# AutoCompress: Automated Hardware-Guided Model Compression > Source: > Published: 2026-11-09 08:30:06+00:00 LLM pruning must preserve quality while meeting hardware- and workload-specific constraints on latency, throughput, and memory. Existing pruning workflows often target parameter counts, requiring practitioners to manually select model sizes that meet latency, throughput, and GPU memory limits. Howev