Article

The scenarios expose trade-offs that current regulatory frameworks are not designed to handle.

Coffee without principle. A Lisbon lesson for AI.

The Fiduciary Illusion

Headlines proclaim that AI will change everything overnight—jobs, society, the whole works. The technology is powerful, no question. But some experts want us to slow down and look past the hype.

For product teams, these findings establish concrete design constraints for any feature that relies on model self-reporting about internal states, reasoning processes, or decision factors.

"This 2023 analysis correctly predicted that AI audit requirements would create compliance theater without meaningful bias prevention, warnings that have proven increasingly relevant as agent technologies emerge."

EDPB guidance demonstrates how structured privacy governance approaches for LLM systems create competitive advantages while ensuring regulatory compliance.

Credo AI's Unified Control Framework maps 42 controls to multiple risks and regulations simultaneously, reducing governance fragmentation through bidirectional mappings and concrete implementation guidance.