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'Ling 2.0 is a reasoning-first sparse MoE family from Ant Group that keeps per-token compute low with a 1/32 activation recipe while scaling from 16B to 1T parameters.'
DeepSeek-V3 introduces hardware-aware AI design innovations that dramatically improve efficiency and reduce resource requirements, enabling smaller teams to compete with tech giants.
DeepSeek-V3 introduces innovative architecture and hardware co-design strategies that drastically improve efficiency and scalability in large language models, making high-performance AI more accessible.