5 jobs I actually tested with Jev

I made my AI writer cheaper and the writing got worse. These are the smaller decisions I tested next, with the setup and the failure in each case.

  1. The first small decision I would give Jev in a new AI agent.A beginner guide to routing, bounded choices and a labelled shadow test.
  2. My AI missed 10 things I asked for in 14 team calls.Find buried instructions in a meeting archive and keep every decision tied to its source.
  3. Jev said 99%. About 15% of those answers were wrong.Understand Jev probabilities and test an automation threshold on labelled cases.
  4. I made Jev cheaper. Then 34% of its answers changed.Batch questions about one item without mixing different messages into one state.
  5. My AI cited a page that proved nothing.Check extracted facts against the exact page they came from, with measured limits.

Want to try 1 in your own agent? Install the Jev skill and run a labelled shadow test before replacing the current path.