The next generation of agentic systems will combine memory, observability and verified identity to ensure resilience and accountability.

By governing identity with the discipline of finance and the empathy of brand, we can scale AI responsibly, accelerate growth and deepen trust.

We conclude that brain states are shaped by local circuit mechanisms, large-scale connectivity and neuromodulation. A unified multiscale theory of cortical dynamics is relevant not only for ...