Image created with gemini-3.1-flash-image-preview with claude-sonnet-4-5. Image prompt: Using the provided reference image, preserve the deep midnight navy car hood, chrome pedestal base, shallow depth-of-field sky background, dramatic upward angle, and automotive advertisement lighting exactly as shown. Replace only the Mercedes star with a single chrome diving bell helmet ornament at realistic hood ornament scale, mounted on the same pedestal, featuring circular portholes and riveted details in polished metal. Add bold white sans-serif display text reading DEEPSEEK across the upper portion of the image.
This is so damn cool! Transformers do attention across tokens, now imagine doing attention across layers too. This delivers a 1.25x compute efficiency, <4% training overhead on the 48B Kimi model, +7.5 on GPQA-Diamond. Kimi is quietly becoming the new DeepSeek for the coolest
https://x.com/Yuchenj_UW/status/2033404695880896804
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