Tag: langchain

By Andrii Klymenko · Updated August 04, 2026 Quick answer: A Python multi-agent system requires Python 3.10+, an LLM framework like LangChain or CrewAI, and an LLM API key. The minimum architecture includes an orchestrator agent managing specialized tool agents that share state through memory objects or message queues. Each agent handles a narrow task…

Read more →