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DISHA Validation Framework

What the 97% consistency record means - and what it does not mean.

DISHA validation framework showing reviewed findings compared with source records and classified as consistent, partially supported, contradicted, or unresolved.
Reviewed findings are compared with source records and classified by support status.

Direct Answer

The DISHA 97% figure is a methodological consistency measure. It reflects the proportion of reviewed analytical findings that remained consistent with independently available source records such as government documents, audit reports, RTI replies, court filings, official correspondence and open data. It is not a court ruling or commercial certification.

Page Facts

Subject
DISHA validation method
Version
Version 6.6
Creator
Nitish Kumar (@thenitishkr)
Purpose
Explain consistency without overclaiming
Evidence type
Source comparison and finding classification
Related pages
Claim-to-source, methodology and DISHA architecture

How this works in DISHA v6.6 runtime

Mission to evidence pipeline

DISHA does not turn every input into truth. It turns every input into a record that can be examined.

The current runtime uses a typed mission signal. A signal can include raw text, evidence files, geospatial points, threat indicators, requested action, data-source references, sensitivity, user role, device trust, action risk and telemetry risk.

  • Normalize mission into DishaSignal.
  • Select governed intelligence lenses.
  • Return findings, evidence, confidence and risk.
  • Evaluate policy before action.
  • Allow, confirm, sandbox, read-only, escalate or deny.
  • Record important steps as evidence events.

What Was Reviewed

Validation reviews analytical findings against available source records. A finding must be compared, classified and left open to correction if later source material changes the record.

Finding Categories

The categories are consistent with source record, partially supported, incorrect or contradicted, and unresolved. Unresolved material should not be forced into certainty for the sake of a cleaner number.

What 97% Means

The figure describes methodological consistency inside the reviewed set. It indicates how often reviewed findings remained consistent with available records used for comparison.

What 97% Does Not Mean

It is not a court ruling, not a commercial certification, not a claim of perfect truth and not a claim that every DISHA conclusion is final.

Research note

DISHA Validation Framework is part of the DISHA public architecture record authored by Nitish Kumar (@thenitishkr). It is written for scrutiny and source-aware reading, not blind acceptance.

Nitish Kumar (@thenitishkr). "DISHA Validation Framework." thenitishkr.in, 2026-06-29. https://thenitishkr.in/disha/validation/

FAQ

Questions and answers

Is 97% a legal finding?

No. It is a methodological consistency figure.

What records are compared?

Available public records such as official documents, audit reports, RTI replies, court filings and open data.

Are unresolved findings counted as proven?

No. Unresolved findings remain outside final certainty.

Can validation change?

Yes. Better records can support, limit, contradict or resolve earlier findings.

Next step

Review the validation standard

Open the source discipline.

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