Research · In this section

ProofGate

Status · Working prototype

Research program · Review, Verification, and Accountability

Original question

Can claims be tested for support, scope, wording, contradiction, and overreach before publication or implementation?

Original need

A confident output can pass through a workflow even when its evidence, authority, uncertainty, or scope is insufficient.

Hypothesis or working theory

A bounded gate can combine deterministic checks with clearly labeled model judgments while preserving human authority.

What was attempted

Claim packets were separated into evidence, authority, independence, wording, uncertainty, omission, scope, and contradiction checks.

What was built

Governed claim-review surfaces that distinguish deterministic conditions from interpretive review and evidence from authority.

What was demonstrated

  • Some declared support conditions can be checked deterministically.
  • Review state and authority can be represented separately.
  • The surface can preserve uncertainty instead of forcing approval.

What was not demonstrated

ProofGate is not a general proof of correctness. A passing gate does not establish truth beyond the rules and evidence tested.

Failures or limitations

Deterministic rules can be incomplete. Model judgments can share assumptions with the material under review. Independent evidence must come from an independent source, not another fluent answer.

Current status

Working prototype

Next question

Can a predeclared claim packet show exactly which conclusions came from deterministic rules, source evidence, model interpretation, and human judgment?

Related articles

Related podcasts

These episodes provide intellectual context; they do not validate the project.

Last verified meaningful milestone

July 2026 · Bounded governance and claim-review surfaces separated evidence, authority, and review state.

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