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Two dashboards disagree on active customers, and an agent asked to settle it invents a third number. The fix for both is declaring the model once.

A sceptic at our DAIS booth asked why documentation should drive the implementation. What happened at the booth that day is the answer.

Churn looked wrong on the office TV. An agent walked the platform's declarations to the root cause before standup ended, because there was nothing to guess.

Skill files and context documents drift because each one is a second copy of the truth. "Talk to your data" holds up when meaning is declared once, in a model, and every layer is generated from it, including the one the agent reads.

Stop hand-building a galaxy of star schemas. If the business layer is modeled, the consumption layer - Unified Star Schema, mart, OBT, star - is downstream of it and should generate itself.