Separate description from prediction
Describe chart structure first; make timing statements only as conditional traditional interpretation.
“The 10th lord is in the 6th” is a structural fact produced by the chart engine. “This guarantees job conflict” is an interpretation and should not be presented as deterministic fact.
The final workflow labels calculations, traditional rules and synthesis separately so learners can see which layer a statement belongs to.
This separation is central to the whole platform and remains in the final practicum.
The final practicum is an evidence ledger. If a sentence cannot be traced back to a visible chart fact, rule profile or timing calculation, rewrite it until the chain is clear.
Finish with a short synthesis rather than a long prediction. Good work names the supporting house/planet/Varga/period, states agreements and tensions, and uses conditional language for interpretive claims.
How to read it
- Establish Lagna, Moon and Sun foundation.
- Audit relevant houses and lords.
- Audit planet condition and formed Yogas.
- Cross-check D9/D10 or other relevant Varga.
- Add Ashtakavarga/Shadbala context and timing last.
Key points
- Every interpretation should have visible evidence.
- Do not force a single verdict when evidence is mixed.
- Calculation and traditional interpretation remain separate even in the final synthesis.
Do not confuse a polished narrative with a well-supported reading. Evidence traceability matters more than confidence.
Apply this lesson to a chart
- Open Full Kundli Practicum.
- Complete one section at a time and copy only calculated facts first.
- Write a six-paragraph synthesis only after every evidence layer is filled.