AI benchmarks no longer just measure models; they shape how models are evaluated in training and the capabilities they are designed to have.

Legal AI companies have three paths forward to preserve their business models: offering greater data security, more accurate and complete case data, or better agentic infrastructure than either frontier models or legacy players can provide.

Polling and surveying human populations has historically existed as a reflection of human higher-order desires, but not necessarily a strong predictor of current or future human behaviors.