Trust
Designed to be wrong less often—not to sound confident.
Signals earn confidence by surviving reality. Uncertainty is shown explicitly, cold starts and limitations are called out, and every number is auditable.
Confidence is earned
Signals gain trust by performing over time—not by declaring certainty upfront.
Uncertainty is shown
Confidence bands make it clear when a signal is strong, weak, or still warming up.
Limitations are explicit
Cold starts and known edge cases are treated as first-class conditions, not hidden failures.
Auditable outputs
The system is built to support post-hoc inspection: what it saw, what it believed, and why.
“The system is designed to be wrong less often, not to sound confident all the time.”