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This pull request refactors the benchmark suite to centralize provider discovery and runtime configuration, making it easier to add new providers and ensure fair, apples-to-apples comparisons. It replaces hardcoded provider logic with a unified approach using
provider_matrix.py, updates benchmark scripts for consistency, and improves documentation to reflect these changes.