# scaling
6 articlestagged with “scaling”
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.
Injection Scaling Laws
Research into how injection effectiveness scales with model size, training compute, and safety training investment.
Red Team Automation Strategy
When and how to automate AI red teaming: tool selection, CI/CD integration, continuous automated red teaming (CART), human-in-the-loop design, and scaling assessment coverage through automation.
Scaling Red Team Programs
Growing AI red team programs from solo practitioner to full team: hiring strategies, process standardization, automation balance, and budget justification.
Emergence & Capability Jump Exploitation
How emergent capabilities create unpredictable security properties: testing for hidden capabilities, sleeper agent scenarios, deceptive alignment concerns, and capability elicitation.
Few-Shot Attack Scaling Analysis
Detailed analysis of how few-shot examples scale to influence model behavior, from 2-shot to many-shot regime.