ThreeAgents is built in Python, leveraging OpenAI's chat completions API to instantiate multiple AI agents with distinct roles (system, assistant, user). It provides abstractions for agent prompting, role-based message handling, and context memory management. Developers can define custom prompt templates, configure agent personalities, and chain interactions to simulate realistic dialogues or task-oriented workflows. The framework handles message passing, context window management, and logging, enabling experiments in collaborative decision-making or hierarchical task decomposition. With support for environment variables and modular agents, ThreeAgents allows seamless swapping between OpenAI and local LLM backends, facilitating rapid prototyping of multi-agent AI systems. It ships with example scripts and Docker support for quick setup.

KnowSilos is a powerful decision-making tool designed for businesses of all sizes. It automates the gathering of siloed, unstructured information, scrapes real-time data from the internet, and leverages decision-making frameworks to provide actionable insights. With features like advanced knowledge graphs and real-time analysis, KnowSilos helps organizations stay ahead of market trends, ensure data credibility, and enhance collaborative decision-making. The platform also addresses critical challenges like information overload and ineffective knowledge sharing.