| ## 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. | |