Scaling Python Agent Frameworks Without Breaking the Bank

As multi-agent orchestration tools like CrewAI move into production, the high volume of inter-agent LLM calls can lead to skyrocketing operational costs. Implementing an intermediate gateway like Lynkr provides the necessary caching and routing layers to scale complex autonomous workflows while maintaining financial efficiency.