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Scaling Laws – O1 Pro Architecture, Reasoning Training Infrastructure, Orion and Claude 3.5 Opus “Failures”

Published: 2024-12-12 | Origin: /r/programming

The content from SemiAnalysis discusses the recent skepticism surrounding AI scaling laws, particularly in relation to the advancements in Large Language Models (LLMs). Critics have expressed concerns over the stagnation in model performance, saturated benchmarks, and potential limitations in training data and hardware scaling. However, major players in the AI sector, like Amazon, Meta, OpenAI, and Google, continue to invest heavily in datacenter expansions and new technologies, indicating their confidence in the ongoing relevance of scaling laws. The piece emphasizes that

Kheish - An Open-Source Platform for Orchestrating Complex LLM Workflows

Published: 2024-12-12 | Origin: /r/programming

Kheish is an open-source platform designed for multi-agent workflows utilizing Large Language Models (LLMs) to manage complex tasks. It supports flexible workflows and integration of external modules to enhance capabilities. The platform features: 1. **Multi-Agent Workflow**: A sequence of roles (Proposer, Reviewer, Validator, Formatter) is executed in an ordered manner defined by a YAML configuration. 2. **Flexible Module Integration**: Users can extend functionalities using modules like filesystem access, shell commands, and

Type-erased generic functions for C: A modest non-proposal

Published: 2024-12-12 | Origin: /r/programming

The author discusses the limitations of C as a "portable assembly language" and highlights the importance of certain properties like one function definition leading to one symbol in an object file. They propose exploring a new approach to implement parametric polymorphism in C-like languages, inspired by Swift and leveraging runtime metadata for dynamic handling of generic types. Specifically, they mention a proposed _Type primitive type that carries metadata about types, allowing for more flexible generic programming. This approach is suggested to be simpler, more expressive, and

Gukesh becomes the youngest chess world champion in history

Published: 2024-12-12 | Origin: Hacker News

Lichess is streaming every day of the world chess championship on Twitch and YouTube, featuring hosts GM Felix Blohberger and IM Laura Unuk, along with rotating guests. Today’s round included guest GM Ivan Cheparinov, with annotations by GM Yannick Gozzoli available at the article's end. In the match, GM Ding Liren faced GM Gukesh D., entering a pawn-down endgame after an early opening advantage. Ding liquidated into the endgame but

Retiring from Hanami/dry-rb/rom-rb core teams

Published: 2024-12-12 | Origin: /r/ruby

The announcement on the official Hanami blog reveals the retirement of a key member from the core teams after two years of reflection on their role in the Ruby community and Open Source ecosystem. This decision was difficult, rooted in a long history with Ruby and its community. The post primarily serves as a heartfelt thank-you to influential individuals who significantly impacted the author’s journey. Key acknowledgments include: - **Paul Klipp**: For hiring the author as a Ruby on Rails developer in 2007 and fostering

Ruby on Rails 8.0 Released, Introduces Kamal 2 for Improved Deployments

Published: 2024-12-12 | Origin: /r/ruby

The content provides a monthly overview for architects and aspiring architects, focusing on key insights in software development. It emphasizes the importance of managing complexity in large-scale software delivery and highlights the value of probabilistic thinking for adapting to uncertainty. Key discussions include: - Lin Sun's examination of implementing sidecars in software architecture and the migration considerations between sidecar and sidecar-less configurations. - Alana Marzoev's explanation of streaming dataflow fundamentals, specifically regarding the architecture of ReadySet. - Urvashi

How to use a remote build server with Kamal

Published: 2024-12-12 | Origin: /r/ruby

The content discusses the creation and benefits of an external build server for Kamal deploys. By default, Kamal builds Docker images locally, but users can configure a remote builder for builds on a different host by specifying the remote connection. Local builds will continue as long as the local host's architecture matches the specified settings, but users can opt for remote builds by setting local to false. Kamal only submits build requests to the server and requires Docker to be installed on the build server. The remote

Value-based type validation in Rust for Node.js applications

Published: 2024-12-12 | Origin: /r/programming

On Day 4 of Launch Week, Encore.ts has introduced advanced value-based validation support, enhancing its already intuitive request and response type definitions using TypeScript. This new feature ensures both compile-time and runtime type safety, responding with a 400 error for malformed requests. In addition to verifying field presence and types, value-based validation allows users to check that values fall within acceptable ranges or match specific patterns using the TypeScript type system for rule definition. The validation is executed in Rust for exceptional performance, making

A ChatGPT clone, in 3000 bytes of C, backed by GPT-2 (2023)

Published: 2024-12-12 | Origin: Hacker News

Nicholas Carlini describes a dependency-free implementation of GPT-2 in approximately 3000 bytes of C code. This program loads the weight matrix and BPE file from original TensorFlow files, tokenizes input, performs matrix operations for inference, and decodes output using BPE. The implementation is optimized for speed, allowing GPT-2 Small to generate replies in a few seconds on modern hardware through techniques like KV caching and efficient matrix multiplication with optional parallel processing. While the output quality is considered poor

Reachability Analysis of DNS

Published: 2024-12-12 | Origin: Hacker News

arXivLabs is a collaborative framework for developing and sharing new features on the arXiv website. Participants, including both individuals and organizations, uphold values of openness, community, excellence, and user data privacy. arXiv is dedicated to these principles and partners only with those who share them. If you have a project idea that could benefit the arXiv community, further information about arXivLabs is available. Additionally, users can receive operational status notifications via email or Slack.

Far From Random: Three Mistakes From Dart/Flutter's Weak PRNG

Published: 2024-12-11 | Origin: /r/programming

The content discusses the vulnerabilities stemming from the use of predictable sources of randomness in the Dart/Flutter ecosystem. Several popular projects have been affected by this issue, which is common among many open-source projects. Flutter, a framework that enables the development of interactive applications across mobile, web, and desktop platforms using a single codebase, leverages Dart and its virtual machine (Dart VM) for executing code. The Dart VM includes libraries for various operations, including generating randomness. However, inconsistencies in these

Man ran 700 miles to make 'insanely impressive' art on GPS fitness app

Published: 2024-12-11 | Origin: Hacker News

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QEMU with VirtIO GPU Vulkan Support

Published: 2024-12-11 | Origin: Hacker News

The recent release of QEMU includes the Venus patches, enabling VirtIO-GPU to support Vulkan through Venus encapsulation, marking progress towards full Vulkan support. An outdated blog post from Collabora in 2021 discussed enabling 3D acceleration for Vulkan applications in QEMU using the experimental Vulkan driver. The updated guide includes installing the necessary drivers for your graphics card and verifying your setup with Vulkan tools. If your distribution lacks an updated version of QEMU, you may need to build it from source,

Mysterious New Jersey drone sightings prompt call for 'state of emergency'

Published: 2024-12-11 | Origin: Hacker News

The recent sightings of mysterious drone clusters in New Jersey and the northeastern US have led to calls for a limited state of emergency. New Jersey Republican state senator Jon Bramnick has urged a ban on all drones until the situation is clarified, citing public concern over the unexplained phenomena. The issue gained traction in mid-November, initially surfacing on social media but now involving state and federal authorities. New Jersey Governor Phil Murphy held a briefing with the US homeland security secretary and local officials, reassuring that there is

FP For The Working Programmer: Why Is null Bad?

Published: 2024-12-11 | Origin: /r/programming

The author discusses the dangers of null values in programming, highlighting how languages like C/C++ can lead to hard-to-trace bugs when accessing null pointers. Java improves on this by failing immediately when a null pointer is accessed, which aids debugging. However, the problem remains that traditional type systems do not differentiate between present and absent values due to the ubiquitous nature of null. Newer languages such as Scala introduce an Option type, which explicitly represents a value that may or may not exist—either as Some

Review of Mullvad VPN

Published: 2024-12-11 | Origin: Hacker News

X41 conducted a white box penetration test on the Mullvad VPN Application, which included access to the source code and the creation of a threat model. The test faced challenges due to the application’s complexity, as it operates on multiple platforms (Linux, Windows, macOS, Android, iOS) and undergoes regular audits. Despite Mullvad’s efforts, new vulnerabilities were discovered, indicating that ongoing security measures are essential for complex products. The team's findings revealed that many issues stemmed from interactions with

Implementing Rust-like traits for C++ 20 (with no runtime overhead)

Published: 2024-12-11 | Origin: /r/programming

The content discusses a C++ header-only library called "rusty.hpp," which seeks to emulate Rust's borrow checker and memory ownership system, inspired by Rust's design principles. The library aims to provide a minimal, lightweight, and powerful solution for integrating Rust-like features into C++ projects. "Rusty.hpp" allows C++ developers to experiment with Rust workflows while remaining in a C++ environment, although there are limitations compared to Rust, such as compile-time borrow checking being redirected to exceptions in

The GPU is not always faster

Published: 2024-12-11 | Origin: /r/programming

The blog shares interesting experiences from the author's life and will be updated regularly with new topics. The author invites readers to revisit and also provides contact information for work inquiries.

FCC opens entire 6 GHz band to low power device operations

Published: 2024-12-11 | Origin: Hacker News

The Federal Communications Commission (FCC) has announced new regulations allowing very low power (VLP) devices to operate across the entire 6 GHz band. This shift opens up 1,200 megahertz of spectrum for unlicensed use, enhancing applications such as wearable technologies and augmented reality, thereby improving learning, healthcare, and entertainment. The new rules permit VLP devices to operate in specific frequency ranges (U-NII-6 and U-NII-8) with technical protections to avoid interference with

OnlyFans models are using AI impersonators to keep up with their DMs

Published: 2024-12-11 | Origin: Hacker News

Concerns about AI taking jobs are heightened as we see some job displacement, even in niche areas like OnlyFans chatters. Chatters are gig workers paid to engage in conversations on behalf of popular OnlyFans creators, providing a personal touch that enhances fan relationships. However, as the demand for managing a high volume of messages grows, creators increasingly outsource these conversations. Historically, chatters were primarily from countries with lower wage expectations, but now AI-generated chatters are emerging as replacements. Startups, like