Skywatch Lab
From Aspects to Scores: Making Symbolic Timing Explainable
A method note on turning astrological events into scores that can be inspected, questioned, and improved.
This research note is part of Skywatch Lab, a computational astrology project exploring symbolic timing, interpretability, and explainable astrological systems.
Scores should not be a black box
A score is only useful if it can be explained. If the system says a window is strong, the reader and the builder should be able to see why.
Skywatch Lab treats a score as a summary of visible factors, not as a hidden verdict. Orb, date closeness, repetition, planet emphasis, aspect type, and category relevance can each contribute in a traceable way.
Symbolic timing needs structure
Astrology uses symbolic language, but symbolic does not have to mean vague. A structured system can say which themes are present, how strongly they repeat, and whether they point toward action, repair, pressure, or restraint.
That structure lets the system compare windows without pretending that every symbol means the same thing in every context.
Explainability changes the design
If a score must be explainable, the product cannot rely on a single opaque number. It needs supporting reasons: peak date, strongest event, repeated themes, and what kind of use the period supports.
This makes the interface calmer. The user does not need to know the whole scoring model. They need enough context to trust why the window was surfaced.
Where mistakes can enter
A scoring model can overvalue closeness, repeat the same theme too many times, or treat friction as more important than it is. It can also miss a useful supportive pattern because one hard transit is louder.
Research notes should preserve those failure modes. A good lab does not only show successful examples. It also keeps track of where the method becomes distorted.
The standard for Kairos
A Kairos score should help with prioritization. It should not pretend to be certainty.
The useful standard is practical: does this score help a person decide what deserves attention first, what belongs on the calendar, and what can remain in the background?