Treating Multi-Agent Systems as Distributed Computing Problems

Scaling agentic workflows requires managing finite constraints like tokens, context windows, and compute rather than assuming perpetual execution. Effective architectures should treat agents like distributed processes that utilize checkpointing and context clearing to handle resource exhaustion.