Input
Structured inputs define scope, constraints, and intent before execution begins. Nothing is free-form, and nothing is assumed.
Persona
Specialized AI personas perform distinct roles such as research, writing, validation, and framing. Each persona operates within a clearly defined responsibility.
Reflection
Built-in self-checks evaluate quality, logic, and risk before anything moves forward. Outputs are reviewed before they are combined.
Integration
A team lead persona consolidates and aligns all outputs into one coherent result. Fragmented work becomes a single direction.
Output
Final, ready-to-use deliverables are produced at the end of each workflow. Not drafts. Not fragments.
Continuity
Each output is structured to become the input for the next workflow. Work does not end. It compounds.