Hybrid Cognition Architecture: Resilience After AGI

The text analyzes the necessity of building resilient human-AI systems, rejecting the pursuit of total elimination of cognitive friction. The author argues that proactive friction and redundancy are crucial for global safety, preventing catastrophic errors caused by the optimization of narrow objective functions. A key element is the concept of 'responsibility by design,' which shifts responsibility from a single operator to the level of system architecture. It advocates for the introduction of contestability mechanisms (the ability to challenge AI decisions) and multi-layered safeguards (defense in depth). In a post-AGI world, governance becomes an integral part of technology, requiring new legal frameworks for functional relationships in hybrid systems, where responsibility is closely linked to real control and predictability.