Founding principles
The architecture follows a small set of durable principles that remain valid as models and products evolve.
Memory First
Relevant context and validated outcomes persist beyond a single task.
Human Validation
Human authority remains explicit wherever stakes or uncertainty require it.
Interchangeable Models
No contract depends on one model provider or execution engine.
Evidence before Decision
Recommendations remain connected to observable and attributable support.
Everything is Traceable
Objects carry identity, provenance, confidence, evidence and status.
Knowledge is an Asset
Validated knowledge compounds as an organizational capability.
These principles are architectural constraints, not interface language. They determine how tasks, agents and decisions are designed.