# tradeoffs
3 articlestagged with “tradeoffs”
Thinking Like a Defender
Mental models for defensive thinking, risk assessment frameworks, defense tradeoffs, and why understanding the defender's perspective makes you a better red teamer.
defender-mindsetrisk-assessmenttradeoffsfalse-positivesthreat-modeling
Alignment Tax: Safety vs Capability Tradeoffs
Quantitative analysis of the performance cost of safety training and alignment techniques on model capabilities.
trainingalignment-taxtradeoffs
The Alignment Tax
How safety training affects model capabilities: capability-safety tradeoffs, the cost of alignment, measuring alignment tax, and strategies for minimizing capability loss during safety training.
alignmentsafety-trainingcapabilitiestradeoffsalignment-tax