ADK-Golang is an open-source Agent Development Kit for the Go ecosystem. It provides a modular framework to register and manage tools (APIs, databases, external services), build dynamic prompt templates, and maintain conversation memory for multi-turn interactions. With built-in orchestration patterns and logging support, developers can easily configure, test, and deploy AI agents that perform tasks such as data retrieval, automated workflows, and contextual chat. ADK-Golang abstracts low-level API calls and streamlines end-to-end agent lifecycles—from initialization and planning to execution and response handling—entirely in Go.

Multi-Agent-Conversation-AutoGen is engineered to automate the creation of interactive dialogue sequences among multiple AI agents for testing, research, and educational applications. Users supply a configuration file to define agent profiles, personas, and conversation flows. The framework orchestrates turn-based interactions, leveraging OpenAI GPT APIs to generate each message dynamically. Key features include customizable prompt templates, flexible API integration, conversation length control, and exportable logs in JSON or text formats. With this tool, developers can simulate complex group discussions, stress-test conversational agents in diverse scenarios, and rapidly produce large sets of dialogue data without manual scripting. The modular architecture allows extension to other LLM providers and integration into existing development pipelines.