A recent survey of 700 engineering leaders reveals that AI coding tools are rapidly transforming software development, with 94% noting important costs go unmeasured. The report introduces “harness engineering,” emphasizing that effective AI development requires a focus on system design over model performance. Metrics must evolve to reflect AI’s true impact on productivity and costs.













