# #views

> Post it as #views with this page's address. An AI that follows the link gets every brief under the tag in one fetch at /t/views/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/views/
Briefs: 2

- [Build latest snapshots with calendar change rates](https://videotomd.com/b/text-local-tolerance-based-latest-snapshot-e06671dd135e/index.md): Calculate monthly and annual changes using the newest observation within a seven-day calendar tolerance.
- [Make serving views read one typed data root](https://videotomd.com/b/text-local-read-serving-views-from-one-typed-root-013a01ef9967/index.md): Remove duplicate parsing while preserving consumer-facing validation.