## 2025-11-26
- Reviewed Raven's multi-provider workflow and outlined the changes for other characters.
- Updated Corvus, Crow, and Magpie to use the provider_config-driven cloud/ollama pathway.

## 2025-11-27
- Refactored the SerpAPI news search cascade to the new unified `serpapi.search` helper flow.