Thinking
Essays on AI control, continuity and identity—and field notes from inside Toriel.
Our Team of AIs Had a Problem. So They Had a Meeting.
What happened when Toriel's persistent AI organisation needed to redesign the way it worked.
Featured essays
Three starting points: control, continuity and identity.
AI is scaling faster than its control layer
IBM has named the enterprise AI control gap. This piece argues that the missing answer is a behavioral integrity layer for the AI system in operation.
If models are interchangeable, continuity cannot live in the model
Portability and replaceable models are becoming enterprise requirements. That changes where continuity has to be governed.
Continuity is not memory
Retained facts, familiar tone, and recalled preferences do not by themselves amount to a system remaining itself across change.
53: Control and evidence
How silent change becomes visible, measurable, and governable in operation.
41J: Continuity across change
Where continuity lives when models, wrappers, tools, and control layers move.
47: Identity and relationship
What it means to preserve recognizable identity and relation across time.
inside toriel
Field notes from building a persistent human–AI organisation.