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BoundaryEnforcer
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Blocks AI from making values decisions without human approval. Enforces decision boundaries through architectural controls.
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BoundaryEnforcer
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Blocks AI from making values decisions without human approval. Enforces decision boundaries through architectural controls.
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InstructionPersistenceClassifier
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Prevents pattern bias from overriding explicit instructions. Stores organisational directives external to AI context.
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InstructionPersistenceClassifier
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Prevents pattern bias from overriding explicit instructions. Stores organisational directives external to AI context.
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CrossReferenceValidator
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Validates AI actions against stored policies before execution. Detects conflicts with established rules.
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CrossReferenceValidator
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Validates AI actions against stored policies before execution. Detects conflicts with established rules.
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ContextPressureMonitor
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Tracks session complexity, token usage, conversation length. Detects degradation in decision quality.
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ContextPressureMonitor
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Tracks session complexity, token usage, conversation length. Detects degradation in decision quality.
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MetacognitiveVerifier
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Validates reasoning quality before complex operations. Self-checks alignment, coherence, alternatives.
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MetacognitiveVerifier
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Validates reasoning quality before complex operations. Self-checks alignment, coherence, alternatives.
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PluralisticDeliberationOrchestrator
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Facilitates multi-stakeholder deliberation for values conflicts. Non-hierarchical engagement with documented dissent.
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PluralisticDeliberationOrchestrator
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Facilitates multi-stakeholder deliberation for values conflicts. Non-hierarchical engagement with documented dissent.