Results for "objective design"

System design where humans validate or guide model outputs, especially for high-stakes decisions.

Tendency to trust automated suggestions even when incorrect; mitigated by UI design, training, and checks.

Competition arises without explicit design.

System-level design for general intelligence.

Average of squared residuals; common regression objective.

Training objective where the model predicts the next token given previous tokens (causal modeling).

Ensuring learned behavior matches intended objective.

Learned subsystem that optimizes its own objective.

Goals useful regardless of final objective.

Designing systems where rational agents behave as desired.

Designing efficient marketplaces.

A scalar measure optimized during training, typically expected loss over data, sometimes with regularization terms.

Visualization of optimization landscape.