Cognitive Cybernetics Technical Monograph — Series 1 - 18: Structural Limits of Self-Correction

This monograph is the eighteenth in the Cognitive Cybernetics Technical Monograph Series, building on Performance Without Autonomy, Control Pressure and Reduced Flexibility, and Why Systems Appear Stable While Degrading. It addresses the structural limits of self-correction—the boundaries beyond which correction becomes structurally impossible regardless of awareness or effort. The work systematically establishes that self-correction is not an inherent property of cognition but a conditional capability governed by control configuration. For self-correction to occur, a system must be able to detect discrepancy, tolerate instability, reopen closed inference paths, modify evaluation priorities, and delay termination—all control-layer functions, not reasoning skills. Self-correction fails structurally when termination dominates exploration, feedback reinforces existing paths, evaluation criteria are fixed, and recursion ceilings are low; in such configurations, discrepancy is detected but neutralized. Many systems detect anomalies without responding to them when discrepancy signals do not exceed control thresholds, updating costs exceed tolerance, or closure criteria override inconsistency—the system "notices" without changing. Repeated successful operation within a constrained regime reinforces confidence in the existing configuration, resistance to deviation, and suppression of corrective pathways, making correction structurally expensive. Increasing effort does not alter termination thresholds, recursion limits, or feedback dominance; effort increases activity, not mobility. Self-correction requires reconfiguration, not persistence. Once control parameters stabilize, corrective signals decay, alternative paths atrophy, and regime boundaries harden; at this stage, self-correction is no longer reachable internally. This pattern appears symmetrically in human cognition, automated learning systems, and coupled decision architectures; the invariant lies in regulation saturation. If a system identifies issues, continues unchanged, repeats outcomes, and absorbs critique without movement, self-correction is structurally unavailable. Self-correction is not guaranteed by awareness or effort; it is bounded by control-layer configuration. When those bounds are reached, cognition continues to function while correction becomes structurally impossible.