Our approach
Accuracy matters. When a material factual error is identified and verified, we aim to correct it promptly and transparently. We do not generally change a piece merely because a person disagrees with its analysis, conclusion, or fairly presented opinion.
Submitting a concern
Email aiengineeringcollective@gmail.com with the article URL, the exact passage at issue, an explanation of the concern, and reliable supporting material. Please disclose your relationship to the subject where relevant.
How we review requests
We may review sources, code, datasets, screenshots, publication records, author notes, or additional expert input. We may contact the author, request clarification, or ask the person raising the concern for more evidence.
Corrections, clarifications, and updates
- Correction: fixes a material factual, attribution, quotation, calculation, or presentation error.
- Clarification: improves wording that was accurate but reasonably ambiguous or incomplete.
- Update: adds significant new information that emerged after publication.
- Editor's note: records a substantial editorial issue, dispute, correction, or change.
Minor spelling, grammar, formatting, or link repairs may be made without a formal note when they do not alter meaning.
Retractions and removal
Retraction or removal is reserved for exceptional cases such as pervasive unreliability, plagiarism, unlawful material, serious privacy or safety risk, rights violations, or platform requirements. Where appropriate, an explanatory record may remain.