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Get Started Free →Use when making UI/frontend changes guided by visual context, when the user selects elements visually, draws annotations, or provides screenshots alongside change requests. Also use when editing components where spatial context (element identity, DOM references, layout data) supplements text instructions.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-15 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 31% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-22 | ✓→✗ | ▼ Worse | -32% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 11% | 0% |
When visual context accompanies a change request (element selections, annotations, screenshots), make targeted, minimal edits. Precision over ambition: change exactly what was indicated, preserve everything else.
When visual context is provided:
Visual context gives a SPECIFIC element. Don't:
Do:
When multiple visual edits arrive:
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