kilobees is a comprehensive multi-agent orchestration platform built in Python that streamlines the development of complex AI workflows. Developers can define individual agents with specialized roles, such as data extraction, natural language processing, API integration, or decision logic. kilobees automatically manages inter-agent messaging, task queues, error recovery, and load balancing across execution threads or distributed nodes. Its plugin architecture supports custom prompt templates, performance monitoring dashboards, and integrations with external services like databases, web APIs, or cloud functions. By abstracting the common challenges of multi-agent coordination, kilobees accelerates prototyping, testing, and deployment of sophisticated AI systems that require collaborative agent interactions, parallel execution, and modular extensibility.

Visualig AI provides a modular, self-hostable environment where you can configure and deploy RESTful endpoints for text-based chat, image processing and generation, code completion and generation, as well as video synthesis. It integrates with major AI providers—such as OpenAI, Stable Diffusion, and video-generation APIs—allowing you to rapidly prototype multi-modal agents. All features are accessible via simple HTTP calls, and the codebase is fully open-source for customization and extension.