The final three-month exam sprint usually mixes a stage-capacity question with an event-level exam question.
Ba Zi is often better for the longer stage condition. Liu Yao is often better for the one-exam move itself.
Separate which layer this question belongs to first
The long stage asks whether your system can carry sustained pressure.
The single exam asks whether this one move deserves a full push.
Questions like "If You Want to Ask About the Final Three-Month Certification Sprint in AI Fortune Telling, Should You Start With Ba Zi or Liu Yao" get cleaner when you separate long-term structure, stage condition, and the one-event layer before choosing a system.
The center of gravity shifts with the tool
An exhausted stage can make even a decent exam window hard to use well.
A good stage still does not mean every single exam window deserves maximum pressure.
Once the levels are separated, the systems stop competing and start answering different parts of the same decision.
Do not use the wrong tool for the wrong layer
Do not let one exam stand in for the whole stage.
Do not let a decent stage automatically answer the one-event window either.
So this should not become a team-versus-team question. It should become a level-matching question first.
A steadier starting order
- Check whether the long stage can still carry a three-month sprint.
- Check whether this one exam window deserves the push.
- Set intensity only after both layers are read together.