Editorial standards and corrections

MustHave.ai covers AI models, tools and the people who build them. Abdessalam Alaoui founded the publication and is responsible for its editorial work.

How we report

We link to original announcements, documentation, papers and other evidence where readers can check our claims. We identify who measured a result. When we run a test, we describe the setup and what we observed. We label proposed tests so readers can tell which steps they still need to try.

Article bylines identify the author. We keep the original publication date and show a separate update date for substantive changes.

Corrections

If you spot a factual error, send the article link, the passage in question and any evidence you have. When a correction changes the meaning of a story, we explain what changed in the article. Report a correction.

Advertising and sponsorship

We label paid sponsorship and disclose affiliate links where they appear. Editorial judgments remain with MustHave.ai. Our terms of use explain these disclosures.