The Artificial Intelligence Ontology (AIO) is a systematization of artificial intelligence (AI) concepts, methodologies, and their interrelations. Developed via manual curation, with the additional assistance of large language models (LLMs), AIO aims to address the rapidly evolving landscape of AI by providing a comprehensive framework that encompasses both technical and ethical aspects of AI technologies. The primary audience for AIO includes AI researchers, developers, and educators seeking standardized terminology and concepts within the AI domain. The ontology is structured around six top-level branches: Networks, Layers, Functions, LLMs, Preprocessing, and Bias, each designed to support the modular composition of AI methods and facilitate a deeper understanding of deep learning architectures and ethical considerations in AI. AIO's development utilized the Ontology Development Kit (ODK) for its creation and maintenance, with its content being dynamically updated through AI-driven curation support. This approach not only ensures the ontology's relevance amidst the fast-paced advancements in AI but also significantly enhances its utility for researchers, developers, and educators by simplifying the integration of new AI concepts and methodologies. The ontology's utility is demonstrated through the annotation of AI methods data in a catalog of AI research publications and the integration into the BioPortal ontology resource, highlighting its potential for cross-disciplinary research.

The integration and deployment of large language model (LLM)-based intelligent agents have been fraught with challenges that compromise their efficiency and efficacy. Among these issues are sub-optimal scheduling and resource allocation of agent requests over the LLM, the difficulties in maintaining context during interactions between agent and LLM, and the complexities inherent in integrating heterogeneous agents with different capabilities and specializations. The rapid increase of agent quantity and complexity further exacerbates these issues, often leading to bottlenecks and sub-optimal utilization of resources. Inspired by these challenges, this paper presents AIOS, an LLM agent operating system, which embeds large language model into operating systems (OS) as the brain of the OS, enabling an operating system "with soul" -- an important step towards AGI. Specifically, AIOS is designed to optimize resource allocation, facilitate context switch across agents, enable concurrent execution of agents, provide tool service for agents, and maintain access control for agents. We present the architecture of such an operating system, outline the core challenges it aims to resolve, and provide the basic design and implementation of the AIOS. Our experiments on concurrent execution of multiple agents demonstrate the reliability and efficiency of our AIOS modules. Through this, we aim to not only improve the performance and efficiency of LLM agents but also to pioneer for better development and deployment of the AIOS ecosystem in the future. The project is open-source at https://github.com/agiresearch/AIOS.

Virtus AllianzGI Artificial Intelligence & Technol (AIO) will begin trading ex-dividend on December 23, 2021. A cash dividend payment of $3.45 per …

Virtus AllianzGI Artificial Intelligence & Technology Opportunities Fd (NYSE: AIO) shares fell -0.9700% to end trading Friday at $27.37 per share - a net change of $-0.268. Shares traded between $27.55 and $27.30 throughout the day. The Fund seeks to generate a stable income stream and growth of capital by focusing on one of the most significant long-term secular growth opportunities in markets today. A multi-asset approach based on fundamental research is employed, dynamically allocating to attractive segments of a company's debt and equity in order to offer an attractive risk/reward profile. Innovators and Disruptors -- The Fund invests in a growing universe of opportunities across a broad spectrum of technologies and sectors embracing the disruptive power of artificial intelligence and other new technologies.

It should come as no surprise that Vizio infused the AIO with stellar sound for a reasonable price. From the V Series 2.1 to the company's impressive Dolby Atmos bars like the SB36512-F6, Vizio has built quite a reputation for packing its audio products with exceptional sound without reflecting it in the bars' retail price. With a six-driver array, simplistic equalizer options, and capable DTS Virtual:X, the AIO is well-equipped in the sound department among products in its price range. As inevitably tends to be the case, however, the savings come at a cost. The dual "subwoofers" built into the bar may be convincing for casual music listening, but are exposed when movies and TV shows demand more of them.