A note on our framework: HopeLoop uses the Vedic (Sidereal) Zodiac calculated with NASA-grade ephemeris data (Lahiri Ayanamsa) — the gold standard for predictive accuracy and deep psychological mapping. Our readings are for psychological reflection and self-understanding only, and are not a substitute for professional medical or mental health care.