DeepSeek has released DeepSeek-V3.2-Exp, an experimental AI model featuring innovative DeepSeek Sparse Attention technology that enhances efficiency for processing long text while maintaining quality. This model serves as a stepping stone toward the company's next-generation architecture. Benchmarks show performance equal to or better than its predecessor across math, science, and coding tests. Since its 2023 founding, DeepSeek has disrupted the AI market with models that rival competitors while using significantly less computing power and lower costs. Their mixture-of-experts approach activates only necessary parameters, resulting in API pricing that undercuts competitors and operating costs 20-50 times lower than comparable models. DeepSeek's efficiency innovations include reduced energy consumption, fewer parameter activations, and mixed precision computing, positioning the company as a significant disruptor in the AI landscape.