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Comparison of Seed-1.8, Krea 3 Edit
2 modelsByteDanceSeed-1.8Remove ×kreaKrea 3 EditRemove ×
What’s differentOptimized specifically for multimodal agent scenarios. It features enhanced agent capabilities, upgraded multimodal comprehension, and more flexible context management.Edits and combines reference images using text instructions, with optional prompt expansion, output-size controls, and reproducible generation through a seed.
DateFeb 17, 2026ListedOct 14, 2026Listed
Listed rate$0.25 in / $2.00 out/ 1M tokensDeepInfra · all routes ↗$0.025/ megapixelfal · all routes ↗Output + reference images
Provider endpoints1 endpoint →1 endpoint →
Context window256K—
Max output——
Parameters——

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