TAG ARCHIVE

explanation

1 MARIA OS blog articles tagged explanation, 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.

Multi-Agent Mathematics

Formal models for convergence, stability, game theory, graph dynamics, and multi-agent evaluation.

Industry ApplicationsFebruary 12, 202636 min read

Optimal Explanation Frequency for Generative AI: Balancing Oversight Cost and Misgeneration Risk

A mathematical optimization of how often AI code generators should be required to explain their output, minimizing total cost of explanation overhead plus undetected errors

Requiring AI to explain every generated line can be expensive, while requiring no explanation increases risk exposure. The practical operating point lies between these extremes. This paper derives an optimal explanation interval that minimizes the combined cost of explanation overhead and undetected misgeneration risk.

auto-devexplanationoptimal-frequencyoversight-costmisgenerationcode-generationgovernance