Make Supabase uploads incremental — upload after every step

Add raw training summary output and adjust training scale

Add volume verification, fsync, and stdout fallback for training outputs

Clean up dead code, unused imports, and move hardcoded values to config.yaml

Fix hardcoded values in report: dynamic customer count and eval episode labels

Add training report & logging system with reward charts and conversation comparisons