What are the limits of post hoc feature attribution methods such as SHAP?

Written from the published competencies and our own syllabus, written from the published curricula of BlueDot Impact, the Center for AI Safety, DeepMind and Stanford. Not actual exam questions, and not affiliated with or endorsed by Product Digest.