# Beyond Transformers: A Mathematical Critique of Cross-Lingual Diffusion Architectures

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This post explores Lustro, an open architecture proposing cross-lingual diffusion as a primary mechanism for model alignment. Rather than relying on attention mechanisms alone, Lustro leverages diffusion processes to map semantic spaces across languages. Review the White Paper: Analyze the mathematical foundations of the cross-lingual diffusion process.

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