Swarm Lightweight Multi-Agent Orchestration Guide: Code Implementation for Scalable and Dynamic Workflows

Swarm Lightweight Multi-Agent Orchestration Guide: Code Implementation for Scalable and Dynamic Workflows

Swarm is an innovative open-source framework designed to explore the orchestration and coordination of multi-agent systems. Developed and maintained by the OpenAI Solutions team, it provides developers with a lightweight, ergonomic, and educational environment for learning and experimenting with agent-based systems. The core design goal of Swarm is to facilitate interaction among autonomous agents (i.e., … Read more

Running Phi-4 Model with Ollama and Python Calls

Running Phi-4 Model with Ollama and Python Calls

## Install Ollama Select the appropriate installation method based on your operating system, taking Linux CentOS as an example. Use the command `curl -fsSL https://ollama.com/install.sh | sh` to install (requires sudo privileges). After installation, you can verify if it was successful by running `ollama –version`. ### Start Ollama After successful installation, start the Ollama service … Read more

Analyzing Social Concept Differentiation Under Generative AI

Analyzing Social Concept Differentiation Under Generative AI

Author Introduction Liang Yucheng, Professor and PhD Supervisor at the School of Sociology and Anthropology, Sun Yat-sen University, Distinguished Professor of the Changjiang Scholars Program. Ma Yukun (Corresponding Author), PhD student at the School of Sociology and Anthropology, Sun Yat-sen University, Email: [email protected] 1. Differentiation of Social Concepts in the Digital Age: “Multicentralization” The emergence … Read more