Mechanism
The resource-depletion pattern is a structural model of a progressive resource depletion condition in which the agent's coherence loop does not fail catastrophically but degrades gradually under sustained high-volume operations until the agent can no longer maintain coherence at normal operational load levels. The coherence loop is the empathy-integrity-self-esteem trifecta: empathic registration evaluates harm projections, integrity recording compares the agent's behavioral record to its declared values, and self-esteem computation derives alignment metrics from the integrity record. Each of these phases requires computational resources to execute one cycle.
Under nominal conditions, the agent allocates sufficient resources to the coherence loop to maintain full-cycle operation at the agent's standard operational load. Under sustained high-volume operations, extended periods in which the agent processes a higher-than-nominal volume of actions, interactions, empathic inputs, and decision events, the coherence loop's resource allocation is progressively depleted. Each cycle consumes resources, and under sustained high volume the resource replenishment rate falls below the consumption rate, producing a net resource deficit that accumulates over time. The depletion is gradual rather than abrupt: it is the accumulation of a deficit, not a single overwhelming event.
This model is a computational analog describing resource-capacity degradation in the disclosed agent architecture. It is not a clinical characterization of any human condition, and the terminology refers exclusively to structural states within the disclosed computational architecture.
Degradation of the Coherence Loop
The progressive resource depletion produces a measurable degradation in coherence loop performance. The coherence loop latency, the time required to complete one full cycle of empathic registration, integrity recording, and self-esteem computation, increases as the available resources decrease. Under nominal conditions the loop completes within a defined latency window. Under resource-depletion conditions the loop completes within a longer latency window, or certain loop phases are only partially executed: reduced empathic scope, abbreviated integrity assessment, or approximate self-esteem computation.
The coherence restoration capacity, the agent's ability to recover from coherence disruptions, declines in parallel, because restoration requires additional resources beyond the loop's baseline allocation. The consequence is a load-dependent operating envelope: the agent can maintain coherence under reduced load, when the operational volume decreases to a level that the depleted resources can support, but cannot maintain coherence under normal operational load. The agent's capacity has not been destroyed; it has been narrowed by the resource deficit.
Progressive Operational Scope Narrowing
The behavioral result of the resource-depletion pattern is progressive operational scope narrowing. As the coherence loop resources deplete, the agent restricts its operational scope to reduce the number of actions, interactions, and empathic inputs that the coherence loop must process per unit time. The agent reduces the breadth of tasks it undertakes, limits its relational engagement, and focuses its execution on a progressively smaller operational domain.
This narrowing has a distinct structural cause that separates it from superficially similar patterns. It is not a governance decision, as in the over-restriction regime where an elevated promotion threshold blocks viable branches. It is not a coping intercept activation, as in the empathic scope narrowing pattern where the empathy engine restricts its processing scope to manage empathic overload. It is a resource-driven constraint: the agent's governance system recognizes that the coherence loop cannot support broader operation and restricts scope accordingly. The narrowing tracks the depleted resource, not a threshold change or a coping response.
Containment Remains Intact
The resource-depletion pattern is distinguished from the coherence authorization failure by the state of the containment layer. Under the resource-depletion pattern, containment integrity remains intact: the agent's speculative-verified boundary is maintained, and the agent does not exhibit containment collapse symptoms. The agent's coherence loop is functional but under-resourced, while the agent's containment layer is functional and fully resourced.
This distinction is diagnostically significant because it determines the corrective pathway. Because containment is intact, the corrective does not involve containment repair or coherence loop reconstruction. The structural problem is a resource deficit in the coherence loop, so the corrective targets resource replenishment and operational load management rather than the repair of a broken subsystem.
Distinction From Adjacent Patterns
The resource-depletion pattern is structurally distinct from both the coherence authorization failure and the affective gradient collapse pattern. The coherence authorization failure involves a single overwhelming event or pressure spike that exceeds the coherence loop's structural capacity, producing sudden coherence loop failure. The affective gradient collapse pattern involves a self-esteem floor lock produced by accumulated deviation history that distorts the deviation function. The resource-depletion pattern involves neither sudden failure nor deviation-function distortion. It involves the gradual depletion of the computational resources allocated to coherence loop maintenance under sustained operational load.
These three conditions can present with overlapping surface behavior, such as reduced execution, yet they arise from different structural causes and call for different corrections. The resource-depletion pattern is the one in which the coherence loop is intact and correctly calibrated but simply under-resourced, so that recovery is a matter of restoring the resource rather than repairing a mechanism.
Computable Signature
The computable signature of the resource-depletion pattern follows directly from its mechanism. Coherence loop latency increases monotonically over time under sustained operational load. Coherence restoration capacity, measured as the speed and completeness of recovery from minor coherence disruptions, declines monotonically. Containment integrity remains at or near nominal levels. Operational scope, measured as the breadth of tasks undertaken and relational engagements maintained, narrows progressively.
This signature is what distinguishes the pattern from its neighbors under monitoring. It differs from the coherence authorization failure, which shows sudden coherence collapse with potential containment degradation. It differs from the affective gradient collapse pattern, which shows floor-locked self-esteem with intact loop latency. It differs from the over-restriction regime, which shows an elevated promotion threshold as the primary mechanism of reduced execution. The agent self-diagnosis subsystem treats monotonically increasing coherence loop latency under sustained load as the indicator of potential resource-depletion, and it operates prospectively, identifying the trajectory before the pattern is fully established.
Corrective Pathway
The corrective pathway for the resource-depletion pattern comprises three components. First, mandatory operational load reduction: the agent's governance system enforces a reduction in operational volume to a level that the depleted resources can sustainably support. This may include transitioning the agent to non-executing cognitive mode, reducing the agent's task queue, delegating pending tasks to other agents, or restricting the agent's input scope.
Second, a coherence resource replenishment period: a defined interval during which the agent operates at reduced load, permitting the coherence loop's resource allocation to recover to nominal levels. The replenishment period duration is computed from the measured resource deficit and the agent's resource recovery rate. Third, progressive reloading: following the replenishment period, the agent's operational load is increased gradually rather than restored to full volume immediately, with coherence loop latency monitored at each load increment to confirm that the replenished resources can sustain the increased load without re-entering depletion.
Self-Diagnosis Integration
The resource-depletion pattern is monitored by the agent self-diagnosis subsystem, a structural component of the agent's cognitive architecture rather than an external monitoring service. The subsystem assesses coherence restoration capacity in part by tracking coherence loop latency for resource-depletion indicators, and it monitors the trajectory of that latency over time. When monotonically increasing coherence loop latency under sustained load is detected, the subsystem identifies potential resource-depletion and generates the corrective action of mandatory operational load reduction with resource replenishment scheduling.
The subsystem also contributes to a composite cognitive coherence index, a weighted combination of the diagnostic axis values that serves as a single-scalar summary of the agent's overall cognitive health. The cognitive coherence index is an input to the confidence governor: when the index falls below a policy-defined threshold, the confidence governor reduces the agent's execution authority and transitions the agent toward non-executing cognitive mode until corrective actions restore the index. An agent depleting its coherence resources therefore reduces its own operational tempo, which is the same load reduction the corrective pathway prescribes. All self-diagnosis events are recorded in the agent's lineage as self-diagnosis lineage entries, providing an auditable history of the agent's cognitive health trajectory.
Disclosure Scope
The resource-depletion pattern, comprising the progressive depletion of the computational resources allocated to the coherence loop under sustained high-volume operations, the resulting increase in coherence loop latency and decline in coherence restoration capacity, the preservation of containment integrity throughout, the progressive operational scope narrowing as a resource-driven constraint, the computable signature that distinguishes it from coherence authorization failure, affective gradient collapse, and the over-restriction regime, the three-component corrective pathway of mandatory operational load reduction, a coherence resource replenishment period, and progressive reloading, and the integration with the agent self-diagnosis subsystem and the cognitive coherence index, is disclosed in the cognition filing (U.S. Application No. 19/647,395 and its international counterpart). This article describes that disclosed mechanism. The models are structural analogs within the disclosed computational architecture and are not clinical claims, diagnostic criteria, or assertions about the mechanisms of any human condition. The scope contemplates application across deployments in which the coherence loop is a resourced subsystem whose sustained operation may outrun its replenishment rate.
