Fit-for-purpose AI orchestration approach. Exploring how deterministic code, lightweight models, and selective escalation to LLMs can build faster, cheaper, and more reliable workflows. Not a product — just systems design patterns and prototypes.

The Riatix NL-to-SQL Engine introduces an alternate approach to natural-language querying - one that focuses on schema-aware intent translation instead of direct SQL generation.