
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 / READING PATH
This collection follows the details that make results understandable and reproducible: original inputs, time-zone context, circular boundaries, calculation settings, and stable event identities. The recommendations are useful for evaluating a proposed data pipeline before adding editorial interpretation. Start with the architecture guide, then inspect the natal, zodiac, or transit article for the edge cases most relevant to your project.

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

Handle unknown birth times, ambiguous locations, historical time zones, and calculation assumptions without inventing missing natal-chart details.

Plan an astrology API with transparent chart inputs, separate interpretation layers, useful warnings, and a reproducible development workflow.

Understand zodiac conventions, stable sign identifiers, circular boundaries, and why a sign is not the same thing as an astronomical constellation.