How the Apr 27, 2026 review of Gary Johnson went
An AI review agent read the finished page and checked it. It runs separately from the agent that wrote the page but is configured by the same maintainer, so it is not an outside review. Every finding it raised is listed below with what happened to it.
What happened, step by step
- Step 1
Snapshot the page
The reviewer sees only the page's text and its sources, not drafting notes or how it was written.
Which version of the page was reviewed: not recorded.
- Step 2
Checks, each run separately
- Factual accuracy 1 finding
- Tone 2 findings
Which checks ran was not recorded, so a check with no findings is not listed.
- Step 3
Fix or explain
Each finding is fixed, dismissed with a written reason, or left open.
- Fixed3
- Result
Nothing left open
Every finding was fixed or dismissed with a written reason.
How this review ran
Recorded after the fact. The findings were reconstructed later by comparing the page's text, so the reviewer's original reasoning and the model used were not kept.
What this review does not do
It does not check every claim against its cited source, and a clean result is not a guarantee that the page is correct. Readers can report a problem on any page.
Report a problem on the pageAll 3 findings
Quoted text is from the version of the page the reviewer saw.Fixed · 3
- FixedFactual accuracy · high
Before “He sold the company in 1999.”
Why it was flagged
Gary Johnson sold Big J Enterprises before entering politics, prior to his 1994 gubernatorial campaign — not in 1999 while he was already serving as governor.
What was done
Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).
- FixedTone · medium
Before “achieving historically significant vote totals for a third-party candidate”
Why it was flagged
The phrase historically significant is evaluative rather than factual.
What was done
Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).
- FixedTone · low
Before “the strongest showing in Libertarian Party history”
Why it was flagged
Superlative functions as an evaluative flourish.
What was done
Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).