Overview
Qubanta.ai.
Qubanta is a cognitive state and reliability control layer governing stability, confidence semantics, and failure behavior of AI inference outputs. It sits between applications and model providers, emitting deterministic control actions for safe automation and review routing.
Infra
Deterministic control plane
Confidence is treated as an operational control signal derived from observable pressures, not as a truth-probability claim. Outputs become governed events.
Reliability
Weakest-link safety
Critical collapses (schema invalidity, missing required fields, policy violations) deterministically set confidence to zero and block unsafe propagation.
Adapters
Model-agnostic placement
Qubanta does not train, fine-tune, or replace providers. It governs stability and failure behavior across provider churn and model upgrades.