Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss.
Part of AI Research Skills (Orchestra)Pack · 98 skills
by Orchestra-Research· AI & agentsUnclaimed · Yours? Claim it
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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.
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.copilot/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.cursor/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.claude/skills/awq-quantization
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs /plugin install rag@ai-research-skills
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.agents/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.gemini/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq .agents/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.openclaw/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.config/opencode/skills/awq-quantization
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npx -y degit Orchestra-Research/AI-Research-SKILLs/10-optimization/awq ~/.hermes/skills/awq-quantization
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Turns a task into a copy-ready /goal command for Claude Code or Codex, with a checkable finish line and a stop bound.
The .NET team's skill for picking the right AI or ML stack in .NET 8+ apps, from ML.NET to Microsoft.Extensions.AI and Agent Framework.
Turn a repeated workflow, prompt set or SOP into a tested, packaged agent skill, or audit and improve a skill you already have.
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Safe to install in every agent it supports. Runs in your agent, as instructions.