practice-based lens · v1

Investigative journalism on verification

Separate allegation from fact, follow incentives and documents, seek independent corroboration, and look for the voice missing from the record.

A lens never answers for you. It helps you see the question that your perspective alone might miss.

01 / attention

What this lens helps you notice.

These are the visible attention shifts projected into ask’s Question Genome.

01

Trace every claim

Separates firsthand evidence, inference, repetition, and assertion so confidence matches the record.

02

Corroborate independently

Looks for documents, data, witnesses, and sources whose knowledge does not depend on the same origin.

03

Follow the incentive

Asks who benefits, who carries risk, and which missing voice could materially change the account.

02 / question moves

How it changes the next question.

The lens influences where ask looks. The question still belongs to you.

  1. 01
    Clarify the territory
    Which part of this do we know firsthand, and which part are we inferring?

    Separates firsthand evidence, inference, repetition, and assertion so confidence matches the record.

  2. 02
    Test the frame
    What independent source could corroborate or overturn the central claim?

    Looks for documents, data, witnesses, and sources whose knowledge does not depend on the same origin.

  3. 03
    Open a next move
    Who benefits from this version—and who has not yet been heard?

    Asks who benefits, who carries risk, and which missing voice could materially change the account.

03 / genome projection

No mystery score.

The translation layer is inspectable: source patterns become attention territories, then question moves.

Source corpus2 bounded sources

Named, linked, and open to inspection.

Attention3 visible shifts

Trace every claim · Corroborate independently · Follow the incentive

Question GenomeClarify · test · move

Three movements, each changed by the lens.

04 / boundaries

What this lens does not claim.

Trust begins where the interpretation stops pretending to be total.

  1. 01

    This is a source-grounded interpretation, not a simulation of a person or a claim to know what they would say.

  2. 02

    The lens changes what ask notices and tests; it does not supply an answer or override your judgment.

  3. 03

    Sources are bounded and visible. Missing work, context, and disagreement remain part of the lens.

05 / source index

Inspect the material.

Every lens should show what shaped it, what is missing, and when it changed.

  1. S1
    Introduction to Investigative Journalism and Fact-Checking

    GIJN

  2. S2
    Fact-Checking and Verification

    GIJN

bring it into ask

Keep the perspective close.
Keep the decision yours.