This deal explains where AI competition is heading next.
Hard lessons most senior data scientists learn quietly.
When selections feel unreliable, the model is already broken.
If reports feel fragile or slow, look at the schema first.
If behavior does not change, the model did not work.
Millions of users, fully autonomous AI, and a pivot in strategy.
Most transformation slowdowns start long before execution does.
Most slowdowns start with unclear decisions, not slow teams.
People measure signals and not visibility.
The first week isn’t about speed. It’s about setting the tone you’ll live with all year.
Safe goals protect routines. Brave goals force decisions.
The core issue isn’t effort or discipline. It’s the way we approach starting over.
