Operators keep the controls a consortium needs: onboard and fund members, freeze a member, pause the network. One-off transfers and recurring payment channels both work. A disputed transfer goes to an arbiter.

$META is testing human operators behind some Muse phone calls as it works through safety and privacy before a broader rollout. That tells you how early agentic calling still is with humans filling the gaps while the tech catches up.

$META IS TESTING HUMAN OPERATORS BEHIND SOME MUSE AI PHONE CALLS The experiment began shortly after Meta launched Muse’s phone-calling feature, according to internal posts seen by Reuters. Some employees have raised privacy concerns, warning that users could share sensitive information without realizing a call-center contractor is involved. Meta says the test is internal for now and is being used to work through safety and privacy protections. If the feature launches publicly, the company says it will include proper disclosures. Source: Reuters

Nuclear power plant operators carry mutual insurance, meaning they're effectively on the hook for one another and have an incentive to police each other's safety. AIUC CEO @RuneKvist argues AI labs could adopt a similar model. "How do you deal with the fact that there are very few [insurable] events? How do you deal with all the uncertainty? There's a bunch of tooling you can pull from. You won't get super precise answers, just like you wouldn't for the very first nuclear power plant." "That's another reason why you want to use the existing labs' own balance sheets, because they already have exposure." "It's going to take a while until AIG would put up $10T here. But the labs already have their full market cap on the line." "So can you take that and put it into an insurer so you get the benefits of a formal watchdog who has an incentive to bring the risk down and tell the truth about what's actually going on, and have the quantitative tools, but you don't have to stand up $10T of balance sheet overnight." "I think that's the most promising way to get started in the spirit of how nuclear is governed by the market today."