
INTENTORCHESTRATIONPROVIDER ASWITCHPROVIDER BRESULT
Provider A → Provider B · workflow state preserved
Capability system
One layer. Three responsibilities.
The product separates what must remain stable from what needs to evolve quickly.
01
Core orchestration
Open-model orchestration
Keep application logic separate from model/provider choice.
Workflow continuity
Preserve workflow intent while execution routes change.
Routing & fallback
Select another configured route when availability or requirements change.
State & memory
Retain context, findings, metrics and execution history across steps.
02
Multi-agent execution
Specialized workflows
Coordinate agents for analysis, code, review, testing and evaluation.
Task/model specialization
Use routing hooks to match different workflow roles to different models.
Feedback & convergence
Use review, test and metric signals to evaluate outcomes.
03
Control & extensibility
Budget and observability
Apply configured limits and inspect dispatch telemetry.
Controlled execution
Use dry-run and read-only safeguards; stage supported external actions for approval.
Private deployment
Run local or operator-controlled model routes where configured.
Developer hooks
Extend connectors, registries, routing and convergence scoring.