Fitness proof Intermediate 1 minute read Updated 2026-06-29 UTC

What Counts as Proof?

A model descendant earns its place through useful evidence: task utility, cost, local fit, human benefit, and lineage completeness.

Research statusPositive evidence pattern Publication statePublished Reviewed byMichael Kappel Source reports8

What Counts as Proof?

Proof is not one benchmark. Proof is a bundle that lets a team adopt a descendant with confidence.

Evidence dimensions

DimensionQuestion
UtilityDoes the descendant improve the declared task?
Resource fitDoes it repay memory, latency, energy, and maintenance cost?
Local privacyCan private work remain local when appropriate?
NoveltyDoes it add a useful niche or reusable pattern?
Human benefitDoes it make users, teams, or reviewers stronger?
Lineage completenessCan future builders reuse or audit the result?
pseudocode
PROCEDURE fitness_proof(candidate)
    vector <- MEASURE_FITNESS_VECTOR(candidate)
    packet <- BUILD_EVIDENCE_PACKET(candidate, vector)
    IF packet.demonstrates_net_benefit
        RETURN NEXT_RELEASE_STAGE(packet)
    END IF
    RETURN ARCHIVE_AS_LEARNING(packet)
END PROCEDURE

Source reports used for this guide

These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.