इंजन ऑडिट और व्याख्या अनुशासन

Before making any reading claim, verify the calculation frame.

Interpretation should move from evidence to meaning. For example: Saturn is in Taurus in house 5; Saturn rules houses 1 and 2 for Capricorn Lagna; Venus hosts Saturn; current dasha may or may not activate Saturn. Only after this evidence should the reading discuss discipline around creativity, children, learning, speech, or resources.

This prevents generic AI output. A premium reading should show the user why it says what it says.

Confidence is not a marketing label. It should reflect data quality and factor agreement. Exact birth time, repeated D1/D9/D10 support, relevant dasha activation, and clear house lordship increase confidence. Unknown time, boundary degrees, contradictory indicators, or irrelevant dasha reduce confidence.

A useful report can still be valuable with mixed confidence if it states what is strong, what is uncertain, and what needs human review.

The engine should not claim medical, legal, financial, psychological, or safety certainty. It should not turn cultural guidance into a guarantee. It should not recommend expensive remedies without chart-specific review. It should not hide low confidence behind polished language.

The goal is not to make astrology sound scientific in places where it is interpretive. The goal is to make the calculation auditable and the interpretation responsible.

A constructive final reading should include: the strongest chart theme, current timing emphasis, one opportunity, one caution, and one practical next step. If the user asks a focused question, answer that question first and then explain the chart evidence.

Avoid final sentences that merely summarize the chart. Add value by telling the user how to use the information.