At the time when DeepSeek was making its mark in the sector by optimizing its classification system and its MoE architecture, we were already integrating equivalent concepts into ethical and autonomous decision-making architectures.

When Anthropic claimed to have identified an invisible area in the interpretability of the black box, we had not only already documented this phenomenon, but above all filed the patents protecting its intellectual and operational implications.

While OpenAI was announcing solutions to hallucinations in its publications, we had already mastered these techniques for two full years. Their disruptive revelations represent, for us, only details already integrated into our know-how.

Our lead is measured in complete research and development cycles, transforming recent breakthroughs from leaders into simple validations of concepts that we have long since surpassed.