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Clear out junk files and repair common Windows errorsFree Scan →Scan for outdated or missing drivers - takes under a minuteDriver Scan →Review the proposed change itself—not just the AI’s explanation—before it is saved. Compare the diff with the current page, verify each changed factual claim against its source, check the wiki’s local AI rules, and preview the rendered page. Approve only what passes those checks, then leave a clear edit summary and retain a usable revision history.
1. Confirm the scope and your permission to edit
Start by identifying the exact page and requested change. Determine whether the AI was asked to copyedit existing text, add factual material, reorganize a section, or edit several pages. That scope tells you what to scrutinize: a copyedit should preserve meaning, while newly added factual content needs source verification.
Check that your account has the ordinary permission to edit the page. MediaWiki’s AIBatchEditor documentation states that the extension’s special right does not bypass page-level edit restrictions. For automated edits on Wikimedia projects, the relevant project’s bot-approval process applies; Wikimedia’s AI guidelines also call for tool documentation, sample edits, rate limits, and an explanation of how outputs are validated. These are Wikimedia-specific directions, not universal rules for every wiki.
2. Inspect the diff and preview the page
Open the diff between the current revision and the proposed revision. A prompt, summary, or confident explanation cannot show every change or its effect on the page.
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- Check whether the edit changes meaning, removes qualifications, deletes more than requested, or repeats existing material.
- Inspect links and references, including whether a citation still supports the sentence it follows.
- Look for unintended changes to templates, tables, categories, and formatting.
- Preview the rendered page where available, especially after changes to complex templates or tables.
AIBatchEditor works with wikitext and provides per-page diffs, article previews, and options to re-draft or skip a proposal. Its documentation calls for extra care with complex templates and tables because the underlying source may not make the rendered result obvious. If the tool warns about a major deletion or a nearly empty page—or asks for confirmation because you have not previewed—investigate before saving.
3. Verify substantive claims and citations
For each new or materially changed factual claim, open the cited source and check that it supports the exact statement. Confirm names, dates, quantities, scope, and qualifications rather than relying on a citation’s presence or the claim’s plausibility.
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- CRISP CLARITY: This 22 inch class (21.5″ viewable) Philips V line monitor delivers crisp Full HD 1920x1080 visuals. Enjoy movies, shows and videos with remarkable detail
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- INCREDIBLE CONTRAST: The VA panel produces brighter whites and deeper blacks. You get true-to-life images and more gradients with 16.7 million colors
- THE PERFECT VIEW: The 178/178 degree extra wide viewing angle prevents the shifting of colors when viewed from an offset angle, so you always get consistent colors
- Check whether the source supports the claim as written, not merely a related topic.
- Make sure the edit has not turned uncertainty into certainty or broadened a limited finding.
- Apply the wiki’s sourcing standards; a generated reference is not verified just because it appears in the draft.
- Consider the surrounding page context so the addition does not contradict or duplicate existing material.
Wikimedia’s AI guidance calls for human review or validation before AI-assisted changes are made. Its LLM Paste Check documentation describes a prompt that asks editors to consider the origin and implications of qualifying pasted text. That prompt is a review aid, not evidence that a passage is accurate.
4. Check the target wiki’s AI rules
Rules vary by wiki, so read the policy for the specific project before approving an edit. Wikimedia’s project-policy index documents different approaches across projects, including restrictions and exceptions. MediaWiki’s Edit Check documentation notes that local requirements may include naming the language model in an edit summary. Check the live local rules rather than assuming another wiki’s policy applies.
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- Wide viewing angle: Get consistent views across a wide 178° /178° viewing angle.
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The LLM Paste Check is configurable and activates based on text length and metadata associated with certain chatbots. A prompt appearing does not establish that text is wrong, and no prompt does not establish that text was not AI-generated or is safe to publish.
5. Approve only the changes that pass review
If a proposal combines sound changes with an unsupported claim or a formatting problem, do not accept the entire batch automatically. Correct or omit the problem and approve only the portions that meet the wiki’s standards. Where the tool supports it, review and approve edits page by page; AIBatchEditor documents selective approval, re-drafting, and skipping.
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Write an intelligible edit summary that describes what changed and why. Include an AI disclosure or model name if the local rules require it. In the documented AIBatchEditor workflow, approved edits are saved under the reviewer’s account, appear in normal page history, and receive an AI Batch Editor tag.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.6. Compare review workflows before choosing a tool
If you are selecting a process or wiki tool for a team, check whether it supports the controls reviewers actually need:
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- 【EASY ON THE EYES】 Protect your eyes and enhance your comfort with Blue-Light Shift technology. This feature reduces harmful blue light emissions from your screen, helping to alleviate eye strain during long hours of use and promoting healthier viewing habits.
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- A precise before-and-after diff and a rendered preview.
- Approval per edit or page, with a way to skip or correct individual proposals.
- Enforcement of ordinary page permissions.
- Edit summaries, revision history, and any AI-use tags the workflow records.
- Local policy requirements, disclosure, and any applicable bot-review process.
AIBatchEditor documents several of these capabilities, but those examples do not establish how competing products compare. Extension availability and configuration depend on the individual wiki installation.
7. Recover carefully if an edit is already saved
Open page history and compare the exact revisions involved before reverting anything. Check whether someone has edited the page since the AI-assisted change. MediaWiki’s reverting guidance warns that a rollback link shown on a diff can undo a different combination of edits from the comparison currently displayed.
Rollback is fast but inflexible and is mainly intended for clear vandalism. If only one part of the saved edit is wrong, correct that part instead of removing unrelated work. When you do revert a change, explain the reason in the edit summary.
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