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Editorial Standards

How we work.

DomainFork is produced by an AI-assisted newsroom: software that gathers, verifies, and writes up the news under an editorial process, with a human editorial team overseeing the system rather than every individual story. We publish this page so readers know exactly how that works.

Every story starts from a real source

No DomainFork story is invented. Each draft begins from a wire report, an official filing, a regulator disclosure, or an on-the-record publisher article. The original source is always named in the story and linked where the publisher allows it.

AI assists the write-up, not the facts

Generative AI is used to synthesise, structure, and add Malaysia-market context to sourced reporting — not to originate claims. Numbers, quotes, and events are carried forward from the source material, never generated from scratch.

A guardrail checks every draft before it publishes

Before any AI-assisted draft goes live, an automated guardrail cross-checks it against the original source for length, coherence, and faithfulness. Drafts that fail the check are held back for human review rather than published automatically.

Every figure must come from the source

A rewrite may only state numbers that appear in the material it was written from. Drafts that contain a figure the source does not support are sent back, and if they still fail they are not published. Where a source is thin, we look for other outlets' reports of the same event rather than pad the story.

Sentiment and impact scores are estimates, not advice

The Bullish/Bearish/Neutral sentiment badge and the Malaysia Impact notes are AI-generated interpretive signals, not investment recommendations. They are disclosed as such everywhere they appear.

Corrections policy

If you believe a DomainFork story contains an error — a wrong figure, a misattributed quote, an outdated fact — tell us and we will look into it promptly.

  • Email desk@domainfork.com with the article link and what needs fixing.
  • Factual corrections are made directly in the story as soon as they are confirmed.
  • Material corrections — ones that change the substance of a story — are noted at the foot of the article with the date of the correction.

What the evidence badge on every story means

Every published story carries a small label under its byline describing how it was sourced — not a quality score, a plain description of what stands behind the story. We would rather show a true "single-source" or "unconfirmed" label than imply a level of verification the story doesn't actually have.

Corroborated

Independently covered by multiple named outlets within the same news cycle.

Single-source

Reported from one named source and not yet independently corroborated by another outlet.

Analysis

Synthesised from DomainFork's own published record, not a single external report.

Opinion

This piece reflects the writer's own viewpoint, not straight news reporting.

Unconfirmed

This draft could not be fully matched against its source material — read with extra caution.

What "AI-assisted" means on every story

Every story on DomainFork carries a byline note identifying it as AI-assisted, names the original source underneath the headline, and — where the story draws on multiple reports — offers a one-click Fact-Check that compares the published text against the original source material. Nothing is published anonymously or without an identifiable source.

Read more about the underlying methodology on About DomainFork, or reach the desk directly at desk@domainfork.com.

Analyst Consensus — This Week

Neutral4.7/10AI sentiment across 679 stories · not investment advice

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