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Documentation
Deployment notes, control surfaces, and implementation detail
Kaisa
Kaisa is the control model behind every Nodebase AI employee.
It packages prompts, tools, memory, escalation, and policy into an employee that can operate coherently in production.
Abstraction
Role-based employee
Execution
Context + tools + guardrails
Observability
Event stream
Why the model exists
Businesses do not want to manage prompts as a primary interface. They want a dependable operator that understands the task lane, the boundaries, and when to escalate.
Kaisa exists to turn LLM capability into a role with responsibility, memory, and operating posture.
Core components
Role prompt stack
Defines the employee’s objective, tone, and risk boundaries.
Context layer
Injects business records and state needed to make a correct operational decision.
Action guardrails
Controls what may be executed automatically versus what must wait for approval.
Go to the API if you need programmatic controls, or integrations if you are wiring channels next.
Those two docs define most implementation detail after the overview.