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Book Overview & Buying
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Table Of Contents
Design Multi-Agent AI Systems Using MCP and A2A
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Let’s recap. We provided a comprehensive exploration of the AI-6 tool system, shifting the focus from the high-level orchestration engine to the internal structure and behavior of the tools themselves. We examined how AI-6 achieves provider-agnostic tool interoperability by defining a unified, generic tool specification that maps cleanly to provider-specific formats such as OpenAI’s function calling or Ollama’s tool schema. These tools are designed to be reusable, consistent, and easily translatable across different LLM APIs, with a robust schema and input validation mechanism at their core.
We continued with detailed walkthroughs of built-in command-line tools such as pwd, ls, awk, and a special-purpose echo tool for file writing. These tools are implemented using the CommandTool base class and are capable of performing file operations and shell interactions directly from within the AI framework. Additional tools, such as test_runner for executing...