Implement multi-layer LLM caching with exact match, semantic similarity, and provider-side prompt caching. Reduce API costs by 30–70%, cut latency, and improve throughput using Redis, GPTCache, and provider caching APIs.
$npx -y skills add bagelhole/devops-security-agent-skills --skill llm-cachingInstalls into the current project.
Run `npx skills use "https://github.com/bagelhole/devops-security-agent-skills" --skill "bagelhole/devops-security-agent-skills/llm-caching"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.
Use the skills in "https://github.com/bagelhole/devops-security-agent-skills" that are relevant to the current task. Run `npx skills add "https://github.com/bagelhole/devops-security-agent-skills"` and select the relevant skills, then follow their instructions.