The governance of generative AI is currently anchored to a flawed assumption: that optimizing for statistical accuracy is the most effective way to mi…

I've written about how agents need supervision frameworks that match their autonomy level, how privacy law struggles when agents operate persisten…

AI generates contract provisions faster than you can review them. Creation isn't the bottleneck.

AI systems are no longer just responding to prompts—they're setting goals and executing actions.

Governance without narrative is just bureaucracy

The worst case: prompt injection tricks your agent into handing over its own credentials. Attackers bypass the AI entirely and access your systems with the agent's full authority.

AI moved from tool to actor. 2026 is when we build the accountability structures those actors require.

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.