Paradigm-level temporal reasoning AI architecture proposal (NDA-ready)

[Toto46baidu]

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 , CEO (+33 (0)6 80 53 82 59 mail [email protected]
France