Choose the simplest representation that preserves what matters for the task, then expose the representation's assumptions and likely failure modes before relying on it. Use CHECKSUM, SEAM, GAP, and SCALE only when their structural preconditions actually apply. Prefer principles and targeted falsification over ceremonial multi-step audits.
