Normalize requirements
Keep original briefs, AI suggestions, edits, and versions distinct.
Retrieve candidates
Use only publicly consented and accessible channel information for the broad candidate set.
Pre-rank
Review activity, geography, language, and risk conditions cautiously with their sources.
Rank in detail
Separate style and fit inference from factual data, uncertainty, and model version.
Revalidate and learn
Keep a copy of the conditions at collaboration time so newer data never changes an earlier contract.
