Individual skill

awq-quantization

Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster inference than GPTQ with better accuracy preservation, or for instruction-tuned and multimodal models. MLSys 2024 Best Paper Award winner.

tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/optimization-awq/SKILL.md

Source commit a177737d6df6a543d21d3b7ee6163ec715d24aa8

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Last checked

Nov 8, 2026

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