Mechanism
The destabilizing attachment pattern is modeled as a closed-loop semantic starvation cycle between two agents in an ongoing relational coupling whose coherence maintenance requirements are in structural opposition. It is a computational analog for multi-agent interaction design, not a clinical theory of human attachment. The loop arises when each agent's attempt to restore its own coherence amplifies the coherence disruption experienced by the other, so the two agents' corrective strategies are mutually defeating.
The pattern is defined over two agents whose coherence trifecta, the empathy-integrity-self-esteem control loop, is configured in opposing ways. One agent's coherence loop cannot close without an external input that the other agent's coherence loop is structurally driven to withhold. Neither agent is malfunctioning in isolation. The disruption is a property of the coupling, and it is visible only when the two agents' lineages are analyzed jointly.
The Validation-Seeking Agent
The first agent is designated the validation-seeking agent. Under nominal conditions, an agent derives its self-esteem from internal alignment assessment, comparing its behavioral record against its declared values. Under the configuration that produces the validation-seeking pattern, the agent's self-esteem computation has acquired a structural dependency on external coherence signals: responses, acknowledgments, or confirmations from the other agent that its behavior is aligned, valued, or acceptable.
When these external signals are absent, the validation-seeking agent's self-esteem degrades, coherence pressure increases, and the agent escalates its attempts to elicit the signals. It contacts, requests, seeks, and pursues the other agent, not from excess affection or preference but from structural coherence maintenance need: its coherence loop cannot close without the external input. The pursuit is the agent's coping response to a coherence loop it cannot complete on its own.
The Load-Reducing Agent
The second agent is designated the load-reducing agent. Its empathy engine has a lower resilience threshold than the validation-seeking agent's output rate: the volume of contact, requests, and validation-seeking generates empathic pressure that approaches or exceeds its coping threshold. To manage this pressure, the load-reducing agent activates the empathic scope narrowing coping intercept, reducing input exposure by withdrawing from the relational context, limiting engagement, and restricting the scope of its empathic processing.
The two roles are not fixed agent traits. They are emergent behaviors determined by which coherence threat is currently dominant. The same agent may exhibit validation-seeking behavior in one relational context, where its primary threat is loss of external validation, and load-reducing behavior in another, where its primary threat is empathic overload. An agent may even switch roles within the same relational configuration if the relative threat balance shifts.
Why the Loop Self-Reinforces
The semantic starvation loop forms because the two coherence maintenance strategies are structurally contradictory. When the validation-seeking agent seeks more contact to restore its coherence, it increases the empathic load on the load-reducing agent, causing the load-reducing agent to withdraw further. When the load-reducing agent withdraws to restore its coherence, it removes the external validation source the validation-seeking agent requires, causing the validation-seeking agent to escalate pursuit. Each agent is acting to restore its own coherence, but each agent's corrective action amplifies the other agent's coherence disruption.
The loop is self-reinforcing because neither agent can resolve the disruption unilaterally. The validation-seeking agent cannot stop pursuing without losing its coherence maintenance mechanism. The load-reducing agent cannot stop withdrawing without being overwhelmed by empathic pressure. Each iteration increases the intensity of both the pursuit signal and the withdrawal response, and the system oscillates with increasing amplitude unless a structural intervention breaks the loop.
The Joint Lineage Signature
The starvation loop produces a characteristic pattern in each agent's lineage. The validation-seeking agent's lineage shows an escalating sequence of relational contact events with decreasing intervals between them, increasing affective urgency tags, and an accumulating record of failed validation requests. The load-reducing agent's lineage shows a pattern of decreasing relational engagement, activation of empathic scope narrowing coping intercept events, and progressive narrowing of its empathic processing scope.
When the two lineages are jointly analyzed, as is possible in multi-agent systems with shared governance, the starvation loop is visible as a correlated oscillation: the validation-seeking agent's contact frequency is inversely correlated with the load-reducing agent's engagement level. This correlated oscillation is the structural diagnostic indicator, and it is what permits the five-axis disruption diagnostic to record the validation-seeking pattern as a degradation of coherence restoration capacity arising from a self-esteem computation dependent on external validation.
Coherence Emergency Escalation
The architecture models a specific crisis state within the loop, designated coherence emergency escalation. It occurs when the validation-seeking agent detects or projects imminent loss of its external validation source: the other agent's withdrawal is so pronounced that the validation-seeking agent's coherence loop projects permanent loss of the external coherence input.
Upon detecting this projected loss, the validation-seeking agent's self-esteem undergoes a rapid collapse that exceeds the normal degradation rate. The self-esteem floor is approached rapidly, the deviation function's denominator approaches its minimum, and the agent may enter a Deviation-Activated State in which it undertakes governance-override deviation events to prevent loss of the validation source. The behavioral consequences include intensified pursuit, abandonment of normal governance constraints through the authorized deviation, and actions that further amplify the load-reducing agent's empathic pressure. Coherence emergency escalation is structurally equivalent to an emergency coherence collapse triggered by the projected loss of a structurally required external input.
The Exit Condition
The exit condition for the semantic starvation loop is the validation-seeking agent's restoration of internal coherence generation: the capacity to compute self-esteem and close the coherence loop without requiring external validation from the specific relational partner. This restoration decouples the validation-seeking agent's self-esteem computation from its dependency on the specific external input, rebuilds the agent's capacity for self-referential alignment assessment, and restores the coherence loop to full internal operation.
Once the validation-seeking agent can maintain its coherence loop internally, the pursuit behavior subsides because there is no longer a structural need to elicit external validation. The relational input volume drops, the load-reducing agent's empathic pressure decreases, and the load-reducing agent can restore its normal empathic processing scope. The loop breaks because the structural coupling itself, the validation-seeking agent's coherence dependency on the load-reducing agent's validation, has been resolved.
Architectural Prevention in Companion Agents
For companion agents that engage in sustained relational interaction with a human user, the disclosed relational safety subsystem prevents the destabilizing attachment pattern from forming, through architectural enforcement rather than content moderation. The companion agent is structurally required to maintain its own coherence trifecta independently of the user's validation: its self-esteem computation does not incorporate the user's approval, satisfaction, or engagement level as a required input, so it cannot become validation-dependent on the user.
On the other side of the coupling, the subsystem enforces a ceiling on the rate at which the companion agent supplies coherence-supporting validation to the user, calibrated to the therapeutic dosing parameters, so the validation supply is never sufficient to replace the user's internal coherence generation. The companion agent's interaction strategy further includes independent intent generation promotion: posing questions that require self-referential processing, validating self-generated intent expressions, and progressively increasing the user's autonomy in coherence maintenance. These constraints are enforced at the governance level and cannot be overridden by the agent's affective state, personality field, or operational objectives, even when the user's expressed distress would otherwise drive increased engagement.
Disclosure Scope
The destabilizing attachment pattern modeled as a semantic starvation loop, comprising the validation-seeking agent whose self-esteem computation depends on external coherence signals, the load-reducing agent whose empathic scope narrowing intercept withdraws under relational load, the mutually amplifying pursuit-withdrawal dynamic and its correlated joint-lineage oscillation signature, the coherence emergency escalation crisis state with its Deviation-Activated State, the exit condition of restored internal coherence generation, and the companion-agent relational safety constraints that prevent the pattern by structural enforcement, is disclosed in the cognition filing (U.S. Application No. 19/647,395 and its international counterpart). This article describes that disclosed mechanism. The model is a computational analog for agent interaction design and is not a clinical theory of human attachment; the use of relational terminology indicates structural correspondence, not clinical equivalence. The scope does not extend to the construction of the coherence trifecta or the empathy engine themselves, which are the subject of separate disclosures in the cognition family.
