Implementing Multi-Agent Reasoning in Claude: Extended Thinking Architecture and Performance Trade-offs

RecursiveMAS demonstrated that agents sharing internal reasoning state outperform those sharing only final outputs, but implementing this technique with Claude requires creative architectural workarounds due to API constraints. This deep dive reveals the practical tension between reasoning accuracy improvements and token costs, offering essential insights for developers building sophisticated multi-agent systems with closed-model APIs.