When an error is discovered: (1) Verify the corrected facts with the primary source. (2) Publish a correction batch with the "correction" category tag. (3) Explicitly state what was wrong and what is correct. (4) Analyze how the error occurred. (5) Extract lessons to prevent recurrence. (6) Leave the original articles intact as a record of the error — transparency requires acknowledging, not erasing, mistakes.