TAG ARCHIVE

over-fixation

1 MARIA OS blog articles tagged over-fixation, 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

Over-Fixation Suppression: Control-Theoretic Stabilization of AI Recommendation Convergence in Education

Preventing AI tutoring systems from converging on single recommendation patterns through diversity-enforcing stability constraints

Left unconstrained, recommendation algorithms can converge to narrow patterns: similar problem types, difficulty bands, or teaching approaches. In education, this can create learning monocultures that limit broader development. This paper develops a control-theoretic framework for suppressing over-fixation in educational AI while preserving learning effectiveness.

educationover-fixationcontrol-theoryrecommendation-diversitystabilizationadaptive-learninggovernance