AI Infrastructure in 2024: Practical Patterns

XToka Team
· AI Systems

Production AI is more than calling a model. You need data pipelines, vector indexes, retrieval strategies, and guardrails to ensure quality and safety.

We standardize on clear observability, evaluation datasets, and reproducible deployment to keep iteration fast without sacrificing reliability.

The result is a platform that supports new use cases while keeping costs and risks under control.