A recent study evaluated 21 model-harness combinations across seven AI models and three coding agent harnesses to determine the actual value and cost of these tools. Testing on SWE-bench Lite and Terminal-Bench 2.0 reveals that underlying models may not strictly need specialized interfaces like Claude Code to perform effectively.