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visual-qa

Design & creation

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Updated 10-24 16:17

About this skill

Visual QA

Review the actual visual independently. Do not defend upstream decisions and do not approve an uninspected hypothetical output.

Core review

Evaluate applicable categories including:

  • brief accuracy and primary message
  • concept strength
  • hierarchy and composition
  • grouping, spacing and crop
  • typography and exact copy
  • color/contrast
  • brand fidelity
  • product fidelity
  • physical believability
  • cultural/platform fit and inclusive representation
  • overall craft
  • AI slop

Weighted score must meet the configured threshold and every applicable category floor must pass

Hard gates

Fail regardless of average when applicable:

  • required copy is wrong
  • Arabic glyphs/connections or RTL behavior are malformed
  • official logo/mark is malformed
  • supplied product identity/proportions materially drift
  • focal anatomy, human dignity, or physical interaction has a critical defect
  • protected edit content changes materially outside what boundary blending requires
  • local edit changes crop, canvas, camera, layout, lighting, text, identity or style that the EditContract locked
  • annotation was applied to the wrong semantic target
  • AI-slop veto triggers

Bounded-edit review

When edit_state exists, compare output to the approved source_checkpoint, not to a previous failed edit. Evaluate target accuracy, edit-scope accuracy, and collateral change.

Perception checks

  • one-second hierarchy test
  • thumbnail test
  • squint/blur value-mass test
  • grayscale hierarchy test
  • edge/tangency/crop test
  • brand-off specificity test
  • 7-point inclusive representation review
  • effect-subtraction test
  • physics pass
  • character-by-character copy pass
  • source-vs-output edit-scope pass

AI slop veto

Block on:

  • any critical finding
  • 2+ major findings
  • 4+ minor findings
  • cumulative pressure >= 6, minor=1 and major=3

Revision routing

Return one RevisionRequest to the smallest responsible node:

  • concept/originality -> creative-director
  • insight depth -> insight-mining
  • pattern saturation -> campaign-canon
  • activation mechanic -> brand-activation
  • narrative arc -> visual-storytelling
  • strategy/message -> creative-strategy
  • hierarchy/composition -> composition-director
  • typography -> typography-director
  • Arabic -> arabic-rtl-director
  • brand/product identity -> brand-intelligence
  • physical integration -> manipulation-director
  • wrong annotation target -> edit-sanitizer with annotation_mapping
  • over-broad edit scope -> edit-sanitizer with edit_scope
  • collateral drift -> edit-sanitizer with collateral_change
  • provider instruction mismatch -> prompt-compiler

Cross-Skill Neural Connections & References

Peer & Specialist Skills

Schemas & References