Sources
Whenever practical, Numerdo prefers primary sources. These may include official company publications, government information, research papers, regulatory documents, official technical documentation, direct public statements and original datasets.
Secondary sources may be used for additional context or when primary material is unavailable. The existence of a source does not automatically make every statement in that source an established fact, so Numerdo considers who is making a claim and whether independent confirmation exists.
Facts and attribution
Numerdo aims to distinguish between documented facts, statements made by a source and interpretation or explanatory context.
When a statement represents the position, finding or interpretation of another organization, Numerdo attributes it where appropriate. Phrases such as “OpenAI reported”, “Hugging Face stated” or “the researchers concluded” make clear whose claim is being described.
Uncertainty
Not every question has a definitive answer. When material uncertainty exists, Numerdo aims to say so and avoids presenting speculation as established fact. Where reliable sources disagree, relevant differences may be explained rather than concealed.
Headlines
Headlines are written to make articles understandable and discoverable. They should not deliberately exaggerate the underlying evidence. A question in a headline should not be treated as proof that the answer is yes.
Corrections
Numerdo aims to correct material factual errors when they are identified. Depending on the significance of a change, an article may be updated, clarified or corrected.
Minor spelling, formatting or stylistic edits may be made without a correction notice. Material changes affecting the meaning of an article should, where appropriate, be made transparent to readers.
Updates
Articles about developing technology may become outdated. Numerdo may update explanatory articles when new reliable information materially changes the subject.
The publication or update date should not be changed merely to make old content appear new.
AI-assisted editorial work
Numerdo may use artificial intelligence tools to assist with research organization, drafting, editing, summarization, translation, formatting and identifying questions for further research.
AI-generated output is not treated as an authoritative source simply because it was produced by AI. Factual claims in sensitive or source-dependent articles should be checked against suitable external sources before publication. Human editorial responsibility remains with Numerdo.
Responsible use of AI
Numerdo does not regard artificial intelligence as inherently trustworthy or inherently dangerous.
AI can be a highly effective tool for research, analysis, drafting and editorial work when it is used within a clear structure, with appropriate access controls and independent verification of important factual claims.
The key question is not simply whether AI is used, but how it is used, what it is allowed to do and how its output is checked.
Numerdo uses AI as a tool within an editorial process. AI output does not replace source verification, editorial judgement or human responsibility for published content.
Security and cybersecurity subjects
Numerdo may report on cybersecurity incidents when they are relevant to technology, artificial intelligence or public understanding.
The purpose of this coverage is explanatory and informational. Numerdo does not publish content intended to facilitate unauthorized access to computer systems. Where technical detail is unnecessary to understand the story, it may deliberately be omitted.
Security claims involving identifiable organizations should be based on credible publicly available information and attributed where appropriate.
Companies, organizations and individuals
Numerdo does not aim to make unsupported allegations against individuals or organizations. Critical or potentially reputational statements should have an identifiable factual basis.
Reporting that an organization itself disclosed an incident is different from independently alleging misconduct. Language should reflect that distinction.
Copyright and quotations
Numerdo aims to produce original explanatory content. External material is generally summarized rather than reproduced. Quotations should be limited to what is reasonably necessary to explain or support the relevant point and should be attributed to the source.
Images, charts and other protected material should only be used when Numerdo has an appropriate right or lawful basis to do so.
Independence
Advertising does not determine Numerdo's editorial conclusions. The presence of advertising on a page does not constitute an endorsement by an advertiser of the editorial content, nor does editorial coverage imply endorsement of a company, product or organization mentioned in an article.
Advertising
Numerdo may display advertising or use affiliate links. Advertising and commercial relationships should be distinguishable from editorial content. Editorial pages should provide independent value to readers and should not exist solely for the purpose of displaying advertisements.
Contact and feedback
Numerdo welcomes corrections and factual feedback. Readers who believe that an article contains a significant factual error can use the contact options provided on the website.
A useful correction request identifies the article concerned, the statement believed to be incorrect, the reason it is considered incorrect and, where possible, supporting evidence.
Last updated: October 2026