<p><strong>Short answer:</strong> For public Express image publishing, decode the pixels, re-encode a fresh derivative, and inspect that exact output for GPS EXIF before returning
<p>Short answer: keep metadata inspection and description drafting as separate, observable stages, then gate thumbnail publication on moderation coverage rather than on whether an
<h2> TL;DR </h2> <p>Short answer: choose an image generation API only after your own prompt-safety eval passes, and use a chat model with a strict JSON Schema when the runtime has
<p>Short answer: validate an image as early as the client can do it, validate again after upload, and run OCR only on an object that passed both checks. Early checks save
<p><strong>Short answer:</strong> Serve a watermarked derivative from a separate object, never rewrite the museum's master image. Keep the master immutable, make derivative
<p>An avatar pipeline fails operationally when it treats a generated URL as identity. <strong>TL;DR:</strong> in an Express service, upload the original once, resize from the
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