llm-architect

What problem does it solve?

This Skill addresses the complexity of designing, deploying, and optimizing large language model (LLM) applications for production environments, ensuring performance, cost-efficiency, and safety.

Core Features & Use Cases

• LLM System Architecture: Designs scalable LLM applications from requirements to production.
• Model Selection & Optimization: Guides choices between RAG, fine-tuning, and prompt engineering; optimizes for latency, cost, and accuracy.
• Deployment & Serving: Recommends and configures infrastructure for serving LLMs at scale.
• Safety & Compliance: Implements guardrails for content filtering, PII detection, and prompt injection prevention.
• Use Case: Architecting a customer support chatbot that leverages RAG for up-to-date information, fine-tuning for brand voice, and a multi-model routing strategy to balance cost and performance.

Quick Start

Use the llm-architect skill to design a scalable LLM system for real-time document summarization.