Refactor: Logging Cleanup

REFACTOR_PLAN.md

@@ -400,7 +400,33 @@ core/
   - [ ] Test stream interruption handling
   - [ ] Test concurrent subscription management
 
-### 6.5 Final Cleanup
+### 6.5 Logging Optimization & Cleanup ✅
+- ✅ **Removed Debug Frame Saving**
+  - ✅ Removed hard-coded debug frame saving in `core/detection/pipeline.py`
+  - ✅ Removed hard-coded debug frame saving in `core/detection/branches.py`
+  - ✅ Eliminated absolute debug paths for production use
+
+- ✅ **Eliminated Test/Mock Functionality**
+  - ✅ Removed `save_frame_for_testing` function from `core/streaming/buffers.py`
+  - ✅ Removed `save_test_frames` configuration from `StreamConfig`
+  - ✅ Cleaned up test frame saving calls in stream manager
+  - ✅ Updated module exports to remove test functions
+
+- ✅ **Reduced Verbose Logging**
+  - ✅ Commented out verbose frame storage logging (every frame)
+  - ✅ Converted debug-level info logs to proper debug level
+  - ✅ Reduced repetitive frame dimension logging
+  - ✅ Maintained important model results and detection confidence logging
+  - ✅ Kept critical pipeline execution and error messages
+
+- ✅ **Production-Ready Logging**
+  - ✅ Clean startup and initialization messages
+  - ✅ Clear model loading and pipeline status
+  - ✅ Preserved detection results with confidence scores
+  - ✅ Maintained session management and tracking messages
+  - ✅ Kept important error and warning messages
+
+### 6.6 Final Cleanup
 - [ ] Remove any remaining duplicate code
 - [ ] Optimize imports across all modules
 - [ ] Clean up temporary files and debugging code