What's the largest software project AI can complete on its own?

MirrorCode introduces scale-aware evaluations by increasing inference budgets to match human-level software engineering workloads. While standard benchmarks typically cap spending at $10, MirrorCode tested single tasks requiring $2,600 in compute and 19 days of continuous autonomous execution to measure long-horizon performance.