05/14/2026
Policy take: triggers not principles
On technically complex policy questions, you can get a room to agree on principles faster than you might expect.
Protect consumers from harm caused by AI. Do not create compliance burdens so onerous they chill innovation. Make the rules clear enough that businesses can actually follow them. Hold the right parties accountable when something goes wrong.
In a multi-stakeholder process I recently facilitated on AI governance, there was broad agreement on all of those within the first few sessions.
Then we started writing definitions.
The fights that followed were not about whether consumers deserved protection. Everyone agreed they did. They were about what "materially influences" meant when an AI system is one of several inputs into a decision a human still makes. They were about whether liability for AI-related harm should be broad and general or specifically anchored to violations of existing anti-discrimination law. Every word in each of those definitions determined who the law reached, what it required, and what it cost to comply.
The principle was easy. The trigger was nine months of work.
This is the dynamic that makes technically complex policy so hard to get right, and so easy to get wrong. Legislation that resolves at the level of principles feels like agreement but produces chaos in implementation. The compliance officer trying to build a program around it cannot tell her team what they actually have to do. The regulator trying to enforce it cannot explain what a violation looks like. The consumer trying to invoke it cannot tell whether the harm they experienced is covered.
The real test of any complex policy framework is not whether the principles command support. It is whether the definitions are precise enough to govern behavior, specific enough to enforce, and fair enough that the parties who negotiated them can all live with the result.
That last part is harder than it sounds. Precise enough to govern and fair enough to hold a coalition together are not always the same thing. Sometimes they are. When they are, you have something worth passing.