correct-records-a-source-filled-wrong

# Correct records a source filled wrong ## What it does Once somebody else has fixed the source, goes back over the records it already filled wrongly and corrects them. ## Where it happens The agent does this in one activity across one reference process. Each one names the activity as that process words it. - **Correct the Records Already Wrong** - `ref/rev/fix-a-data-quality-failure`, activity 10 - [Fix a Data Quality Failure](../../../../processes/revenue-operations/fix-a-data-quality-failure.md) ## What to record Per fill: the records below the bar, and which required fields were empty on each. The sources chosen, the fields each one was to answer, and what each cost per record. The sample filled from every source beside the values already known to be right, and per source and per field the agreement rate, the empty rate and the confidently wrong rate. The precedence per field, and the confidence below which nothing is written. Every field it wrote, carrying the source, the date it was filled and the confidence the source returned. Every place a person had typed something different, with the source's answer stored beside the typed value as a disagreement rather than over it. Everything held back, and what a person accepted, edited or rejected. What stayed empty, reported as empty, and what was not attempted when a batch stopped. A run that is abandoned still leaves its stamps, so a partial fill is readable rather than mysterious. That contract covers every activity this abstract agent takes on, and it is repeated in `com.agentcatalog.agent/RECORDS.md`. What the abstract agent does not do is in `com.agentcatalog.agent/NOT.md`.