the accuracy and suitability of PDF text extraction, enabling effective indexing of PDF content.

(www.marginalia.nu)

Development PDF indexing

Instant SQL: Say Goodbye to Tedious Query Building

2025-04-24

Instant SQL: Say Goodbye to Tedious Query Building

MotherDuck introduces Instant SQL, a revolutionary approach to writing SQL. This new feature provides real-time result set updates as you type, dramatically speeding up query building and debugging. No more waiting for queries to run; Instant SQL offers zero-latency feedback. It tackles the age-old problem of slow and tedious SQL writing by enabling real-time result previews, CTE inspection and editing, and effortless breakdown of complex column expressions. It supports all data sources queryable by DuckDB and integrates seamlessly with AI-powered suggestions. This breakthrough leverages DuckDB's speed, AST parsing, precise cursor mapping, and intelligent caching.

(motherduck.com)

Development

RPG in a Box: Game Creation Made Easy

2025-05-14

RPG in a Box empowers users to create games and interactive experiences without any programming or modeling skills. This intuitive tool features a voxel editor, map editor, visual scripting, dialogue system, camera controls, UI customization, item system, and sound effect generator. Export your creations to standalone Windows and macOS games, making it easy to share your work with others.

(rpginabox.com)

Game

Vietnam Freezes 86M Bank Accounts Over Biometric Compliance: A Crypto Conundrum?

2025-09-24

Vietnam Freezes 86M Bank Accounts Over Biometric Compliance: A Crypto Conundrum?

Vietnam has frozen over 86 million bank accounts due to non-compliance with new mandatory biometric identification laws. This drastic measure, aimed at combating AI-driven fraud, has sparked debate over financial inclusion and the potential of cryptocurrencies like Bitcoin as an alternative. While the government cites fraud prevention, the move disproportionately impacts foreign residents and inactive accounts, highlighting the tension between security and individual financial freedom in the digital age.

(icobench.com)

Tech

Lune: A Standalone Luau Runtime

2025-05-21

Lune: A Standalone Luau Runtime

Lune is a standalone Luau runtime written in Rust, providing an environment similar to Node.js, Deno, or Bun for other languages. It features fully asynchronous APIs, a small footprint (approx. 5MB zipped), and comprehensive support for filesystem, networking, and standard I/O. It boasts world-class documentation and offers a familiar runtime environment for Roblox developers, including a 1:1 task scheduler port. An optional library for manipulating Roblox place & model files and their instances is also included. While it can run some Roblox games, Lune's primary focus isn't full Roblox compatibility, but rather a performant, concise Luau development environment.

(github.com)

Development

Rendering 1 Million Spheres with OpenGL and WASM: A Debugging Journey

2025-03-01

The author tackled a hiring challenge: rendering one million spheres using OpenGL. The project was then ported to WASM and WebGL to improve performance and accessibility. The article details two crucial mistakes: incorrectly mapping texture coordinates resulting in flattened spheres, and reusing VAOs causing rendering anomalies. The author successfully rendered the spheres and shares lessons learned and resource links.

(uds5501.github.io)

Development

Tcl Tutorial: From Basics to Reusable Libraries

2025-03-16

This comprehensive Tcl tutorial covers everything from basic text output, variable assignment, and arithmetic operations to advanced topics like regular expressions, associative arrays, file access, subprocess invocation, and building reusable libraries. It progressively introduces core concepts such as loops, control flow, and data structures (lists, arrays, dictionaries), while also delving into practical skills like string manipulation, pattern matching, and debugging techniques. Whether you're a beginner or an experienced programmer, this tutorial provides a valuable resource for quickly mastering Tcl and building reusable libraries.

(www.tcl-lang.org)

Development

Classicide: The Deliberate Destruction of a Social Class

2025-05-31

Sociologist Michael Mann's concept of 'classicide' describes the deliberate and systematic destruction of a social class through persecution and violence. Unlike genocide, which targets a group based on ethnicity, classicide targets a group defined by its social status, and unlike politicide, it's not concerned with political activity. The article cites examples like the Soviet Union's dekulakization policy, the Cambodian genocide, and the persecution of landlords and wealthy peasants during China's land reform as instances of classicide. These are presented as perversions of socialist democratic theory, similar to how ethnic cleansing is a perversion of nationalist democratic theory.

(en.wikipedia.org)

Misc classicide

PLAttice: A 3D-Printed, Assembled Lattice for Large Structures

2025-05-10

Zach Fredin developed PLAttice, an assembled lattice structure entirely 3D-printed from PLA. Composed of struts, nodes, and pins, PLAttice allows for the reversible construction of structures significantly larger than the printer bed. A successful test built a square box truss weighing approximately 800 g/m, capable of spanning up to 4 meters before buckling. While the PLA struts are the weakest link, the design offers a novel approach to building large structures; future iterations could utilize stronger materials for the struts. PLAttice includes additional components like feet for mounting and specialized tools for assembly and disassembly. Although assembly isn't effortless, PLAttice enables the creation of interesting and useful structures, such as a kitchen pendant lamp. The project's files are released under CC-BY-SA 4.0.

(zachfred.in)

Hardware modular structure lattice

Citizen Lab Director Warns of Tech-Fascism Fusion, Calls on Cybersecurity Community to Act

2025-08-07

Citizen Lab Director Warns of Tech-Fascism Fusion, Calls on Cybersecurity Community to Act

Ron Deibert, director of Citizen Lab, issued a stark warning at Black Hat, highlighting a growing fusion of technology and fascism, with Big Tech playing a significant role. He urged the cybersecurity community to address this challenge, preventing complicity in human rights abuses. Deibert linked recent political events in the US to a worrying slide towards authoritarianism, arguing the cybersecurity community has a responsibility to help counter this trend. He expressed concern that major tech companies might cut threat intelligence teams, weakening defenses against government spyware and severely impacting global civil society.

(techcrunch.com)

Tech government spyware

Octocode: AI-Powered Code Indexer and Knowledge Graph Builder

2025-06-07

Octocode: AI-Powered Code Indexer and Knowledge Graph Builder

Octocode is a powerful code indexer and semantic search engine that builds intelligent knowledge graphs of your codebase. It combines advanced AI capabilities with a local-first design, providing deep code understanding, relationship mapping, and intelligent assistance for developers. Supporting numerous programming languages, Octocode offers natural language queries, multi-modal search, intelligent ranking, and symbol expansion. A built-in memory system stores insights, decisions, and context, seamlessly integrating with AI assistants.

(github.com)

Development

Ancient DNA Reveals Isolated Saharan Population 7,000 Years Ago

2025-04-11

Ancient DNA Reveals Isolated Saharan Population 7,000 Years Ago

A new genetic analysis sheds light on the genetic makeup of humans living in the Sahara's green oasis 7,000 years ago. Researchers sequenced ancient DNA from two women buried at the Takarkori rock shelter in Libya, finding their closest genetic relatives were 15,000-year-old foragers from Morocco. This suggests a long-standing, stable population in North Africa before and during the Saharan humid period. This lineage diverged from those leaving Africa over 50,000 years ago and remained largely isolated for millennia, with only minor gene flow from the Levant, including Neanderthal DNA. The study suggests pastoralism spread through cultural exchange, not large-scale migration.

(www.sciencealert.com)

Tech Sahara Desert human migration

GitHub Tightens Rate Limits for Unauthenticated Requests

2025-05-14

GitHub Tightens Rate Limits for Unauthenticated Requests

GitHub is updating rate limits for unauthenticated requests to improve platform security and stability. This affects operations like cloning repositories over HTTPS, anonymously accessing REST APIs, and downloading files from raw.githubusercontent.com. Recent increases in API scraping prompted the update to safeguard the platform and ensure a reliable experience for developers globally. Unauthenticated users may encounter new rate limits, while authenticated users will retain higher limits. GitHub encourages authentication for consistent and reliable access.

(github.blog)

Development Rate Limits

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