This gives Claude the ability to apply AWQ quantization, a 4-bit compression technique that preserves important weights based on activation patterns. You're looking at roughly 3x speedup over FP16 with minimal accuracy loss, which makes it solid for deploying instruction-tuned models in production. The skill documentation is clear about when to use it: if you're running vLLM on Ampere or newer GPUs and want better generalization than GPTQ offers. Worth noting it originally came from zechenzhangagi's AI research skills collection before being templated here. The tradeoff is ecosystem compatibility, GPTQ still has broader tool support if that matters for your stack.

skills.sh installs
303
GitHub stars
33.2K
last updated
Aug 21, 2026

Install

$ npx -y skills add davila7/claude-code-templates --skill awq-quantization --agent claude-code

Installs into .claude/skills of the current project.

Files

This gives Claude the ability to apply AWQ quantization, a 4-bit compression technique that preserves important weights based on activation patterns. You're looking at roughly 3x speedup over FP16 with minimal accuracy loss, which makes it solid for deploying instruction-tuned models in production. The skill documentation is clear about when to use it: if you're running vLLM on Ampere or newer GPUs and want better generalization than GPTQ offers. Worth noting it originally came from zechenzhangagi's AI research skills collection before being templated here. The tradeoff is ecosystem compatibility, GPTQ still has broader tool support if that matters for your stack.

Browse the repository on GitHub

Sponsors

Details

Repository
github.com/davila7/claude-code-templates
Category
AI & Agent Building
First seen
Jun 3, 2026

More from davila7/claude-code-templates

All 618
1hairyf avatarcreate-skill-from-repohairyf/skillsBootstraps modular Agent Skills from any repository. Clones the source to `sources/`, extracts core documentation into categorized references under `skills/`, a302skills.sh installs
2davila7 avatargh-address-commentsdavila7/claude-code-templatesHelp address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to authenticate if not lo301skills.sh installs
3evoscientist avatarexperiment-iterative-coderevoscientist/evoskillsIterative code refinement through plan → code → evaluate → refine cycles. Runs lint checks (ruff), tests (pytest), and structured self-evaluation each cycle, th301skills.sh installs
4decebals avatarlogging-patternsdecebals/claude-code-javaJava logging best practices with SLF4J, structured logging (JSON), and MDC for request tracing. Includes AI-friendly log formats for Claude Code debugging. Use 300skills.sh installs
5hairyf avatargithub-workflowhairyf/skillsStandard flow from any task source (link or description) to creating a PR: resolve task, create branch and TODO.md, delegate fix to SubAgent (TODO.md), then com298skills.sh installs
6thinkfleetai avatarlocal-whisperthinkfleetai/thinkfleet-engineLocal speech-to-text using OpenAI Whisper. Runs fully offline after model download. High quality transcription with multiple model sizes.297skills.sh installs