You�re Using Jev the Hard Way

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I was using Jev after the expensive model had already done the work. In this video, I show the mistake, the filtering workflow I changed, and how I define criteria before trusting the output.

We walk through real content examples, Grill Me versus Grill Me Overview, pre- and post-work checks, and why a human still needs to inspect the evidence. In one batch, Jev passed 189 of 517 chunks to the costly model. That is a filtering result, not a measured percentage of money saved.

Clarifications: The 198/225 and 189/517 figures come from different datasets, not a controlled before-and-after test. Jev’s Noul returns the probability of yes; Choice selects an option; Score rates against ordered criteria. Score is not a confidence score.

Chapters:

00:00 The biggest Jev mistake

00:14 Filter before the expensive model

01:07 Define the right criteria

02:23 Grill Me: questions one at a time

02:43 Work with Single Grain

03:05 Grill Me Overview: batch the questions

04:36 Add pre- and post-work gates