Running Multi-Agent Workloads Saturates Four Macs' Memory

A developer running many agents across four Macs saturated every machine's RAM, forcing complex cross-machine management. Matt Shumer notes he relies on cloud services like Claude Code rather than weak local models, agreeing local RAM becomes the bottleneck at scale.

2026-08-26 ~ 2026-08-26 · 3 related posts

• Local Agents Saturate 4 Macs' RAM, Author Calls for Cloud Solutions — mattshumer_ · 2026-08-26
• Matt Shumer: Local Models Suck, RAM Bottlenecks Multi-Agent Systems — mattshumer_ · 2026-08-26
• Local RAM and CPU become bottlenecks when running multiple agents — adrianscottcom · 2026-08-26