Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT.
Part of AI Research Skills (Orchestra)Pack · 98 skills
by Orchestra-Research· AI & agentsUnclaimed · Yours? Claim it
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Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with minimal accuracy loss, or enabling faster inference on hardware accelerators. Covers unstructured pruning, structured pruning, N:M sparsity, magnitude pruning, and one-shot methods.
Skills people install alongside model-pruning.
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Runs on your machine.
Runs on your machine.
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.copilot/skills/model-pruning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.cursor/skills/model-pruning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.claude/skills/model-pruning
/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/19-emerging-techniques/model-pruning ~/.agents/skills/model-pruning
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Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.gemini/skills/model-pruning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning .agents/skills/model-pruning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.openclaw/skills/model-pruning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.config/opencode/skills/model-pruning
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npx -y degit Orchestra-Research/AI-Research-SKILLs/19-emerging-techniques/model-pruning ~/.hermes/skills/model-pruning
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Write a reviewSkills people install alongside model-pruning.
Has your agent write a tight, ready-to-paste prompt for the AI tool you name, from Claude Code and Cursor to Midjourney and Sora.
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.