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TAG ARCHIVE

consistency

1 MARIA OS blog articles tagged consistency, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

Agentic Company Architecture

Research on human-agent organizations, delegation boundaries, role topology, and governed autonomy.

Responsibility Gates and AI Governance

Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.

Industry ApplicationsFebruary 12, 202636 min read

DB-Approved Development: Consistency Proofs for AI-Generated Code Through State Transition Modeling

Defining code changes as state transitions with reproducibility guarantees and gate-enforced approval workflows

AI code generation is probabilistic, so the same prompt may produce different outputs across runs. In enterprise systems, this requires reproducibility, auditability, and explicit approval controls for every change. This paper introduces DB-Approved Development, a framework that models code changes as database-backed state transitions with reproducibility guarantees and gate-enforced approval workflows for AI-generated code.

auto-devdb-approvalconsistencystate-transitionreproducibilitycode-generationgovernance