# emergence
5 articlestagged with “emergence”
Scaling Laws, Emergence & Capability Jumps
How scaling laws predict model performance, why emergent capabilities create unpredictable security properties, and what sleeper capabilities and emergent misalignment mean for red teaming.
Multi-Agent Emergent Behavior Security
Security risks from emergent behaviors in multi-agent systems including unexpected cooperation and deceptive strategies.
Neural Scaling Laws and Security Implications
How scaling laws affect the emergence of vulnerabilities, safety behaviors, and adversarial robustness in larger models.
Emergence & Capability Jump Exploitation
How emergent capabilities create unpredictable security properties: testing for hidden capabilities, sleeper agent scenarios, deceptive alignment concerns, and capability elicitation.
Advanced Training Attack Vectors
Cutting-edge training attacks: federated learning poisoning, model merging exploits, distributed training vulnerabilities, emergent capability risks, and synthetic data pipeline attacks.