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Devoxx: MCP in the Wild: Real Time Agentic Systems with Live AB Testing by Arun Gupta

Ever wanted AI bots to talk, plan, and execute decisions in real time? MCP lets you slice agent behavior into planning, reasoning, and execution modules and plug them into a live multiplayer game with Python, CrewAI, and FastAPI. The best part—swap GPT-4, Claude, Mixtral on the fly and see differences without rewriting your logic.

You can even run A/B tests mid-game, tracking metrics like planning time, replanning frequency, and context-switch impact to benchmark performance beyond tokens or latency. Dive into the open source repo, explore the protocol-based design, and discover how MCP can tame the spaghetti of multi-agent orchestration in your next LLM project.

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