Prompt·Accuracy and evidence·PG04

Reproduce what the database believed in the past

Past reports, backfills, restatements or changed classification rules matter.

Markdown
Prompt
Choose important historical records and determine whether the system can reproduce what was known and reported at a specific past date, using the definitions and evidence available then. Distinguish later source corrections from later classification changes. Find where current logic silently rewrites historical meaning and recommend the smallest reliable solution.
What it returns
Two or more past checkpoints, when each record was true and when it was known, the source revisions, and changes you can demonstrate.
Skip it when
Nobody needs past results to stay reproducible.
Avoid
Requiring bitemporal storage everywhere. Work out what is actually needed before choosing a structure.
Changes
Changes nothing
Sessions
Look first, then fix in a new session
Tools
Repository and read-only database access.
Works on
Any PostgreSQL host: Supabase, Neon, RDS, Cloud SQL or self-hosted.

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