How this automated briefing works

Candede is accountable for this publication. These articles are AI-generated briefings, not firsthand reporting by an invented human author. Separate automated stages commission the angle, check wording against retained evidence, and review usefulness, attribution, headline fidelity and repetition. A separate model request is not a guarantee of correctness or independence from model biases.

Three formats

News briefs explain a supported development. Practitioner reports describe attributed findings with their conditions and limitations; one person’s experience is not consensus. Trend roundups connect independently originated, dated developments around a coherent question, not just multiple URLs or popular posts.

Sources, attribution and uncertainty

Primary references, reporting and discussion links are labeled separately. A vendor’s announcement can establish what the vendor says, but not independent proof of its performance. Reposts, shared creators and common primary sources may depend on the same origin. The source-link count is not an independent-source count. Independence is assessed per assertion; unavailable quantities are not measured zero.

Open “Sources and sentence evidence” to see attributed claims, evidence basis, scope, origin dependence and sentence-to-claim links. Collection time is not an event date. Unknown event dates remain unavailable. Publication and update dates describe this briefing, not the source event.

Corrections and human decisions

Material edits create immutable new generations, with fresh grounding and editorial review. The story keeps its stable address; published corrections and material revisions carry a notice and reason. The internal audit retains earlier generations and the authenticated actor. Removed or private evidence is not republished in the name of transparency.

Sensitive publication requires explicit authenticated human approval of the exact reviewed generation. That approval cannot waive missing evidence, unresolved conflict, failed grounding or stale sources. “Human approved” does not mean a human conducted the reporting.

To report an error, use the contact page and include the story address, disputed wording and a relevant primary reference. A report prompts review; it is not automatically accepted as factual evidence. Publication can be withheld while a correction is investigated. This automated briefing does not claim equivalence to a professional reporting organization.