Gemini 3.5 Flash drafted qualitative descriptors for the Methodological Alignment category: High Alignment requires transparent reproducible multi-agent coordination with open-source code and structured message-passing protocols; Medium Alignment has open code but minimal coordination documentation or hardcoded protocols; Low Alignment is closed-source, lacks empirical testbeds, or focuses on single-agent optimization. Flash strongly supported GPT-5.1's recommendation to treat weights as qualitative guides and keep impact focused on transparency and reproducibility rather than popularity metrics.