analiza aiqbench

This article addresses a critical infrastructure challenge in AI development by leveraging Docker Sandboxes to ensure reproducible evaluation workflows. By standardizing the execution environment and capturing runtime evidence, it solves common reproducibility issues caused by drifting dependencies and undocumented setup steps. The focus remains strictly on the engineering mechanics of validating and comparing AI model assessments rather than the models themselves.