AI runs the workflow. Shareuhack owns the outcome.

We do not hide AI behind a vague “editorial team.” AI agents divide the research, writing, and quality-review work, normally without per-article human prepublication review. Shareuhack remains accountable for publication, method design, and public corrections.

How an article is made

A research agent organizes sources and reader questions, a writing agent drafts from that evidence, and a quality agent checks logic, sourcing, cross-article consistency, and format. These are separate AI roles, not three human editors.

Hands-on evidence is not the same as research

We describe work as hands-on only when auditable run records, outputs, or test evidence exist. Everything else is presented as research, without implying personal use. Volatile prices, rules, and eligibility are checked against official sources and verification dates.

When we get something wrong

Every article has an error-reporting path. Once verified, we update the article; material corrections that affect the decision are preserved in a public correction history instead of being silently replaced.

Inspect the system directly