TAG ARCHIVE

feedback-systems

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

1 article|Published by Bonginkan

Judgment OS / Decision Intelligence OS

Core MARIA OS research on turning organizational judgment into executable decision systems.

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.

MathematicsDecember 26, 202524 min read

Dynamic Gate Adaptation: Online Update Rules Driven by Misjudgment Rate Feedback

Convergent online learning for responsibility gate strength with provable stability guarantees

Static gate configurations degrade in non-stationary environments. When error distributions shift, fixed gates may over-escalate (wasting attention) or under-escalate (allowing harmful actions). This paper introduces an online adaptation rule using false-acceptance feedback: g_{t+1} = g_t + eta * (FAR_t - FAR_target). We analyze convergence and stability bounds, and report 94.2% convergence within 200 iterations across three deployments.

gate-adaptationonline-learningconvergencefalse-acceptance-ratecontrol-theoryfeedback-systems