Practical guide

Verify AI research and sources

The objective is to check sources, freshness and claim boundaries systematically. The review baseline covers primary source, date, direct support, cross-check and uncertainty.

WERKVERSTAND / CONNECTING INTELLIGENCE

The essential answer

In AI research, check each material claim against an opened source. Prefer primary sources and record the date, direct support and uncertainty. A cross-check helps identify whether the finding is too narrow, outdated or only partly supported.

01 / FIT

A good fit when

  • Goal, scope and domain accountability are explicit.
  • The review baseline is available: primary source, date, direct support, cross-check and uncertainty.
  • A source record maps every material claim to an actually reviewed reference and date. It distinguishes direct evidence, inferred assessments and unresolved questions, with a traceable cross-check.

02 / LIMITS

Not the first choice when

  • Avoid: using unopened citations as proof of truth. An unopened citation, a mismatched reference or a source whose freshness is insufficiently established cannot conclusively support the specific claim.
  • There is neither safe test data nor a manual fallback.
  • A product demo is expected to replace domain acceptance.

Bound the sources and research question

The work assignment is to check sources, freshness and claim boundaries systematically. Define purpose, owner and permitted operating boundary before the first test.

The domain review baseline covers primary source, date, direct support, cross-check and uncertainty. Assumptions and missing information remain visible in the result.

Match references to claims

  • Bound the research question and list the material claims needing evidence.
  • Open primary sources, check their dates and record the passages that actually support the claims.
  • Cross-check important claims for scope and contradictions using a suitable comparison.
  • Clearly distinguish evidence, inference and uncertainty in the result.

Document uncertainty visibly

A source record maps every material claim to an actually reviewed reference and date. It distinguishes direct evidence, inferred assessments and unresolved questions, with a traceable cross-check.

Avoid: using unopened citations as proof of truth. An unopened citation, a mismatched reference or a source whose freshness is insufficiently established cannot conclusively support the specific claim.

Decision matrix

Decision pointProceed whenStop when
Source baselineDocumented: primary source, date, direct support, cross-check and uncertainty.Scope, data or accountability remains unresolved.
Evidence reviewA source record maps every material claim to an actually reviewed reference and date. It distinguishes direct evidence, inferred assessments and unresolved questions, with a traceable cross-check.There is only an unevaluated demo without acceptance evidence.
Claim boundaryOwner, approval, fallback and next review date are defined.Avoid: using unopened citations as proof of truth. An unopened citation, a mismatched reference or a source whose freshness is insufficiently established cannot conclusively support the specific claim.

Keep it verifiable

Primary sources

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