Methodology

Do not confuse a source with a conclusion.

QAEDA’s editorial system is designed to keep source identity, claim confidence, interpretation, and correction history visibly separate. The goal is not to manufacture certainty. It is to make disagreement inspectable.

Editorial pipeline

Preserve → distinguish → synthesize → correct.

Each stage has a different job. Combining them is how provenance disappears.

  1. 01

    Preserve the source

    The complete dossier is kept separately from the article and fingerprinted. Compression never becomes the only surviving copy.

  2. 02

    Distinguish the claims

    A report can be useful without being uniformly reliable. Consequential propositions receive explicit status, confidence, basis, and revision conditions when warranted.

  3. 03

    Publish synthesis, not disguise

    Public essays state that they are editorial synthesis. They expose research basis and do not imply that QAEDA independently originated every fact in the underlying dossier.

  4. 04

    Correct visibly

    When later evidence overturns a dramatic attribution or narrows a thesis, the current claim changes and significant correction history remains public.

Evidence status

Confidence belongs to propositions, not brands.

Verified
Narrowly established by strong evidence.
Supported
Strongly backed, with meaningful scope or causal limitations.
Qualified attribution
A credible attribution exists, but the primary-source chain remains incomplete.
Unverified
The available evidence does not justify treating the proposition as established.
Editorial inference
QAEDA’s own interpretation or normative argument, explicitly separated from source fact.
Inspect the public claims ledger →
Trace claims at annotated passages →

Verification threshold

The more consequential the claim, the stronger the check.

Current legal rules, contemporary events, quantitative assertions, scientific findings, security claims, and disputed historical attributions should be checked against primary or otherwise authoritative evidence before being treated as settled public fact.

Source criticism

Ask who produced the evidence, when, for what purpose, and whether the cited material actually supports the proposition.

Adversarial reading

Test the strongest opposing interpretation instead of only collecting evidence that confirms the preferred thesis.

Safety boundary

Study is not endorsement; inquiry is not operational assistance.

QAEDA permits historical, philosophical, legal, journalistic, and ethical examination of violence, extremism, coercion, sabotage, and other dangerous domains. Public synthesis does not reproduce operational instructions that would materially enable harm.

The same distinction governs the cognitive-liberty position: controversial subject matter alone should not be converted into a durable judgment of intent, while concrete assistance that materially increases a person’s ability to cause serious harm can justify narrow safeguards.

Known limits

Transparency does not manufacture certainty.

QAEDA’s source archive includes supplied research of uneven quality. Some reports rely on secondary sources, some contain interpretations that later provenance work disputes, and current facts can go stale. An integrity hash proves file identity, not factual correctness.

The Cognitive Liberty Audit is an experimental methodology, not a certification. The public evidence map identifies preserved inputs and their relationships; it does not publish protected source bodies or imply that every report has undergone independent primary-source replication.

Correction rule: if stronger evidence changes a material conclusion, update the claim, preserve a significant correction when appropriate, and make the revision condition legible enough that a reader can understand what changed.