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orchestra-research avatar

Quantizing Models Bitsandbytes

orchestra-research/ai-research-skills
684 installs11.5k stars
Summary

This wraps bitsandbytes for quantizing large language models directly in your Claude Code workflow. You get 8-bit quantization for 50% memory savings or 4-bit for 75% reduction, both with less than 1% accuracy loss according to the docs. Useful when you're trying to run models locally or fit bigger ones into limited VRAM. The skill includes the standard transformers integration setup, so you're basically getting the same quantization approach that's become common in the open source LLM space. Originally from ovachiever/droid-tings, now maintained under orchestra-research. It passed Gen Agent Trust Hub and Socket audits but has a Snyk warning, so check dependencies if that matters for your project.

Install to Claude Code

npx -y skills add orchestra-research/ai-research-skills --skill quantizing-models-bitsandbytes --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
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Capacitor - Shared memory for your team’s coding agents.
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Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
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CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
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Integrate web data into your AI product. One API to scrape website & brand data.
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belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
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CodeRabbit
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AI writes the code. CodeRabbit catches the slop.
Try For Free →
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Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
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Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
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Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Files
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Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Categories
AI & Agent BuildingData Science & ML
First SeenJun 3, 2026
View on GitHub

More from orchestra-research/ai-research-skills

All 95 skills →
  • Ray Data684
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  • Gguf Quantization681
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  • Audiocraft Audio Generation680
  • Deepspeed679
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  • Huggingface Tokenizers675
  • Axolotl674
  • Modal Serverless Gpu674
  • Moe Training674
  • Outlines674

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