Apex ThreatExperimentally observedv1.10.0

Multi-LoRA Composition Chains

Evidence levelExperimentally observed

Existing research on model merging, LoRA-based backdoors, and composition-triggered adapter vulnerabilities supports a narrower claim: component-level safety evidence may not predict composed behavior. Cognivirus extends that result architecturally to dynamic multi-LoRA chains.

The chain is the artifact

A multi-LoRA runtime is not “base plus adapters” in the abstract. It is a specific chain:

base family → adapter A → adapter B → safety adapter C → router-selected prompt policy → memory state → tool profile

Changing one edge can change the behavior. Changing the order can change the behavior. Changing the base can change the behavior. Changing the evaluator can change what gets promoted.

Higher-order interaction

Pairwise tests can miss the unsafe path. Adapter A may pass with the base. Adapter B may pass with the base. The safety adapter may pass with the base. The risky behavior may require A, B, and C loaded together under a specific route.

That makes the composition chain the minimum unit of evaluation.

Safety adapters are not magic shields

A safety adapter can reduce risk in one tested context while interacting unpredictably in another. It may conflict with a capability adapter, be bypassed by a route that invokes a different stack, or fail under a quantized inference setting. The correct claim is never “the stack is safe because it includes a safety adapter.” The correct claim is “this exact stack was evaluated for these behaviors under these conditions.”

Required manifest fields

A multi-LoRA composition manifest should record:

Without those fields, later investigators cannot reconstruct the actual chain that produced an incident.