LLM Engineering – Operational Skill Hub

A single resource for executing, validating, and scaling LLM systems with modern production standards, while delegating domain depth to specialized skills.

This skill provides quick reference, decision frameworks, and navigation to detailed operational patterns for:

• Data, training, fine-tuning (PEFT/LoRA standard)
• Evaluation (automated testing, metrics, rollout gates)
• Deployment (vLLM 24x throughput, FP8/FP4 quantization)
• LLMOps (automated drift detection, retraining)
• Safety (multi-layered defenses, AI-powered guardrails)

For detailed patterns: See Resources and Templates sections below.

Quick Reference