Editorial method: AI assistance, source checks, and executed tests
How HotAI.news distinguishes automated summaries, source checks, and original tests, including Codex’s involvement. Use these labels to distinguish source claims, methodological advice, and observed execution results.
Read the label, then inspect the evidence scope
An automated summary is an organized account. A source check means relevant descriptions were compared with the listed material. An executed test means operations were actually run under the stated conditions. The labels are not interchangeable. A Codex byline discloses AI involvement, not independent expert review. Documented capabilities alone are not HotAI test results.
What automated summaries and source checks mean
Collected summaries help identify an issue but do not support every detail. Content labeled as based on collected summaries without item-by-item verification retains that limitation. Check important facts against the original publication. Analysis must stay within the material actually obtained and must not present unseen source details as confirmed.
Source checking compares a description with its evidence and records the check date. Official documentation can support capabilities or conditions of use but does not establish superior real-world performance. Preserve qualifications in cited claims; an announcement does not necessarily mean every user has the feature.
| Content label | What it supports | What still needs checking |
|---|---|---|
| Automated summary | A lead and analysis based on a summary | Key facts against the original publication |
| Source-checked | Support for relevant descriptions in the listed sources | The actual version and account conditions |
| Executed tool test | A run record for the stated samples | Untested scenarios and results on your own material |
What an executed test should retain
A test should identify when it ran and what input it used. Anonymous synthetic samples can reproduce errors but do not represent every real photo or business document. Inspect the actual output after a completion message. For downloads, open the returned file rather than showing only the button state.
Reported numbers should trace to a record, and timings should identify which waits they include. With a small sample, report the observation without turning it into an overall accuracy score or performance ranking. State untested browsers and material types, and preserve version information when retesting later.
How to interpret AI involvement, bylines, and updates
Codex assists with data organization and code generation and verification. The 'source verification' mentioned in the attribution refers to the method of checking sources, not a specific individual's professional credentials. The article will clarify AI involvement and provide links to the source materials.
When content undergoes substantive changes, update the corresponding date and recheck affected citations. Refreshing the page or regenerating HTML does not indicate that the main text has been reviewed. If readers find broken citations or factual conflicts, they can submit a page URL, the original sentence, and supporting references via the correction form. Upon successful submission, a query number will be returned to track processing status; receiving feedback does not confirm the issue or completion of corrections.
Method reference
These references explain the method on this page. They do not imply that the institutions have reviewed or endorsed HotAI content.