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

Shape Budget studies how normalized source separation governs geometry under fixed reach budgets. Starting from ellipse eccentricity as a “budget governor,” the repo develops experiments on asymmetry, anisotropy, and multi-source families, showing when compact control objects act as operational latent variables recoverable from boundary data.