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A New Paradigm for AI Interaction: Models as Computers

2024-12-15

This article explores the future of AI interaction, proposing a new paradigm: treating large language models (LLMs) as 'computer applications' instead of 'people'. The author argues that the current anthropomorphic approach is inefficient and limits the potential of LLMs. He suggests that LLMs should generate graphical interfaces, not just text conversations, to improve efficiency and discoverability, allowing users direct manipulation like with typical applications. This 'model-as-computer' paradigm will transform human-computer interaction and lead to novel experiences, such as dynamically generating interfaces tailored to user needs, potentially even replacing operating systems. The article cites existing technological prototypes and looks towards future developments.

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(willwhitney.com)
AI AI interaction Human-Computer Interaction

nCompass: Revolutionizing AI Inference Cost

2024-12-16

nCompass Technologies has developed innovative AI inference serving software that reduces the cost of serving AI models at scale by up to 50%. By utilizing custom AI inference software and a hardware-aware request scheduler with Kubernetes autoscaling, nCompass maintains high-quality service on fewer GPUs, resulting in up to a 4x improvement in response time and significantly reduced GPU infrastructure costs. Users access open-source models via API with no rate limits and receive a $100 signup credit. On-premises solutions are also available for businesses demanding cost-effectiveness and responsiveness.

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(www.ncompass.tech)
AI AI inference cost optimization

Programming Languages: Balancing Safety and Power

2024-12-15

This article explores the trade-off between safety and power in programming languages. The traditional view is that powerful languages, like C with its manual memory management, are inherently unsafe. However, the author argues this is outdated. Modern language research shows that greater expressiveness allows for both safety and power. The evolution of macros in Lisp, Scheme, and Racket exemplifies this, demonstrating how improved design can enhance macro capabilities while maintaining safety. Racket's macro system is presented as a best practice, combining hygienic code with powerful manipulation capabilities. The article concludes that safe and reliable systems build more capable and reliable software, and recommends resources for further learning about Racket macros.

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(lambdaland.org)
Development programming languages safety macros

Sensirion SGP41 TVOC Sensor Accuracy Test: Relative Changes, Not Absolute Values

2024-12-15

AirGradient conducted accuracy and precision tests on the Sensirion SGP41 TVOC sensor used in their air quality monitors. The tests revealed that the sensor effectively tracks relative changes in TVOC levels – detecting increases or decreases – but cannot provide precise absolute values. This is due to limitations inherent in low-cost VOC sensors, including lack of specificity, cross-sensitivity, environmental sensitivity, and baseline drift. While the sensor cannot precisely measure TVOC concentrations, it still offers practical value in identifying TVOC sources and for environmental monitoring. Future testing by AirGradient will explore sensor performance under various conditions to further understand its capabilities and limitations.

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(www.airgradient.com)
Hardware TVOC sensor air quality monitoring sensor accuracy

Visual Proof: a² – b² = (a + b)(a – b)

2024-12-15

Futility Closet's blog post presents a visual proof of the mathematical formula a² – b² = (a + b)(a – b), quoting Sophie Germain's insightful words: “It has been said that algebra is but written geometry and geometry is but diagrammatic algebra.” The post uses an easily understood diagram to demonstrate the formula, highlighting the elegance of mathematics and the strong relationship between algebra and geometry.

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(www.futilitycloset.com)
Misc mathematical proof geometry algebra

TeaVM 0.11.0 Released: New WebAssembly Backend

2024-12-15

TeaVM 0.11.0 has been released, featuring a brand new WebAssembly backend. The old WebAssembly backend, while functional, lacked adoption due to insignificant performance gains and a poor developer experience. The new backend, leveraging the WebAssembly GC proposal, addresses these issues, improving interaction with browser JS APIs and reducing binary file size. While currently slightly less feature-rich than the JS backend, it already supports JSO (Java-to-JS interaction API), aiming for parity in the next release. This release also includes bug fixes in BitSet implementation and adds support for various JS APIs, such as file reading, touch events, the Popover API, and Navigator.sendBeacon.

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(teavm.org)
Development

YouTube quietly downgraded its web embeds, impacting user experience

2024-12-14

YouTube recently altered its Publisher for Publishers (PfP) embedded player, removing the title link back to YouTube. This change, intended to protect advertisers since PfP allows publishers to sell their own ads, means many websites, including The Verge, now have YouTube embeds where clicking the title no longer opens the video on YouTube.com or the app. Despite efforts to communicate with YouTube, including reaching out to CEO Neal Mohan, the change remains. This highlights how large tech platforms can prioritize their own interests over user experience.

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(www.theverge.com)
Tech embedded player

Programmer Calls Out OAuth Providers for API Flaws

2024-12-12

A programmer publicly criticized several OAuth providers (GitHub, Facebook, TikTok, Strava, Naver, and others) for various API inconsistencies. Issues included incorrect status codes, non-standard error responses, inconsistent parameter naming, and flawed token expiration formats. The author urged these providers to rectify these problems, expressing particular confusion over Naver's design choices. The post also highlighted the lack of support for HTTP Basic authentication, later clarifying that while optional in OAuth 2.1, most providers' lack of PKCE support renders them non-compliant with either specification.

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(pilcrowonpaper.com)
Development API inconsistencies specification developer API flaws

AI Revolutionizes Protein Design: New Tool Unveiled

2024-12-15

Scientists have developed a groundbreaking AI-powered tool, RoseTTAFold, for designing novel proteins. This tool predicts the amino acid sequence of a protein based on a user-specified target structure, generating stable and functional proteins. This breakthrough promises to accelerate advancements in drug discovery, materials science, and bioengineering, offering new possibilities for addressing various challenges facing humanity. The technology holds the potential to revolutionize biomedicine by creating proteins with specific functions for treating diseases or developing new materials.

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(artexplorer.ai)
AI Protein Design Biomedicine

uv: A Blazing-Fast Python Package and Project Manager

2024-12-14

uv, a lightning-fast Python package and project manager written in Rust, replaces pip, pip-tools, pipx, poetry, pyenv, twine, and virtualenv. Boasting a 10-100x speed improvement, uv offers project management, tool management, Python version management, script support, and a pip-compatible interface. Features like global caching and workspace support streamline workflows. From project creation and dependency management to running scripts and building distributables, uv provides efficient and convenient solutions for all your Python development needs.

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(docs.astral.sh)
Development package management project management

Newton Public Schools' 'Equity' Experiment Fails

2024-12-14

In the fall of 2021, Newton Public Schools in Massachusetts implemented a complex initiative called "multilevel classrooms" aimed at improving educational equity. This model mixed students of varying academic abilities into single classrooms with one teacher. Three years later, the results are troubling. Teachers report the model fails to meet the needs of diverse learners; high-achieving students are stifled, while lower-achieving students are hesitant to ask questions. Lack of adequate training and support for teachers led to poor outcomes, with students in multilevel classes often underperforming their single-level counterparts. The school lacked metrics for success, and no data supported the model's efficacy. A teacher's council petitioned to roll back multilevel classes in STEM and world languages, urging the district to find better solutions for addressing educational equity. The failure highlights the need for data-driven approaches and a focus on student needs in educational reform.

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(www.thefp.com)
Misc educational equity multilevel classrooms teaching reform

Automated Assembly System Creates Cyborg Insects

2024-12-15

Scientists have developed an automated system for assembling insect-computer hybrid robots. The system uses a vision-guided robotic arm to precisely implant custom-designed bipolar electrodes onto the backs of Madagascar hissing cockroaches. The entire process takes only 68 seconds, and the assembled robots achieve steering and deceleration control comparable to manually assembled systems. A multi-agent system of 4 robots successfully navigated an obstacle course, demonstrating the feasibility of mass production and real-world applications. This research paves the way for scalable production and deployment of insect robots.

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(arxiv.org)
AI insect robots automated assembly robotics

Victorian Novels Highlight Fragility of Public Health

2024-12-15

Victorian-era novels reveal the shockingly high child mortality rates from infectious diseases, underscoring the fragility of public health today. The article highlights that in the first half of the 19th century, 40-50% of children in the U.S. died before age 5, with similar rates in UK slums. Tuberculosis, smallpox, and diphtheria were major killers. However, advancements in sanitation, regulations (food safety), and medicine (vaccines, antibiotics) have drastically reduced child mortality. Victorian novels, with their poignant depictions of grief over lost children, serve as a cautionary tale: the progress made is not guaranteed and complacency regarding public health measures, such as vaccination rates, could lead to a resurgence of deadly diseases.

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(theconversation.com)
Misc public health child mortality Victorian era

ChatGPT's Name Filters Spark Controversy

2024-12-12

The AI chatbot ChatGPT has sparked controversy due to its built-in name filters. These filters prevent users from mentioning certain names, such as Brian Hood, Jonathan Turley, and Jonathan Zittrain, causing chat interruptions. The reason for filtering these names stems from previous instances where ChatGPT incorrectly generated information about these individuals, leading to legal disputes. While OpenAI claims the filtering of "David Mayer" was a glitch, the incident highlights the challenges LLMs face in handling sensitive information and the potential problems hard-coded filters can create.

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(arstechnica.com)
AI name filters

Demonic Possession Predicted the Fall of the Carolingian Empire

2024-12-13

In the early 9th century, a Frankish courtier recorded a tale of demonic possession. The demon, Wiggo, confessed to destroying crops, livestock, and spreading plagues, blaming the Franks' sins and their rulers' many crimes. Wiggo described rampant greed, mutual suspicion among rulers, and lack of piety. This story mirrored the crisis of the Carolingian Empire: internal strife, economic instability, and famine. The courtier, Einhard, used this tale to subtly criticize the rulers' corruption and foreshadow the empire's decline.

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(www.smithsonianmag.com)
History Carolingian Empire Demonic Possession Medieval Europe

IRATA.ONLINE: Retro Computing Community Gets PLATOTerm Updates

2024-12-14

IRATA.ONLINE, a PLATO-based online service for retro-computing enthusiasts, has released updated versions of its PLATOTerm terminal emulator. Now supporting Atari 8-bit, C64, Amiga, and Android, IRATA.ONLINE offers a multi-user graphical interface, multiplayer games, social features, and a development environment. This platform aims to revive the PLATO system, providing a unique social and development experience for users.

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(irata.online)
Game terminal emulator

Fei-Fei Li: The Future of AI Vision Lies in 3D

2024-12-12

AI pioneer Fei-Fei Li delivered a keynote at NeurIPS, outlining her vision for computer vision. She argues that true visual intelligence requires moving beyond 2D image processing to 3D spatial understanding. Her startup, World Labs, is focused on giving AI 'spatial intelligence' – the ability to generate, reason within, and interact with 3D worlds. This unlocks creativity and productivity, impacting robotics, VR/AR, and more. Li stresses the need for substantial computing power and data, advocating for increased public sector investment in AI research.

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(spectrum.ieee.org)
AI Computer Vision 3D Spatial Intelligence

XFCE 4.20 Released: Experimental Wayland Support and Numerous Improvements

2024-12-15

After nearly two years of development, XFCE 4.20 has been officially released! This version focuses on preparing the codebase for Wayland, now offering experimental Wayland support for most components, though it's still in its early stages and recommended for advanced users. XFCE 4.20 also boasts numerous new features, bug fixes, and improvements, including improved icon scaling, a performance-enhanced icon view, and an upgraded Thunar file manager. Importantly, Wayland support is incomplete, with some components and features yet to be ported.

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(alexxcons.github.io)
Development Desktop Environment

Hugging Face Spaces Launches ZeroGPU: Dynamic GPU Allocation for Enhanced AI Model Efficiency

2024-12-15

Hugging Face Spaces has introduced ZeroGPU, a shared infrastructure that dynamically allocates NVIDIA A100 GPUs to optimize GPU usage for AI models and demos. ZeroGPU offers free GPU access, multi-GPU support, and lowers the barrier to entry for deploying AI models. Users simply select ZeroGPU hardware when creating a Gradio Space and use the `@spaces.GPU` decorator for GPU-dependent functions. ZeroGPU is compatible with PyTorch and optimized for Hugging Face's transformers and diffusers libraries, but currently only works with the Gradio SDK. Personal accounts (PRO users) can create up to 10 ZeroGPU Spaces, while organization accounts (Enterprise Hub) can create up to 50.

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(huggingface.co)
AI GPU allocation

Fern, a YC-backed Startup, is Hiring a Senior Frontend Engineer

2024-12-14

Fern, a Y Combinator-backed startup, is seeking a Senior Frontend Engineer with a salary of $168,000-$192,000 plus equity. Located in Williamsburg, Brooklyn, NY, this in-person role requires 4+ years of experience in frontend development, proficiency in JavaScript/TypeScript, React, and Next.js. Responsibilities include streamlining developer experience, managing frontend infrastructure, building user-facing features, and fostering strong customer relationships. Fern simplifies API usage and counts Cohere, ElevenLabs, Webflow, and Merge.dev among its clients.

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(www.ycombinator.com)
Development Frontend Engineer

CIA's Animal Spies: From Pigeons to Rats, Declassified Secrets of Nature's Arsenal

2024-12-13

The CIA's history of using animals in espionage is filled with creativity and challenges. From pigeons carrying miniature cameras, to the attempted use of a cat for eavesdropping in the 'Acoustikitty' program (ultimately failing due to the cat's independent nature), to robotic catfish 'Charlie' for underwater reconnaissance, and the dragonfly-mimicking miniature drone 'Insectothopter', the CIA showcased its imagination, leveraging animal characteristics for intelligence gathering. Additionally, they used animal remains as camouflaged dead drops, even employing rats soaked in cat repellent to deliver messages. These imaginative attempts highlight the CIA's innovative spirit in technology and intelligence, and also reflect the unique value of animals in special environments.

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(www.cia.gov)
Misc animal spies CIA technological innovation

LLVM C Library Speeds Up GPUs: Running C Code on GPUs

2024-12-14

The LLVM project has released an exciting GPU C library enabling developers to run libc and libm functions directly on the GPU within C/C++ code. The library supports two main modes: as a supplementary library for offloading languages like OpenMP, CUDA, or HIP; and by directly compiling C/C++ code for the GPU. The article details how to use both modes, including compilation options, linking, and specific builds for AMD and NVIDIA GPUs. This library allows developers to leverage the parallel processing power of GPUs, significantly improving performance without needing deep knowledge of complex GPU programming models.

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(libc.llvm.org)
Development GPU programming C library

Python Dependency Management: A Raging Inferno

2024-12-15

This article delves into the complexities of Python dependency management, likening it to building a bonfire in a dry forest. The author argues that Python dependencies aren't simply a matter of `pip install`; they encompass project packages, system packages, the operating system, hardware, and the environment itself. Good dependency management is crucial for reproducibility—ensuring consistent results across different environments. The article details version control, environment isolation, definition files, lock files, and other key concepts. It then provides a comprehensive comparison of numerous tools, including pip, venv, virtualenv, pip-tools, Pipenv, Poetry, PDM, pyenv, pipx, uv, Conda, Mamba, conda-lock, and Pixi, analyzing their strengths, weaknesses, and use cases. Finally, the author offers tool recommendations based on different scenarios (administrative privileges, dependency types, operating systems, etc.) and looks ahead to future trends in Python dependency management.

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(nielscautaerts.xyz)
Development Python dependency management reproducibility Python tools

Mastering Ruby Debugging: From puts to Professional Tools

2024-12-13

This JetBrains RubyMine blog post delves into various approaches to debugging Ruby code, ranging from basic `puts` statements to interactive consoles (IRB and Pry) and powerful debuggers (byebug, debug, and the RubyMine debugger). Using a real-world bug example, it highlights the strengths and weaknesses of each tool, guiding developers in selecting the most appropriate debugger for improved efficiency. The article emphasizes that effective debugging isn't just about fixing errors; it's about gaining a fundamental understanding of the code to write more robust Ruby applications.

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(blog.jetbrains.com)
Development Ruby debugging debugging tools

Buzee: Open-Source Full-Text Search App Released

2024-12-14

Buzee is a cross-platform, full-text search application built with Rust and Svelte. It allows for fast searching of local files, folders, browser history, and more, even extracting text from PDFs and images using OCR. Developed over two years, this project showcases a robust architecture using Tauri for performance, SQLite and Tantivy for indexing, and a clean Svelte frontend. While feature-rich, it still has some areas for future development, and the author is releasing it open-source for others to contribute.

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(github.com)
Development full-text search

AI Product Management: New Best Practices in a Generative AI World

2024-12-13

The rise of generative AI and AI-based developer tools is reshaping best practices in AI product management. This article highlights the importance of using concrete examples (inputs and desired outputs) to clearly define product specifications. This not only helps teams move faster but also improves the efficiency of assessing technical feasibility. For example, prompting LLMs to test their accuracy on specific tasks allows for quick validation of product ideas. Furthermore, tools like Replit and Vercel empower product managers to build prototypes independently and gather user feedback, accelerating iteration. In short, AI is revolutionizing AI product management, demanding that product managers master new best practices to meet the rapidly evolving market demands.

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(www.deeplearning.ai)
AI AI Product Management Generative AI Product Development

Repurposing Old Smartphones as Kubernetes Cluster Nodes with postmarketOS

2024-12-13

The author built a functional Kubernetes cluster using discarded smartphones and the postmarketOS operating system. The article details the process, including the reasons for choosing old smartphones (substantial computing power, built-in batteries), the advantages of postmarketOS (Alpine Linux-based, uses the mainline Linux kernel), and challenges encountered during setup (kernel modules, network configuration). Solutions to these challenges are thoroughly explained. The author successfully repurposed old smartphones as Kubernetes nodes, efficiently utilizing resources and promoting sustainability.

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(blog.denv.it)
Development smartphone repurposing

Philosophical Dead Ends in Evolutionary Theory

2024-12-15

This review examines Richard Dawkins's "The Genetic Book of the Dead" and Sara Imari Walker's "Life as No One Knows It." Dawkins continues his "selfish gene" theory, arguing that genes are the central driving force of evolution. However, the review points out that this view is outdated and fails to adequately consider factors such as development, epigenetics, and niche construction. Walker's book attempts to explain the origin of life from the perspective of assembly theory, but the review argues that it is overly simplistic and fails to fully clarify the essence of life. The article concludes that popular science books often tend towards simplistic narratives, ignoring the complexity and diversity of the field of biology.

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(lareviewofbooks.org)
AI evolution genes origin of life

Railgun Labs Unveils High-Performance Unicode Algorithm Library: Unicorn

2024-12-15

Railgun Labs has released Unicorn, a high-velocity Unicode algorithm library known for its speed, embeddability, cross-platform compatibility, and security. Unicorn supports numerous Unicode algorithms, including normalization, case conversion, collation, and segmentation, and provides decoders, encoders, and validators for UTF-8, UTF-16, and UTF-32 encodings. The library is fully customizable and extensively tested for accuracy and reliability. It's MISRA C:2012 compliant and largely thread-safe.

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(railgunlabs.com)
Development Unicode algorithms software library high-performance
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