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Multi-agent orchestration: when more agents help and when they hurt
Multi-agent systems have become one of the most discussed patterns in modern AI engineering. The idea sounds intuitive: instead of asking one model to solve a difficult problem, create a team of speci
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The Model Context Protocol (MCP): connecting agents to real tools
Large language models are good at reasoning over text, but real-world software systems rarely live inside text alone. A useful AI agent needs to interact with calendars, databases, ticketing systems,
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Your first tool-using agent: function calling done right
A tool-using agent is not a language model that somehow reaches into your Python process and executes functions by itself.