- llm.Adapter: SetCallLogger hook for recording every API call - llm.CallLogger: ring-buffer with Recent+Stats for admin API - main.go: wire DeepSeek adapter to CallLogger - Fix: single CallLogger instance for both recording and display - Metrics: model name, duration, success/fail, tokens - All 16 packages pass