ENGINEERING BLOG
Technical research and engineering insights from the team building the operating system for responsible AI operations.
121 articles · Published by MARIA OS
Beyond generative AI: a practical computational substrate for self-governing enterprises
An agentic company is not built on generative AI alone. We present 10 core algorithms across language, tabular prediction, state-transition control, graph structure, and anomaly detection, organized into a 7-layer architecture for enterprise governance workloads.
How k-means, DBSCAN, and hierarchical clustering form the computational mechanism of organizational role formation
Role specialization in agentic companies can be analyzed as a clustering phenomenon. We show how k-means supports initial role assignment, DBSCAN discovers natural clusters without fixed role counts, and hierarchical clustering models nested organizational structure. We derive a role-specialization equation and describe how MARIA OS applies dynamic re-clustering for organizational adaptation.
Converting contract provisions into multi-dimensional risk representations and extracting negatively correlated clause clusters for automated risk assessment
Enterprise contract review is still heavily manual in many organizations. We present a mathematical framework that transforms legal clauses into dense risk vectors `r_i in R^d`, builds inter-clause correlation matrices, and extracts negatively correlated clause clusters associated with adversarial or misaligned provisions. In evaluated M&A due-diligence workflows, the approach reduced review time by 73%, identified 94.2% of material risk clauses flagged by human reviewers, and surfaced 31% more cross-clause risk interactions than baseline review processes.
Using graph Laplacian analysis and Fiedler vectors to reveal hidden factional structure in multi-agent conflict networks
Repeated agent conflicts can form factional structures that are hard to detect from pairwise analysis alone. This paper applies spectral graph theory by constructing conflict-graph Laplacians, analyzing eigenspectra, and using the Fiedler vector to partition opposition groups. We extend to k-faction decomposition via higher eigenvectors and present visualization methods that translate spectral patterns into operational governance signals.
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Complete list of all 121 published articles. EN / JA bilingual index.
121 articles
All articles reviewed and approved by the MARIA OS Editorial Pipeline.
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