Running Production AI Agents on Consumer Hardware at Scale

The conventional wisdom that production AI agents require expensive enterprise hardware is wrong. Through detailed analysis of real failure modes and fixes, this article demonstrates that with intelligent orchestration, memory management, and context optimization, even a 16GB MacBook can reliably run multiple AI agents handling significant business workloads.