Our summary
A website assistant should not answer a greeting with an unrelated article. Ahmet Zeybek uses Jev to recognize that difference and make other small decisions across his site. His account shows that deciding when to trust an answer can take more work than connecting the model.
Code compares each answer with its own cutoff. For some yes-or-no questions, the uncertain middle returns to the old rules rather than forcing a decision. Cosmetic features and note moderation have separate spending limits. Two bugs showed why counting actual usage and checking callers matter as much as the model's answer.
These are one developer's reported observations, not a reproduced trial or a safety guarantee. His moderation lets notes through when the model fails, a policy other sites may not accept. Keeping old rules for uncertain answers cannot prevent a confident wrong answer from making a decision worse. Concurrent spending was not independently audited.
Key takeaways
- Choose a cutoff and fallback for each decision. Changing a music mix and rejecting someone's note have different consequences.
- Prove that the spending counter increases after real calls. A limit checked against a stale counter is not a working limit.
- Keep the full set of answer probabilities for later review. A request header that claims to come from your site is not proof of who sent it.