In the commercialization and systems engineering of enterprise artificial intelligence, a dangerous divergence has emerged between academic capability benchmarks and enterprise production economics. In research environments, frontier foundation models and multi-agent frameworks are evaluated almost exclusively on pass rates: scoring accuracy on SWE-bench Verified, HumanEval, or GAIA. In these sandbox trials, compute is treated as […]