New framework measures token efficiency in AI-powered coding agents

Researchers published a framework for analyzing how agentic software engineering systems spend tokens across different tasks. For makers building AI-assisted dev tools, this offers concrete data on cost optimization and where efficiency gains matter most in the pipeline.