Marcin Wojtala

Agentic Playbook #07

Visual Refactoring

Claude 4 + Playwright for UI Validation

Combining Claude 4's reasoning with Playwright's visual testing to enable AI agents to validate UI changes during refactoring. Automates screenshot capture and comparison to detect regressions.

3 min readIntermediatepost

UI refactoring has a specific risk: the code may still compile while the product experience quietly regresses. Visual validation gives AI-assisted refactors a more concrete feedback loop.

Pairing an agent with Playwright screenshots creates a practical check against layout breakage, missing states, and obvious rendering defects. It does not replace human judgment, but it catches a class of problems earlier.

The pattern is useful because it makes quality visible to the agent. Instead of treating UI work as text-only code transformation, the workflow includes the rendered product surface as evidence.

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