Specialized, scoped roles
AI support is separated by task, reviewed by humans and bounded by explicit instructions.
AI Ecosystems
Human-supervised intelligence architecture.
Specialized agents, careful prompting, documentation loops, minimum privilege and traceable outputs for technical work that must remain auditable.
Auditable AIHuman review · limited exposure
Minimum privilege
Private material, credentials and operational details stay outside public prompts and pages.
Defensive workflows
Validation, documentation, review loops and risk analysis before speed or spectacle.
The doctrine behind this system is summarized in the manifesto.
Read Manifesto