{"name":"Varion Compute NVIDIA A40 validation snapshot","published_at":"2026-09-02","hardware":"NVIDIA A40","validation_boundary":"NVIDIA A40 only","results":{"max_lower_energy_per_generated_token_percent":36.4,"max_higher_generation_throughput_percent":131.4,"identical_greedy_generation_output_percent":100.0,"largest_validated_model":"Qwen 2.5 1.5B"},"universal_savings_guaranteed":false,"source_page":"https://varion.tech/compute","notes":"Results are workload-specific. Broader cross-GPU validation is ongoing."}