Data Party THU
Data Party THU
Nov 25, 2025 · Artificial Intelligence

What $47,000 Taught Us About Deploying Multi‑Agent AI Systems

After spending $47,000 running four LangChain agents in production, we reveal the hidden costs of A2A communication and Anthropic’s MCP, expose seven common deployment pitfalls, and argue that dedicated AI infrastructure is essential for scalable multi‑agent systems.

A2A communicationAI infrastructureLangChain
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What $47,000 Taught Us About Deploying Multi‑Agent AI Systems