We've refactored deriveSourceMaterialsQuery to use Gemini Flash-lite instead of OpenAI's gpt-5-nano. This change yields a significant performance boost, reducing latency from 1.9s down to 0.7-1.0s, while also centralizing our chat infrastructure on a single provider and enabling automatic model-retirement fallbacks.