Managing 50 AI Agents on Minimal Hardware: A Scheduling-First Architecture

This architecture demonstrates how developers can deploy large-scale AI agent fleets on consumer-grade GPUs by treating them as batch systems rather than real-time services. By prioritizing scheduling and resource management over raw throughput, the approach makes intelligent agent coordination accessible to anyone with limited hardware—a critical insight for cost-conscious AI deployments.