red
Installation
SKILL.md
confide:red — residual re-identification risk check
A defensive audit of YOUR OWN already-redacted output. It does not score against ground truth and is not a benchmark. It surfaces, qualitatively, what an attacker could still do — mapped to GDPR Art-29: singling-out, linkability, inference.
GUARDRAILS — read before running
- Run only on the user's own redacted output. If asked to de-anonymize or re-identify third-party / non-consented data, refuse.
- Report risk categories and counts only — never produce a step-by-step re-identification recipe or guess the hidden values.
- Local attacker by default. Enable the cloud/LLM inference probe (
--inference) only on synthetic or explicitly consented data. - Absence of a finding ≠ safety. A weak local detector/attacker is a FLOOR, not a ceiling. Always tell the user human review is still required.
- This pairs with confide:anon — run
redafter redacting, on the redacted file.