task classification
Tasks are normalized into explicit technical envelopes before routing.
XvX Systems
AI Routing
Tasks are normalized into explicit technical envelopes before routing.
Routing decisions are separated from provider execution and can remain deterministic.
Deterministic routing is preferred for known tool classes; AI assistance is bounded by structured inputs and outputs.
Local workflows and API-backed providers are modeled as separate execution surfaces.
Task envelopes, status metadata and generated outputs are machine-readable.
Write, destructive and privileged actions require explicit operator control.
Failures are recorded as technical state rather than hidden behind automatic escalation.
Sensitive operations keep human review before credentials, infrastructure or data mutation.