Adobe's new image rotation tool is one of the most impressive AI tools seen

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Adobe has unveiled a new AI-powered image rotation tool called "Project Turntable" at its MAX conference, which allows users to easily rotate 2D vector art in 3D while maintaining its original 2D appearance. The tool, created by Adobe research scientist Zhiqin Chen, uses AI to fill in gaps in the image and has been described as one of the most impressive AI concepts seen at the conference.

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NotebookLM launches feature to customize and guide audio overviews

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Google has updated NotebookLM, a tool powered by Gemini 1.5, with new features including customizable Audio Overviews that allow users to provide instructions for AI hosts and listen to audio while working within the tool. Additionally, NotebookLM Business, an upcoming version offered via Google Workspace, will provide enhanced features for businesses, universities, and organizations, prioritizing data privacy and security.

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Kagi Update: AI Image Filter for Search Results

Kagi's AI Image Filter feature aims to deliver high-quality, relevant search results by downranking AI-generated images and labeling them with a small badge or icon. Users can also filter out websites with AI-generated images from their search results, giving them more control over the content they see.

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AI engineers claim new algorithm reduces AI power consumption by 95%

AI engineers have developed a new algorithm that replaces complex floating-point multiplication with integer addition, potentially improving AI processing efficiency. This innovation could lead to more energy-efficient and cost-effective AI systems.

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AI Mathematical Olympiad – Progress Prize 2

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LLMD: A Large Language Model for Interpreting Longitudinal Medical Records

LLMD is a large language model designed to analyze patient medical history based on their records, trained on a large corpus of records and tasks to make nuanced connections among them. It exhibits significant gains over other models, achieving state-of-the-art accuracy on medical knowledge benchmarks and outperforming alternatives on production tasks.

ArXiv

NGPT: Normalized Transformer with Representation Learning on the Hypersphere

We propose a novel neural network architecture, the normalized Transformer (nGPT), which normalizes all vectors to unit norm and learns on the surface of a hypersphere. This architecture significantly improves training speed, reducing the number of steps required to achieve the same accuracy by a factor of 4 to 20.

ArXiv

Reducing the Transformer Architecture to a Minimum

Researchers have found that the Attention Mechanism in Transformer models can be simplified without significantly impacting performance, potentially reducing the number of parameters by up to 90%. By removing or reorganizing components such as Multi-Layer Perceptrons (MLPs) and collapsing matrices, simplified Transformer architectures can achieve similar results to the original model on benchmarks like MNIST and CIFAR-10.

ArXiv

How much does AI impact development speed?

A randomized controlled trial with 96 Google software engineers found that AI assistance significantly shortened the time developers spent on a complex task by about 21%. The effect was more pronounced in developers who spent more hours on code-related activities per day.

ArXiv

From Commands to Prompts: LLM-Based Semantic File System for AIOS

Researchers propose an LLM-based semantic file system (LSFS) that enables users to interact with files through natural language prompts, improving usability and file management capabilities. LSFS incorporates a comprehensive API set and vector database to facilitate semantic file management, offering significant improvements over traditional file systems in terms of user convenience and accuracy.

ArXiv

Fast LLM Inference in Rust

Mistral.rs is a Rust library for blazingly fast LLM inference, providing easy-to-use APIs for deployment and integration into various applications. It supports various model categories, including text-to-text, text-image-to-text, and text-to-image, and offers features such as quantization, device mapping, and adapter support.

Repo

Why check if something is odd simply, when you can do it with AI

The is-odd-ai package uses OpenAI's GPT-3.5-turbo model to determine if a number is odd or even, requiring an OpenAI API key for usage. It can be installed via npm and used in a project by requiring the package and calling the isOdd function with a number, which returns a promise resolving to true if the number is odd and false if even.

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Smooth animation library for LLM streaming

FlowToken is a React component library that enhances the visual presentation of text streaming from large language models (LLMs) with smooth animations, providing an engaging user experience. It includes customizable animations, smooth text streaming, and responsive design, and can be installed using npm or yarn.

Repo

Show HN: Tawazi – A Python library for parallel execution of functions in DAGs

Tawazi is a Python library that facilitates parallel execution of functions using a Directed Acyclic Graph (DAG) dependency structure. It allows users to specify the number of threads to use, set up and debug nodes, run subgraphs, exclude nodes, cache results, and control the execution order and parallelization of nodes.

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Agent Zero AI Framework

Agent Zero is a dynamic, organically growing, and learning AI framework that serves as a general-purpose personal assistant. It is designed to be fully transparent, customizable, and interactive, using the computer as a tool to accomplish tasks.

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