AI Reliability

Watercolor of teal cells multiplying through a ceramic arch amid green organisms, amber light, and a neighboring purple colony.

Long View

How Fast Can an Agent-Run Company Grow?

How reliably can different models check one another, and can the remaining risk be measured and underwritten?

Two surreal structures contrast independent verification paths with a shared-context agent chain.

AI Agents

More Agents Are Not a Reliability Mechanism

The AI industry keeps rebuilding an assumption a 1986 experiment already broke. Adding more independent checks does not necessarily make a system more reliable.