A proof protocol, not a black box.
APLOMB does not pick the most frequent answer. It looks for what actually establishes it. Seven visible, traced steps, and an eighth that is a deliberate refusal.
Decompose
The answer is split into verifiable claims, one by one.
List of claimsRetrieve
Each claim is checked live against official sources.
Candidate sourcesQualify
Authority, recency, jurisdiction, independence, reproducibility of each source.
Accepted or rejected sourcesCross-check
Several independent models are set against each other; an adversarial pass challenges the first.
Agreements and divergencesArbitrate
Deterministic rules decide: a repealed source proves nothing, a figure without a date proves nothing.
Level of proofAnswer or abstain
If proof is insufficient, APLOMB abstains and says so. Abstention is a normal outcome.
VerdictSeal the trace
A signed, timestamped, third-party-verifiable certificate freezes the verification trace.
Certificate
APLOMB certifies the integrity and traceability of the verification process, and documents the level of proof obtained. It does not certify absolute truth.