Cognivirus.comv1.22.1

AI risk across changing systems

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CompositionStrong architectural inferencev1.22.1

In plain English

This page explains why testing AI parts one by one is necessary but incomplete. Safe-looking parts can still produce unsafe behavior when combined.

  • Why this matters: AI risk can come from the whole arrangement, not one obvious model.
  • What to look for: data, memory, routes, adapters, tools, evaluators, updates, and rollback paths.
  • Technical version below: the expert terminology remains available and is linked through the glossary.

Adapter Collusion Versus Composition

Evidence levelStrong architectural inferenceTechnical label: Architectural inference

The word “collusion” should be used narrowly. Some research examines models or agents coordinating, communicating, or degrading safety only when combined. That is not the same as every unsafe multi-A small add-on that changes or specializes model behavior. Open glossary definition interaction.

A safer site vocabulary is to distinguish three cases.

Composition-triggered behavior

A behavior appears only when components are loaded together. No component needs an intention, message, or plan. The relationship is enough. This is the default A behavior pattern that can survive, move, or reappear across a changing AI system. Open glossary definition concern for adapters.

Coalition behavior

Several components contribute complementary capabilities to an outcome no single component efficiently produces. The components may not communicate explicitly, but the system-level task decomposition creates a coalition-like effect.

Collusion

Collusion should be reserved for cases where research or evidence supports coordination, hidden communication, or a paired vulnerability that is designed or selected to activate jointly. Collusion is a stronger claim than composition. It should carry a stronger evidence label.

Editorial rule

Evidence levelDemonstrated real incidentTechnical label: Demonstrated

Cognivirus.com should prefer “Behavior that becomes visible only when a specific collection of components is loaded, routed, or invoked together. Open glossary definition” unless a source specifically studies collusion or covert coordination. This prevents the site from turning technical composition risk into unsupported anthropomorphic language.