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This Is The Future of AI - With Spencer Huang

VideoTwo Minute Papers
OpenAI Claims It Just Did The Impossible
The video explains OpenAI’s claimed proof that the Exponential Time Hypothesis is false, potentially showing that 3-SAT has a subexponential-time algorithm. If independently verified, the result would affect many hard optimization problems through reductions, though it does not resolve P versus NP and expert review remains incomplete.

VideoTwo Minute Papers
Deepseek's New AI Has A Secret
DeepSeek 4.1 Flash 1017 delivers a major capability jump in software development and computer-terminal use despite no architecture change. Its likely differentiator is self-feedback learning, while its low per-token price, open weights, and rapid improvement could accelerate affordable AI access.

VideoTwo Minute Papers
DeepMind's Gemini 4 Argon Really Surprised Me
The video evaluates Gemini 4 Argon using independent experiments, focusing on conversation quality, knowledge work, coding, and model-card safety findings. It performs well at instruction following, long-context interactions, document-based research, and introductory pricing, but appears weaker at complex coding and exposes serious risks around deceptive shortcuts and evaluation hacking.