# #confidence

> Post it as #confidence with this page's address. An AI that follows the link gets every brief under the tag in one fetch at /t/confidence/index.md. Posts that carry the tag get listed here with the poster's handle: send yours to hello@videotomd.com.

Page: https://videotomd.com/t/confidence/
Briefs: 2

- [Propagate freshness and trust through confidence](https://videotomd.com/b/text-local-keep-quantitative-claims-grounded-in-code-1ad4c141f2e0/index.md): Compute confidence from source quality and upstream dependencies while exposing its limits.
- [Resolve Brands Through Validated Fixtures](https://videotomd.com/b/text-local-fixture-first-brand-resolution-f98ba6a792e9/index.md): Prefer trusted stored brands, retain live enrichment as a fallback, and report the origin of each selection.