Cognivirus.comv1.22.1

AI risk across changing systems

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AnatomyStrong architectural inferencev1.22.1

In plain English

This page explains where an AI behavior can live. It may be in a model, but it may also be in a prompt, memory record, adapter, dataset, tool setting, evaluator rule, or human workflow.

  • 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.

Algorithmic Reproduction Taxonomy

Evidence levelStrong architectural inferenceTechnical label: Architectural inference

Cognivirus uses reproduction language carefully. The site’s core concern is A behavior remains present even though the original artifact that expressed it has been removed. Open glossary definition through replacement, not literal biology and not necessarily autonomous self-copying.

Algorithmic reproduction taxonomy — bounded metaphors, concrete transitions Evidence level: EvidenceStrong architectural inference Limitation: this schematic is a defensive concept map, not evidence that the full Apex Threat ecology has appeared as a named incident or attack guide.

Terms

Functional reproduction means a behavior appears again in another carrier. A proposed metaphor for near-copy successor creation involving artifacts, runtime packages, memory states, or deployment patterns. It is not a biological claim and not a replication instruction. Open glossary definition is near-copying of weights, adapters, configuration, or memory. A proposed metaphor for recombination among compatible models, adapters, task vectors, prompts, or routes. The safety concern is behavior that appears only after recomposition. Open glossary definition is recombination through merge, A small add-on that changes or specializes model behavior. Open glossary definition fusion, task-vector arithmetic, or distillation. Deprecation/apoptosis is retirement or pruning of components. Pathogenesis is a metaphor for movement through a host boundary such as memory, registry, route, or human process.

Why taxonomy helps engineers

A control that prevents direct copying may not prevent recombination. A rollback that removes one carrier may not remove synthetic-data inheritance. A A visual or machine-readable map of derivation history. Open glossary definition may show ancestry while missing the route that activates behavior.

Boundary

The taxonomy is analytical. It must not be used to imply consciousness, biological agency, or literal viral life.