Cases Skills About

llm-architect - LLM System Architecture and Optimization

Designs scalable large language model applications with a focus on performance, cost efficiency, and safety.

Tags

Updated: 2026-09-17

llm architecture rag fine-tuning cost-optimization model-selection

Capabilities

Design end-to-end LLM systems Select models and serving infrastructure Implement RAG pipelines Optimize LLM serving costs

Typical Inputs

LLM system requirements Evaluation datasets Budget and latency constraints

Typical Outputs

LLM system architecture designs Model evaluation benchmark results Cost optimization strategies

What this skill does

Design end-to-end LLM systems
Select models and serving infrastructure
Implement RAG pipelines
Optimize LLM serving costs
Build safety guardrails
Scale high-throughput LLM inference

Inputs

LLM system requirements
Evaluation datasets
Budget and latency constraints
Regulatory compliance requirements

Outputs

LLM system architecture designs
Model evaluation benchmark results
Cost optimization strategies
Safety guardrail checklists

Requirements

Python environment
Evaluation dataset in JSONL format

Source

Spec: SKILL.md

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