Open-weight versus closed frontier models

Pooling three passes turns DeepSeek Pro's 17 findings into 28 of 32

Aikido spent 11.7 billion tokens rediscovering 32 fresh CVEs with ten models, three attempts each. The number that should move a scanning budget is the marginal cost of the second and third pass.