doc-redaction-task-prompt

To orchestrate document redaction, you use a copy-paste task prompt template that enforces a strict two-pass process, ensuring Pass 1 deliverables route through the review pipeline while gating Pass 2 visual checks to specifically flagged pages.

A two-pass redaction process separates initial automated PII removal from secondary visual verification, ensuring Pass 1 deliverables are generated first and Pass 2 VLM checks are only applied when strict criteria or specific pages are flagged.

To prevent bypassing the redaction review pipeline, you inject strict stop conditions and anti-confusion rules into the agent prompt template, forbidding the agent from skipping the review_apply step or performing true redaction outside the prescribed pipeline.

Yes, you can handle large CSV files for PII removal because the template includes long-document rules that prevent loading huge datasets into chat context, instead running programmatic verification and targeted fixes for safe scaling.

You enforce must-redact and must-not-redact rules by injecting your user policy requirements into the task prompt template, which forces the agent to treat your specific rules as the authoritative source for all coverage verification checks.