The trust layer

Methodology

D4NN is built around a simple commitment: every signal should be inspectable. Status, confidence, and relevance are computed separately — and visibly.

Status

What kind of claim is this? Confirmed, likely, developing, disputed, false, context.

Confidence

How much should you trust this signal, based on source quality and corroboration?

Relevance

How much does this matter to you, based on your role, topics, and watchlists?

Status categories

Reality is not a binary. We use eight statuses so you can act with the precision the situation deserves.

Confirmed

Independently verified by multiple primary or high-trust sources.

Likely

Strong corroborating evidence; not yet primary-source confirmed.

Developing

Active situation; facts shifting in real time.

Disputed

Credible sources disagree. Both framings shown.

Unverified

Claim circulating but no reliable evidence yet.

Misleading

Technically true but framed in a way that distorts.

False

Disproven by primary evidence or competent authorities.

Context

Background or framing — not a claim about the present.

Source tiers

Every source is rated by tier. Confidence rises as evidence climbs the trail — and is never higher than its weakest required link.

Primary

Direct documents, filings, official records, raw data.

Institutional

Established outlets, regulators, peer-reviewed research.

Expert

Domain practitioners with track records and accountable handles.

Social

Open web and platforms. Weighted lower; never sufficient alone.

Always: "Why am I seeing this?"

Every signal in your briefing carries an explicit reason it was surfaced to you — the topic, watchlist, or signal-of-signals that matched. Personalization without opacity.