Cybersecurity

Mandela

Audit any eval, metric, experiment, or benchmark for leakage — does external ground-truth enter independently, or are the model, scorer, and designer just confirming a result no outside truth ever produced? Use before trusting any 'how we'll know it worked' — an A/B, a holdout, a score, a validation — and whenever a result feels too clean or self-confirming. Walks an 8-pattern leakage taxonomy and returns only the patterns that fire, each with an independence fix. Read-only.

Publisher / source

LilMGenius/paperthin (found on skills.sh)

Upstream record

LilMGenius/paperthin

Version

Version 3

Published

2026-11-03

Publication review

Approved for publication · recorded passed scan 2026-11-03

Content fingerprint

5efc42ffa98a67ea98c901f8106d346f36c397cd9b11dc0774ba4fa32fbdef40