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Research Paper

Governed Embodied Action

A bounded simulation study of model-independent supervision for LLM-planned robot actions, with independent evaluation, auditable decisions, transfer across planner classes, and an explicit known limitation.

A simulated robot workcell with a distinct structural governance boundary between planning and physical action.
Conceptual research illustration. The study is a bounded simulation, not a safety certification or deployment claim.

Abstract

This research preview examines an independent, persistent action supervisor placed between a language-model planner and a simulated robot. The study asks whether proposed physical actions can be evaluated against structured scene constraints, released or interrupted through a separate governance layer, and recorded in an auditable decision trace. It reports bounded simulation evidence across two planner classes, independent evaluation of physical outcomes, transfer without changing the supervisor, and a documented boundary in language-only cases. The result is a research demonstration, not a safety certification or a claim of unbounded generalisation.

Citation

Ken Morkaya. (2026). Governed Embodied Action (Draft v0.3). Newport Resonance.