How the Aug 11, 2026 review of Samantha Cole 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 2 findings
- Bias 2 findings
- 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.
- Fixed4
- Dismissed1
- Open1
- Result
Findings open
The page stays live with its badge showing an open finding. It is reviewed again once the open item is addressed.
How this review ran
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 6 findings
Quoted text is from the version of the page the reviewer saw.Open · 1
- Needs researchFactual accuracy · low
“Cole joined Motherboard in 2016”
Why it was flagged
The specific year Cole joined Motherboard (2016) is stated without a citation and could not be verified; public bios/LinkedIn-type sources commonly place her start at Motherboard earlier (around 2015). This date should be verified against a primary source before being presented as fact.
Why it is still open
Cannot verify the exact year Cole joined Motherboard without an external biographical source (e.g., her LinkedIn, a Motherboard staff announcement, or a Wikipedia citation). Left the date unchanged pending verification.
Fixed · 4
- FixedBias · low
Before “By highlighting the experiences of content creators, health educators, and online workers, she contributes to policy discussions about payment access, privacy, and speech on major digital platforms.”
After “Cole's work documents how regulatory changes and platform enforcement affect content creators, health educators, and online workers, including their experiences with payment access, privacy, and speech on major digital platforms.”
Why it was flagged
This sentence frames Cole's journalism in terms of positive societal contribution and implied advocacy ('contributes to policy discussions') rather than neutrally describing her reporting output, which subtly signals endorsement of her work's impact.
What was done
Merged into the preceding sentence and removed the advocacy-framed 'contributes to policy discussions' language, keeping only the factual subject matter of her reporting.
- FixedBias · low
Before “Cole's work documents how regulatory changes and platform enforcement affect marginalized communities.”
After “Cole's work documents how regulatory changes and platform enforcement affect content creators, health educators, and online workers, including their experiences with payment access, privacy, and speech on major digital platforms.”
Why it was flagged
Describing the subjects of her reporting as 'marginalized communities' adopts an advocacy framing rather than neutral descriptive language, which could read as editorializing on the value/perspective of her subject matter.
What was done
Replaced 'marginalized communities' with the specific, factual groups already named elsewhere in the file (content creators, health educators, online workers).
- FixedTone · medium
Before “By highlighting the experiences of content creators, health educators, and online workers, she contributes to policy discussions about payment access, privacy, and speech on major digital platforms.”
After “Cole's work documents how regulatory changes and platform enforcement affect content creators, health educators, and online workers, including their experiences with payment access, privacy, and speech on major digital platforms.”
Why it was flagged
This framing presents Cole's reporting as inherently contributing to policy discourse in a positive, advocacy-adjacent way rather than neutrally describing the subject matter of her coverage. A more neutral phrasing would state what she reports on without characterizing the downstream effect or value of that reporting.
What was done
Merged into the preceding sentence and removed the advocacy-framed 'contributes to policy discussions' language, keeping only the factual subject matter of her reporting.
- FixedTone · low
Before “Cole's work documents how regulatory changes and platform enforcement affect marginalized communities.”
After “Cole's work documents how regulatory changes and platform enforcement affect content creators, health educators, and online workers, including their experiences with payment access, privacy, and speech on major digital platforms.”
Why it was flagged
"Marginalized communities" is a politically loaded descriptor rather than a neutral, factual characterization. A more neutral alternative would name the specific groups covered (e.g., sex workers, content creators) as done elsewhere in the file.
What was done
Replaced 'marginalized communities' with the specific, factual groups already named elsewhere in the file (content creators, health educators, online workers).
Dismissed · 1
- Dismissed — won't fixFactual accuracy · medium
“ - slug: "vice-news" type: "former-reporter" description: "Covered sexuality, moderation, and creator labor for Motherboard"”
Why it was flagged
The connection links to the 'vice-news' entity, but the description and body text both state Cole worked at Motherboard, which was a distinct VICE vertical focused on technology/science coverage, not VICE News. No separate 'motherboard' entity exists in the media collection, so this connection misattributes her reporting history to the wrong outlet.
Why it was dismissed
Confirmed via `ls the Media pages` that no motherboard.md or vice-media.md entity exists in the media collection; vice-news.md is the only VICE-related entity available to link to. Creating a new media entity for Motherboard is outside the scope of fixing this single file. Left the connection as-is since the body text already correctly attributes the reporting to Motherboard specifically.