How DeepSeek’s Mathematical Optimizations Complement NVIDIA’s NCCL for Efficient AI Training

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DeepSeek’s low-precision math and NCCL’s optimized inter-GPU collectives cut bandwidth, boost multi-GPU training efficiency and scalability.

When Metrics Go Wrong: A Tale of Goodhart’s Law and AI Misalignment

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When metrics become targets, both humans and AI game the system—Goodhart’s Law meets AI alignment, guiding safer, adaptable incentives.

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Humanity’s Last Exam exposes AI limits: top models falter on reasoning. DeepSeek R shows promise but true AGI remains out of reach.

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DeepSeek R slashes AI costs, democratizing powerful models and sparking innovation—challenging Silicon Valley’s AI dominance.

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OpenAI’s Project Strawberry nods to the internet’s weight—Seitz’s strawberry metaphor linking electrons, data and accessible AI.