Named failure modes

Stub. Drafted during Phase 1 IA skeleton seeding. The piece below is a one-paragraph placeholder — replace before publishing.

Demo-stage bias, hardware-stage bias, rubric mismatch, theme drift, sponsor capture, ringer mislabeling, peer-judging gaming. Each named to be diagnosable.

This piece grounds in the principle fair-judging and connects out to the cases, voices, and glossary entries that elaborate it.