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Review report Review 1 of 1 · Aug 11, 2026

How the Aug 11, 2026 review of Lamar Smith 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

  1. 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.

  2. Step 2

    Checks, each run separately

    • Factual accuracy 5 findings
    • Tone 7 findings

    Which checks ran was not recorded, so a check with no findings is not listed.

  3. Step 3

    Fix or explain

    Each finding is fixed, dismissed with a written reason, or left open.

    • Fixed11
    • Open1
  4. 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

Reviewer model
Not recorded
Separation from the writer
A separate AI session that did not write the page and saw only the finished text. Same maintainer and AI model family as the writer.
Fixes made by
Not recorded
Approved by
Not recorded
Why it ran
Not recorded
Previous review
None — this was the first review

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 page

All 12 findings

Quoted text is from the version of the page the reviewer saw.

Open · 1

  • OpenFactual accuracy · low
    “In the days following the blackout, dozens of congressional co-sponsors withdrew their support.”

    Why it was flagged

    The exact number of co-sponsors who withdrew support varies by source; 'dozens' is a vague quantification that could be replaced with a specific, sourced number.

    Why it is still open

    No reason was recorded.

Fixed · 11

  • FixedFactual accuracy · medium

    Before “An estimated 10 million people signed online petitions, and millions more contacted their representatives in Congress.”

    Why it was flagged

    This figure is imprecise/unverifiable as stated. Commonly cited figures from the January 2012 protest include roughly 4.5 million signatures on Google's petition and approximately 8 million users who looked up their representatives via Wikipedia's tool; total contacts to Congress are variously reported. The blended figure should be sourced to a specific report rather than presented as an established statistic.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedFactual accuracy · low

    Before “Creating the legislative catalyst that unified technology companies, digital rights organizations, and internet users in political opposition”

    Why it was flagged

    Unsupported causal framing overstating Smith's individual causal role in unifying disparate groups.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedFactual accuracy · medium

    Before “Establishing a precedent that shaped subsequent congressional approaches to internet regulation”

    Why it was flagged

    Unsupported causal/legacy claim; no evidence provided that SOPA's defeat established a formal precedent shaping later congressional internet regulation efforts.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedFactual accuracy · low

    Before “Demonstrating through SOPA's defeat that internet-based political mobilization could effectively counter established lobbying interests”

    Why it was flagged

    Broad causal generalization presented as demonstrated fact, extrapolating beyond the single documented event.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · medium

    Before “triggering one of the largest internet protests in history”

    Why it was flagged

    Superlative claim in the frontmatter description that isn't sourced or quantified.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · medium

    Before “provoked a massive coordinated internet protest in January 2012 and became a defining episode in the relationship between government regulation and online platforms”

    Why it was flagged

    'Massive' and 'became a defining episode' are dramatic, evaluative characterizations rather than neutral description.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · medium

    Before “The protest demonstrated the capacity of internet users and technology platforms to organize political action at unprecedented scale.”

    Why it was flagged

    'Unprecedented scale' is an unsupported superlative editorializing on top of already-stated facts.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · medium

    Before “Sponsoring SOPA, which catalyzed one of the largest coordinated online protests in internet history”

    Why it was flagged

    Repeats the unsupported superlative from the description field.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · medium

    Before “Demonstrating through SOPA's defeat that internet-based political mobilization could effectively counter established lobbying interests”

    Why it was flagged

    Frames the outcome as a normative lesson/vindication rather than neutral factual description.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · low

    Before “Providing a formative political experience for a generation of internet users who participated in the anti-SOPA campaign”

    Why it was flagged

    Unsupported, sweeping claim about generational impact with no evidence or citation.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

  • FixedTone · high

    Before “Smith's role in the SOPA episode illustrates a pivotal moment when the political power of organized internet users became undeniable, reshaping how lawmakers approached legislation affecting online platforms and digital rights.”

    Why it was flagged

    'Pivotal moment' and 'became undeniable' are dramatic, opinionated characterizations; 'reshaping how lawmakers approached' is an unsupported causal/impact claim presented as settled fact.

    What was done

    Quote no longer present in the source file (inferred by backfill; original rationale unrecorded).

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