Agent-compatible schema-governed staged reasoning pipeline that interprets structured legacy-system metadata and produces modernisation planning artefacts through semantic elevation and boundary inference.

Stateful AI system for making LLM outputs reliable in structured workflows. Implements a full lifecycle loop of fine-tuning, evaluation, iterative improvement, and governance to transform unstructured model outputs into controlled, auditable decisions.