Reproducible Execution Environment for ML

Run AI model inference in a machine-agnostic environment where the same model and inputs produce the same outputs across supported hardware.

REE (Reproducible Execution Environment) packages model export, compilation, inference, and output decoding into a single containerised pipeline for verifiable AI execution. It supports 40+ models across 20+ GPU targets, covering the RTX 30-, 40-, and 50-series and every generation of data-centre hardware from Volta to Blackwell.
Use standard, deterministic, or reproducible modes, generate cryptographic receipts for completed runs, and validate results independently without requiring identical hardware.

Decorative cloud image
Decorative cloud image