Epoch and METR released MirrorCode to test how AI systems handle complex, week-long programming tasks. Current models fail the most difficult challenges. This gap confirms that autonomous software engineering remains an unsolved problem. Developers should view current agentic coding tools as assistants rather than independent replacements for high-level architectural work.