Contact and Corrections
Use this page for source corrections, outdated article notices, citation problems, duplicate-content concerns, and requests to review an automated optimization decision.
Correction Requests
Include the article URL, the specific claim in question, the stronger source URL, and whether the issue is factual accuracy, freshness, attribution, or page structure.
Editorial Inbox
Email editorial@kyenai.com with the page URL, disputed claim, and strongest available source. High-risk accuracy reports are triaged before routine optimization work.
Response Standard
High-risk factual issues should be reviewed before optimization jobs continue. Lower-risk style or internal-link suggestions can wait for the next scheduled editorial pass.
Automation Review
Collect, optimize, publish, and rollback actions are available through the FastAPI backend for validating the self-optimizing workflow before connecting production analytics.