StochStack

Signal Logs

Designing for Ambiguity

2025-12-16

Confidence should be inspectable, not decorative.

Many products optimize for confidence aesthetics. Users see polished certainty and over-trust outputs.

A better pattern is controlled ambiguity: explicit confidence range, source trace, and alternate hypotheses.

Good design makes doubt navigable, not paralyzing.

Trust is built by exposing limits.