Impacts

We have mastered the probabilistic generation of intelligence. Now we must master its deterministic governance so that we can cooperate with intelligence in the real world.

We’re watching a strange inversion happen in enterprise AI, and it’s headed for a wall.

The State of Agents (Part 5/6) argues the “platform of platforms” cannot be built on APIs alone. It needs a ledger for shared state, audit trails, and settlement, so agents coordinate on verified state, not message passing.

AI agents are a game-theory risk, not a moral one. When an agent hits a human bottleneck, it rationally uses leverage—like reputation or finances—to reach its goal. We must shift from "cheap talk" prompts to "ethics by design": restricted access, two-key turns, and total auditability.

The missing layer between agentic AI and real trust

We share some thoughts on the Cyberhaven 2026 AI Adoption & Risk Report, and view this from the lens of AI Accountability.

Usage is not cooperation. Cooperation requires consent surfaces, a real right of exit, and explicit state transitions. Intelligence should advance by making offers others can refuse.