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AI/ML / Multi Agent Refarch / Capabilities / DEV

Adaptive learning

CCC.MARefArc.CP11

Generates learning signals based on execution outcomes to refine prompts, adjust agent configurations, or improve tool-selection strategies.

Related Threats

IDTitleDescription
CCC.MARefArc.TH07Adaptive-learning and continuous-learning exploitationThe adaptive-learning capability that refines prompts and configurations from execution outcomes can be steered by an adversary who systematically feeds misleading signals, gradually skewing agent behaviour when validation of learning inputs is inadequate.
CCC.MARefArc.TH30Agent memory and state poisoningInjected instructions or corrupted reasoning patterns are written into agent short- or long-term memory, learned behaviours are corrupted over repeated exposure, state storage is attacked directly, and malicious instructions persist across sessions and users.