Algorithms · Capability

Diversity

Variation, distinct outputs, and balanced exploration

Ensures generated outputs explore the genuine space of possibility rather than collapsing toward the obvious answer.

Capabilities

What Diversity delivers

Distance Maximization

Selects candidate outputs that are usefully different from one another, not just stylistically.

Bias Audit

Surfaces concentration in tone, character, demographic, and framing for the operator to review.

Coverage Sampling

Samples across the conceptual space so the produced set represents the full brief.

Anti-collapse Guard

Detects model collapse early and re-injects exploration pressure when outputs converge.

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