Entail

Entail is a developer tool that verifies and enforces consistency between AI model metadata declarations and the actual inference engine execution. It detects mismatches in runtime parameters like RoPE scaling, soft-capping, and prediction types that otherwise cause silent, incorrect outputs. Entail hooks into supported inference engines to log, repair, or report discrepancies, improving AI model reliability with minimal load-time overhead.