Advanced optimization patterns for production edge AI deployments. Covers memory-aware multi-model scheduling, GPU resource pooling with priority queuing, adaptive batching for throughput optimization, KV cache management for transformers, and SLA enforcement achieving 50-70% latency reduction through intelligent resource coordination.
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