What should a pilot brief for a mismatch environment include?

A pilot brief that covers the following gives MirrorFirm enough to scope a sample and gives your team a clear basis for judging it.

- The target domain and the two record families that disagree, with the keys that link them. - The agent-facing tool list, including argument names and the error codes your tools return. - Cause classes ranked by importance, and which should be deliberately hard or undeterminable. - Intended use, training, evaluation or both, with any held-out split requirements stated. - The loader format, such as JSONL or Parquet, and the schema versioning you expect. - A review plan naming engineering, domain and governance reviewers and what each will check. - Acceptance criteria for the sample, written before it arrives, including the disclosure review. - Licensing questions to settle: permitted uses, derived environments and retention.