LLMOps, Model Serving & Inference Optimization

What this domain covers

This edition groups 39 capabilities in LLMOps, Model Serving & Inference Optimization across 13 named categories. The inventory contains 17 concepts and 22 tools; 18 skills appeared in at least two of the three original research runs. The remaining entries stay visible with their lower coverage so a reader can distinguish taxonomy scope from research-system agreement.

Current category labels: API Gateways & Routing · CI/CD & Automation · Containerization · Cost & FinOps · Deployment Infrastructure · Experiment Tracking & Registry · GPU & Kernels · Inference Optimization · and 5 more

Frequent learning foundations

1. Docker supports 4 mapped skills
2. LLM Inference Serving supports 4 mapped skills
3. Transformer Architecture supports 4 mapped skills
4. Inference Optimization supports 3 mapped skills
5. Git supports 2 mapped skills