- Add advisory_threshold=0.85 field to MetricRule (higher-is-better metrics) - diagnose() now emits severity='low' for scores in (warning_threshold, 0.85) - noise_sensitivity (lower-is-better) keeps its existing two-tier thresholds - writer.py: severity labels mapped to Chinese (严重/警告/待优化) - llm_analyzer.py: prompt explains low/warning/critical tiers in Chinese - Tests: 5 new cases for 'low' severity, updated log summary assertions Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>