A dynamic, graph-driven Multidisciplinary Design Optimization (MDO) framework integrating FalkorDB, OpenMDAO, and multi-fidelity surrogate models.

First measured result on whether epistemic metadata changes how AI consumers answer derivation questions over an MBSE model. 3 LLMs × 120 judged answers over the public Apollo 11 SysML v2 model. Anonymised for double-blind review.

~72 runnable engineering guides on agent runtimes, self-custody, and local-first systems — each with the problem, the design decisions, and a demo you can run.

Foundational governance, validation, and infrastructure work that evolved into the blAIne ecosystem.