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Jev feedback guide

Feedback means reviewer overrides flow into gold JSONL and sometimes into criteria edits. It does not mean TypeSafe updates weights for your tenant.

Unofficial. Models page: no customer LoRA. docs.typesafe.ai.

Loop

HITL decision → store override + reason code → weekly error analysis → PR on instructions/criteria or on your downstream model — not a fine-tune ticket to this site.

Poison

Do not silently treat every override as truth (reviewers err). Dual review on disagreements.

Reason codes or it did not happen

Overrides without codes cannot be mined. Require a code. Weekly, dump codes × question id. The fix is usually a criterion sentence, not “more AI.”

Do not send reviewer essays back into state unfiltered — you will train your gold, and you may also inject instructions into the next call.

What this page does not claim

FAQ

Thumbs-down in Playground? Useful vibe; not a production loop.

AutoResearch? Official cookbook: Jev features into a classical model you train. That’s your feedback sink.

Disclaimer

This is an independent unofficial site and is not affiliated with TypeSafe AI; official documentation is available at https://docs.typesafe.ai. Never treat jev.pro as TypeSafe official documentation. We do not sell, issue, or proxy API keys.

Open-cluster pages are independent field-guide notes. Replicas and third-party interfaces mentioned anywhere on jev.pro are not Jev and not endorsed. Hub: Open. Siblings: production feedback, evaluation guide, glossary human handoff. Canonical: https://docs.typesafe.ai.

Sources

Public TypeSafe or adjacent documentation only. No private claims.