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LongCat-2.0, a large-scale MoE model with 1.6T total and 48B Active

Introducing LongCat-2.0

longcat.chat

June 30, 2026

1 min read

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61/100

Summary

LongCat-2.0 is a large model with 1.6 trillion parameters, fully trained using domestically produced chips. The model aims to improve performance and efficiency in AI applications.

Read original article

Coverage & discussions

Hacker News Β· longcat.chat

LongCat-2.0, a large-scale MoE model with 1.6T total and 48B Active β†—

Community discussions

Hacker News discussion β†—

Historical count: 5 Β· 5 saved in sample Β· Historical sample

Analysis ready

Community Sentiment

Mixed

Positives

  • LongCat-2.0's architecture builds upon DeepSeek's work, indicating significant advancements in model capabilities and potential for future AI developments.
  • The use of large-scale clusters of AI ASIC superpods for training suggests a move towards more efficient and scalable AI infrastructures, which could reduce costs and improve performance.
  • If LongCat-2.0 can operate effectively without relying on NVIDIA's ecosystem, it could pave the way for more diverse hardware solutions in AI development.

Concerns

  • The model's incorrect answer to a complex question raises concerns about its reasoning capabilities and the limitations of its training data, highlighting potential issues in AI reliability.
  • There are worries about the lack of a mature supporting software community for the hardware used in LongCat-2.0, which could hinder developer experience and accessibility.
  • The absence of released weights and inference solutions for LongCat-2.0 limits its usability and accessibility for developers, which could slow down adoption and experimentation.

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