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Multimodal Prompting for Screenshots and UI Bugs (ANSWERED)

Scenario BasedPrompt EngineeringMedium12 min read

Medium multimodal prompting question for UI bug diagnosis.

TL;DR — Quick Answer

Ask the model to first describe only visible evidence, then hypothesize causes, then propose fixes with confidence labels. Instruct it not to invent text that is unreadable; request clarifying questions when the screenshot is ambiguous.

The Interview Question

A user uploads a screenshot of a broken UI. How do you prompt a multimodal model to diagnose the issue and propose a fix without hallucinating non-visible details?

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PromptingMultimodalVisionDebuggingOpenAIGoogleAnthropic