Learn why Human Personas are required in AI now!
Personas in MCT: Turning AI into Controlled Execution

Where This Is Going
Personas evolve into governed expert profiles:
- defined capability access
- controlled data sources (RAG)
- model selection
- confirmation rules
- workflow templates
Examples:
- Architect → system design and analysis
- Developer → code inspection and execution
- Finance → restricted business operations
- Marketing → content and campaign workflows
The Principle
AI proposes. MCT controls. Personas enforce.
Why It Works
MCT separates:
- reasoning (AI)
- governance (policy)
- execution (control plane)
This is how AI becomes:
- predictable
- auditable
- safe to use in real environments
