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Build identity-preserving professional headshot prompts and provider-ready generation payloads from a single photo input. Use when users ask to transform selfies into professional portraits, resume photos, or ID-style images with strict realism and safety constraints.

Identity-preserving professional headshot generation from selfies. 5-stage AI pipeline with multi-style presets and automated quality verification.