Deployment Ready, CI/CD, Docker, and Rollout Strategies for LangGraph and CrewAI Agents
Introduction Proof-of-concept agents are easy to demo. Production agents must be: This article explains how to deploy multi-agent LangGraph and CrewAI systems using Docker, GitHub Actions, and real-world infrastructure practices. Goals of Production Deployment Deployment-ready agentic systems must support: Project Directory Structure Start by modularizing your repo: agentic-ai-app/├── agents/ # Agent role logic├── tools/ # … Read more