Abstract This paper presents a case study contrasting an ACP-governed AI interaction with typical enterprise AI workflows in the production of rapid-turn policy

Below is a stress test of metaphors that most often mislead institutions when reasoning about AI, governance, and systems like ACP. This is not a

There is a large family of physical and mathematical principles that map unusually well onto AI systems, ACP-style governance, and institutions. What’s striking

The three-body problem is often described as a failure of prediction, but that framing misses its deeper relevance to institutions. In physics, the problem

If we take compounding seriously now, the question shifts from “what should we build next?” to “what structures make future capability cheaper, safer, and more