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Paradigm-level temporal reasoning architecture proposal (NDA-ready) #76073

@Toto46baidu

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@Toto46baidu

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Dear PaddlePaddle Research Team,

I have developed a conceptual AI framework registered at INPI (France, 2025) introducing a paradigm-level architectural enhancement in temporal reasoning and structural coherence for large-scale models.

The framework addresses a fundamental limitation in temporal context alignment within transformer architectures and proposes a structural logic that could extend ERNIE’s reasoning depth.

I am ready to provide the technical brief under NDA through Baidu AI Cloud’s partnership channel.

Please advise on the appropriate contact point or procedure for submitting this work for evaluation.

— Thomas Beauvillain BIOMCO SAS . CEA . FRANCE -
thomas.beauvillain@gmail.com
France

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