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    AI

    Professor Argues Meta Models Will Replace Foundation Models

    Ziming Liu from Tsinghua University outlines three stages of AI model evolution in a post and blog.

    ZL
    1 Source, 32d ago, first seen 32d ago

    TLDR

    Ziming Liu, a tenure-track assistant professor at Tsinghua University's College of AI, posted on X that foundation models are dead and meta models represent the future. He described three stages: expert systems as specialized models, foundation models as unified models, and meta models as unified systems that design specialized models. Liu included a Chinese proverb on cycles of division and unity. His linked blog post titled Foundation Model or Not repeats the same framing and stages without additional details.

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    1 Source, first seen 32d ago

    Combined views

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    1 Source, first seen 32d ago

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    4 comments
    31 saves
    12 reposts

    Sentiment

    Positive——Negative

    Summary

    Not enough discussion yet.

    No sentiment analysis available yet.

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    1 Source

    @ZimingLiu11Foundation Model is dead, Meta Model is future. Stage 1: Expert systems -- Specialized models Stage 2: Foundation models -- Unified models Stage 3: Meta Model -- A unified model that designs specialized models 天下大势,分久必合,合久必分。 https://kindxiaoming.github.io/blog/2026/unified-or-not/

    1 Source

    @ZimingLiu11Foundation Model is dead, Meta Model is future. Stage 1: Expert systems -- Specialized models Stage 2: Foundation models -- Unified models Stage 3: Meta Model -- A unified model that designs specialized models 天下大势,分久必合,合久必分。 https://kindxiaoming.github.io/blog/2026/unified-or-not/