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

Closed-loop Architecture Designed to Establish Self-governing, Mathematically Predictable, and Inherently Safe Super AI by mirroring the elegant physics of the cosmos.

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.

framework 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.