SWE-bench Verified scores plateau despite marketing claims

Recent claims suggest models are ready to replace junior developers, but SWE-bench Verified scores remain below 50 percent for most closed weights. Builders should note that code generation speed does not correlate with reduced technical debt in longitudinal studies. We need to focus on integration costs rather than raw completion metrics.