
Transit API Design: Track the Pattern, Explain the Timeline
Design reproducible transit timelines with clear time windows, event definitions, deduplication, caching, and a separate symbolic interpretation layer.
COSMIC SIGNALS / CATEGORY
Future-facing language deserves careful design. This collection separates three workflows that are often mixed together: modeled event timelines, editorial horoscope publishing, and symbolic interpretation. Explore how to label reading periods, define interval boundaries, handle missing content, and avoid unsupported probability scores. The technical examples help explain what a proposed application would calculate; the editorial guidance helps explain what a passage should and should not claim. Begin with prediction boundaries, then choose the horoscope or transit workflow that matches your project.

Design reproducible transit timelines with clear time windows, event definitions, deduplication, caching, and a separate symbolic interpretation layer.

Separate modeled astronomical events from symbolic readings. Design prediction timelines without unsupported certainty or invented probability scores.

Build a maintainable horoscope publishing workflow with reading periods, audience labels, localization, review states, and honest empty results.