Two Minute Papers

DeepSeek's New AI Is An Absolute Monster

Published 2026-10-28 · Duration 5:41

Summary

DeepSeek has released a new AI system, DeepSeek v4.1 Flash 1017, demonstrating significant improvements in generating working software and operating via the terminal. While the version number increment is minor, the core innovation is attributed to the model's ability to learn from self-feedback, allowing it to critique and improve its own work, similar to human learning. The model is available via API for a low cost (claimed 15 times cheaper than Claude Opus 5.5), and its weights can be downloaded for free, promoting open-source alternatives in the AI space.

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Key takeaways

  1. DeepSeek v4.1 Flash 1017 Capabilities 0:20

    The new model shows marked improvements in generating working software and operating within a terminal environment. (0:20)

  2. Cost and Availability 0:25

    The model can be accessed via API for a cost of just over a dollar per million output tokens. The weights are available for free download, although running the model requires substantial hardware. (0:25, 0:45)

  3. Architectural Innovation: Self-Feedback 2:00

    The key breakthrough is the ability of the AI to learn from self-feedback, meaning it can critique its own output and iteratively improve, rather than solely relying on massive amounts of new training data. (1:20)

Technical details

  • Model Identification 5s

    The model discussed is DeepSeek v4.1 Flash 1017. (0:05)

  • Learning Mechanism 120s

    The primary technical advancement is 'learning from self-feedback,' where the AI judges and rewards its own performance, allowing for iterative improvement (e.g., fixing collision detection in a game). (1:20)

  • Cost Analysis 35s

    The cost per task should be considered over cost per million tokens, as different AI systems require varying token amounts for the same task. (0:35)

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