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# Causal Encoder-Decoder (CED) architecture

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  1. openrouter.ai

    DeepSeek folds vision into pretraining: V4.1 Flash snapshot ships with KV cache cut to a quarter of the prior generation

    DeepSeek released the October 17, 2026 snapshot of V4.1 Flash, served under the deepseek-flash API model name. It is the company's first sparse mixture-of-experts model built on its Causal Encoder-Decoder architecture, activating 8B parameters on input and 16B on output from a 552B backbone, with image understanding trained jointly with text from the start of pretraining rather than added afterward. Compressed KV caching cuts cache memory to roughly a quarter of the previous Flash generation, and DeepSeek reports it exceeds V4 Pro on performance, speed and task completion time.

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